README.md

---
tags:
- sentence-transformers
- sentence-similarity
- feature-extraction
- dense
- generated_from_trainer
- dataset_size:5168
- loss:CachedMultipleNegativesRankingLoss
base_model: BAAI/bge-m3
widget:
- source_sentence: "Do you know modern web stacks from soup to nuts? Have opinions\
    \ about clean URLs and dirty objects in ORMs? We want to talk to you!\r\nOur client's\
    \ mission is to build great advertising software. Product is an easy-to-use, massive\
    \ scale and high availability advertising platform founded by industry veterans\
    \ who worked together at Google. It's offer customers the most extensible and\
    \ transparent advertising system in the world and process billions of transactions\
    \ per second. \r\n\r\n**We are looking for a Web Engineer - Backend with in-depth\
    \ working knowledge of the Django framework to join our growing team.**\r\n\r\n\
    Tech stack is always evolving to meet the challenges of the massive scale of transactions\
    \ on which we operate. To manage the firehose of data coming in, we explore complex\
    \ tradeoffs and carefully architect high performance distributed systems. Those\
    \ in turn require elegant and thoughtfully designed interfaces to make the systems\
    \ accessible to both our team and our customers.\r\n\r\n**What You'll Be Doing:**\r\
    \nYou'll take part in architectural changes as we scale to improve engineering\
    \ velocity\r\nBe the \"Go-to\" for all things Django, we hire tech agnostic so\
    \ having a resident expert in this framework is essential to the success of the\
    \ team going forward. \r\nWork on our public REST API that supports both our customers\
    \ and our own JS UI\r\nDo fun tasks like reviewing code, writing design docs and\
    \ closing JIRA tickets))\r\n\r\n**Who You Are:**\r\n3+ years of Python Development\
    \ experience, good communicative skills (in English)\r\nExperience with building\
    \ and operating a modern REST API (ie. Swagger, monitoring, rate limiting, authentication,\
    \ etc.)\r\nA solid understanding of relational databases (we use Amazon Aurora\
    \ MySQL)\r\nA solid understanding of modern operational processes and concerns\
    \ for web applications (deployment, provisioning, monitoring)\r\nA solid understanding\
    \ of Django Rest Framework\r\nA strong grasp of software architecture (from classes\
    \ or self-learning)\r\nAn appreciation (or tolerance of) bee puns\r\n\r\nMORE\
    \ ABOUT the Customer:\r\nCompany was founded in 2014 and since then they’ve raised\
    \ $28M in funding from leading VCs including RRE and Foundry Group and have grown\
    \ rapidly.\n\n TARGET_ROLE: Senior Back-End Enginner with Django expertise | EXP_REQ:\
    \ 5\nDOMAIN: AdTech\nREQUIRED_ENTITIES: Python, Django, Django Rest Framework,\
    \ Amazon Aurora, MySQL, Swagger, JIRA, Docker\nPREFERRED_ENTITIES: JavaScript,\
    \ SQL, Bash\nWORKFLOW: Agile, Scrum, TDD, CI/CD"
  sentences:
  - "================================================================================\n\
    JUNIOR BACK-END SOFTWARE DEVELOPER\nSeniority: Junior | Total Experience: 1 Years\n\
    Domain Expertise: Enterprise Spend Management Platforms\n================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Highly structured and results-oriented Junior Back-end Software Developer with\
    \ 1 years of professional experience operating within the Enterprise Spend Management\
    \ Platforms sector. Proven capability in navigating complex requirements and leveraging\
    \ industry-standard methodologies to deliver robust, scalable solutions.\n\nTECHNICAL\
    \ SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n\
    * Core Technologies      : Ruby, Ruby on Rails\n* Tools & Frameworks     : MySQL,\
    \ Redis, Resque, Docker, AWS EC2, Heroku\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : JUNIOR SOFTWARE DEVELOPER\nTENURE : 1 Years\n\nI supported the backend\
    \ team in maintaining the core modules of a cloud-based financial tracking platform.\
    \ My daily tasks involved participating in code reviews as an observer and performing\
    \ minor bug fixes under direct supervision. I focused on learning the existing\
    \ codebase and understanding the CI/CD workflows established by the senior staff.\n\
    \nKey Responsibilities & Achievements:\n  - Assisted senior engineers in monitoring\
    \ Resque queue processing for high-throughput data jobs.\n  - Shadowed the DevOps\
    \ team during the migration of micro-services to Docker containers on AWS EC2.\n\
    \  - Wrote unit tests for existing MySQL database queries to assist in minor performance\
    \ bug fixes.\n  - Updated documentation for CI/CD pipeline triggers under the\
    \ guidance of lead developers.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n\
    * Previous Experience : Barista at a local coffee shop\n* Certifications     \
    \ : PADI Scuba Diving Certification\n================================================================================"
  - "SENIOR JAVA BACKEND ENGINNER // Senior // 7y exp========================================================================\n\
    \n## STACK\nlang    :: Java | Spring | Hibernatetools   :: RESTful services |\
    \ VPCs | Oracle Data Integrator | Kafkaextra   :: Python | SQLmethods :: Agile\
    \ | Scrum | TDDdomain  :: Fintech Distributed Systems\n\n## XP\n[1] Senior Backend\
    \ Enginner — 4yr\n    > Architected high-throughput message processing pipelines\
    \ using Spring and Hibernate to optimize transaction flow.\n    > Integrated external\
    \ financial gateway APIs through secure VPC tunnels, ensuring 99.9% system reliability.\n\
    \    > Managed complex ETL data mappings with ODI to syncronize legacy database\
    \ records into our cloud-based backend.\n    > Implemented multi-threaded concurrent\
    \ processing modules that reduced latency for RESTful service endpoints by 40%.\n\
    [2] Java Developer — 3yr\n    > Developed custom RESTful APIs to facilitate seamless\
    \ data exchange between banking microservices.\n    > Utilized Hibernate to streamline\
    \ persistence layers for large-scale financial reporting applications.\n    >\
    \ Automated recurring data ingestion tasks via ODI workflows, significantly decreasing\
    \ manual intervention requirements.\n========================================================================\n"
  - "================================================================================\n\
    EDUTECH SALES CONSULTANT & CUSTOMER SUCCESS SPECIALIST\nSeniority: Mid-Level |\
    \ Total Experience: 5 Years\nDomain Expertise: EdTech and Childrens Educational\
    \ Services\n================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Accomplished EduTech Sales Consultant & Customer Success Specialist specializing\
    \ in EdTech and Childrens Educational Services with over 5 years of progressive\
    \ experience. Adept at bridging technical and business requirements to drive critical\
    \ projects from conception to successful deployment.\n\nTECHNICAL SKILLS & COMPETENCIES\n\
    --------------------------------------------------------------------------------\n\
    * Core Technologies      : CRM Platforms, Sales Engagement Tools, Communication\
    \ Software\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : CUSTOMER SUCCESS & SALES REPRESENTATIVE\nTENURE : 3 Years\n\nI thrived\
    \ in a fast-paced environment where I had to balance individual client needs with\
    \ organizational revenue targets. My daily tasks included presenting complex educational\
    \ concepts in an accessible way to parents and children. I am truly passionite\
    \ about finding solutions that help students grow through technology.\n\nKey Responsibilities\
    \ & Achievements:\n  - Orchestrated high-volume outbound calling campaigns that\
    \ increased conversion rates by 22% using Salesforce.\n  - Facilitated interactive\
    \ demos and in-person workshops for parents, effectively demonstrating the value\
    \ of digital learning modules.\n  - Managed a database of over 500 active leads,\
    \ ensuring timely follow-ups and precise record keeping in the CRM system.\n \
    \ - Built lasting rapport with families, resulting in a 15% improvement in long-term\
    \ customer retention rates.\n\nROLE   : JUNIOR ACCOUNT EXECUTIVE\nTENURE : 2 Years\n\
    \nEarly in my carreer I focused on building the foundashon for effective communication\
    \ strategies within the IT sector. I learned how to identify client pain points\
    \ and present our technical educational products as the primary solution. This\
    \ role solidified my ability to work independently while meeting strict dead-lines.\n\
    \nKey Responsibilities & Achievements:\n  - Spearheaded lead generation efforts\
    \ by attending local community events to connect with prospective educational\
    \ partners.\n  - Maintained meticulous documentation of every customer interaction\
    \ within HubSpot to ensure seamless team handovers.\n  - Achieved 110% of quarterly\
    \ sales goals by employing a personalized, trust-based approach with new accounts.\n\
    \nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n\
    * Previous Experience : Summer Camp Counselor\n* Certifications      : CPR Certified,\
    \ Advanced Lifesaving Badge\n* Personal Interests  : Child Development Workshops,\
    \ Community Volunteering, Public Speaking\n================================================================================"
  - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\
    Headline Title       : Agile Scrum Master (AdTech Solutions)\nSeniority Level\
    \      : SeniorTotal Years of Exp.  : 5Domain Expertise     : AdTech and High-Traffic\
    \ Transaction Systems\n\nPRIMARY COMPETENCIES\n------------------------------------------------------------\n\
    - Python\n- Django\n- Django Rest Framework\n- Amazon Aurora\n- MySQL\n- Swagger\n\
    - JIRA\n- Docker\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\
    - JavaScript\n- SQL\n- Bash\n- Agile\n- Scrum\n- TDD\n- Code Review\n\nWORK HISTORY\
    \ MATRIX\n============================================================\nROLE 1:\
    \ Agile Scrum Master\nYears in Role: 3\n\nAchievement Set:\n  • Điều phối các\
    \ sprint Agile cho đội ngũ kỹ sư phát triển Django Rest Framework nhằm tối ưu\
    \ hóa quy trình phân phối sản phẩm.\n  • Quản lý lịch trình dự án cho việc chuyển\
    \ đổi hệ thống cơ sở dữ liệu sang Amazon Aurora và MySQL để đảm bảo tiến độ.\n\
    \  • Hỗ trợ đội ngũ kỹ thuật trong việc lập kế hoạch sử dụng Swagger để định nghĩa\
    \ giao diện API mà không cần trực tiếp viết mã.\n  • Theo dõi các chỉ số hiệu\
    \ suất của team thông qua JIRA, đảm bảo các tài liệu thiết kế được hoàn thành\
    \ đúng hạn.\n\n------------------------------------------------------------\n\
    ROLE 2: IT Project Manager\nYears in Role: 2\n\nAchievement Set:\n  • Giám sát\
    \ dự án triển khai các microservices Python, theo dõi tiến độ tích hợp Django\
    \ Rest Framework của các lập trình viên.\n  • Phối hợp với đội vận hành để thiết\
    \ lập quy trình triển khai Docker và giám sát môi trường staging cho ứng dụng\
    \ web.\n  • Đảm bảo các quy định về xác thực và giới hạn lưu lượng truy cập (rate\
    \ limiting) được tuân thủ nghiêm ngặt trong tài liệu đặc tả dự án.\n\n------------------------------------------------------------\n\
    \nADDITIONAL PROFILE ELEMENTS\n============================================================\n\
    Interests & Hobbies:\n- Hiking\n- Bee keeping\n- Photography\n\nPrior Employment\
    \ History:\n- Bartender\n\nOther Certifications:\n- Scuba Diving Certification\n\
    - CPR Certified\n\nEND OF MATRIX\n============================================================"
  - "================================================================================\n\
    SENIOR .NET SOFTWARE ENGINNER\nSeniority: Senior | Total Experience: 7 Years\n\
    Domain Expertise: Environmental, Health, Safety and Crisis Management Software\n\
    ================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Dynamic Senior .NET Software Enginner bringing 7+ years of hands-on expertise\
    \ in the Environmental, Health, Safety and Crisis Management Software industry.\
    \ Track record of designing and deploying high-efficiency solutions, demonstrating\
    \ deep proficiency across modern technical stacks and agile environments.\n\n\
    TECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n\
    * Core Technologies      : C#, ASP.NET, Web API 2, WCF\n* Tools & Frameworks \
    \    : Microsoft SQL Server, Oracle, nHibernate, Visual Studio, Team Foundation\
    \ Server, IIS, Entity Framework\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : SENIOR SOFTWARE DEVELOPER\nTENURE : 4 Years\n\nI lead the development\
    \ of safety-critical modules for a large ISV firm. My work involved deep integration\
    \ with complex SQL Server databases to support global crisis response teams. I\
    \ ensured that all code remained maintainable and scalable within our integrated\
    \ .NET architecture.\n\nKey Responsibilities & Achievements:\n  - Architected\
    \ enterprise-level modules for crisis management platforms using C# and ASP.NET,\
    \ ensuring robust data handling across high-availability environments.\n  - Refactored\
    \ legacy codebases to improve performance by 20% while maintaining strict compatibility\
    \ with nHibernate and Oracle database schemas.\n  - Collaborated with product\
    \ managers in a Scrum environment to translate complex safety requirements into\
    \ reliable, unit-tested features.\n  - Managed deployments to Windows Server and\
    \ IIS, conducting thorough code reviews to maintain quality standards across distributed\
    \ teams.\n\nROLE   : SOFTWARE DEVELOPER\nTENURE : 3 Years\n\nIn this role, I focused\
    \ on the implementation of backend services and frontend interfaces for mission-critical\
    \ environmental software. I worked closely with QA teams to deliver high-quality\
    \ solutions while adhering to tight deadlines. My efforts helped automate data\
    \ reporting features for our clients.\n\nKey Responsibilities & Achievements:\n\
    \  - Built dynamic web components using Javascript and jQuery to enhance the user\
    \ experience of enterprise safety dashboards.\n  - Implemented RESTful services\
    \ via Web API 2 to facilitate seamless data exchange between internal systems\
    \ and third-party safety databases.\n  - Developed and maintained complex WCF\
    \ services to support core application functions for external stakeholders in\
    \ the health sector.\n  - Executed comprehensive unit tests using Visual Studio\
    \ tools to guarantee high code coverage and reduce regression issues during release\
    \ cycles.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n\
    * Previous Experience : Warehouse Associate\n* Certifications      : CPR Certified,\
    \ PADI Scuba Diving License\n* Personal Interests  : Mountain Hiking, Chess, Reading\
    \ Historical Fiction\n================================================================================"
  - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\
    REPRESENTED BY: Executive Search Partners\nROLE TARGET: Senior Back-end Enginner\
    \ (Django Specialist)\nEXPERIENCE LEVEL: Senior (5 YOE)DOMAIN ALIGNMENT: AdTech\
    \ and High-Traffic Transaction Systems\n====================================================================\n\
    \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\
    \ candidate brings a proven 5-year track record in the AdTech and High-Traffic\
    \ Transaction Systems sector. Their primary core expertise is anchored in Python,\
    \ Django, Django Rest Framework, which is heavily supported by operational expertise\
    \ using Amazon Aurora, MySQL, Swagger, JIRA, Docker. They are highly self-sufficient\
    \ in their work, supplemented by proficiencies in JavaScript and SQL and Bash.\
    \ Culturally, they thrive in Agile/Scrum/TDD/Code Review environments and consistently\
    \ drive measurable technical outcomes.\n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies\
    \ : Python | Django | Django Rest Framework[+] Delivery & CI/CD  : Amazon Aurora\
    \ | MySQL | Swagger | JIRA | Docker[+] Aux. Languages    : JavaScript | SQL |\
    \ Bash[+] Agile/Workflow    : Agile | Scrum | TDD | Code Review\n>>> ENGAGEMENT\
    \ HISTORY\n--------------------------------------------------------------------\n\
    1. EMPLOYER: \n   TITLE: Senior Back-end Developer\n   TENURE: 3 years\n\n   Key\
    \ Deliverables & Impact:\n   • Architected and maintained highly-available RESTful\
    \ interfaces utilizing Django Rest Framework for a platform processing high-volume\
    \ traffic.\n   • Optimized complex database queries within Amazon Aurora MySQL\
    \ to significantly reduce latency during peak transaction periods.\n   • Led the\
    \ migration of legacy service modules to modern infrastructure, improving overall\
    \ system deployment velocity and reliability.\n   • Authored comprehensive design\
    \ documentation and performed rigorous peer code reviews to ensure maintainable\
    \ software standards.\n--------------------------------------------------------------------\n\
    2. EMPLOYER: \n   TITLE: Software Engineer\n   TENURE: 2 years\n\n   Key Deliverables\
    \ & Impact:\n   • Developed robust API endpoints using Python and Django to facilitate\
    \ seamless communication between front-end UI and core business services.\n  \
    \ • Implemented secure authentication and rate-limiting protocols for public-facing\
    \ REST services to protect against unauthorized access.\n   • Collaborated in\
    \ an Agile environment, actively participating in sprint planning and resolving\
    \ complex JIRA issues to meet strict deadlines.\n\n\n====================================================================\n\
    CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\
    \ for roles requiring deep senior-level expertise in Python and AdTech and High-Traffic\
    \ Transaction Systems. We highly recommend advancing to a technical interview."
- source_sentence: "**Project Description**\r\nWe are excited to start building a\
    \ team for our new client, Chictopia. Chictopia is a California-based startup\
    \ that develops the CRM system for fashion influencers across the most popular\
    \ social platforms. Our technology stack of choice includes Rails v6.0, React.js,\
    \ Heroku.\r\n\r\n**Responsibilities**\r\nTake part in building CRM product for\
    \ social influencers from scratch;\r\nContribute to the architecture design and\
    \ planning for newly-built platform;\r\nLeverage Chictopia's proprietary technology\
    \ to create custom reports with actionable insights for their clients to plan\
    \ out scalable social media initiatives for the future;\r\n\r\n**Skills Required**\r\
    \nFull-stack development experience in and Ruby on Rails\r\nExperience with React\
    \ a plus\r\nAt least 3 years of experience working with Rails\r\nBeen actively\
    \ involved in setting infrastructure roadmaps and technical design strategy\r\n\
    Have worked in a small team environment in the past\r\nDev ops experience a plus\
    \ BS degree\r\nGreat verbal and written communication skills in English\n\n TARGET_ROLE:\
    \ Full-stack Enginner | EXP_REQ: 4\nDOMAIN: Social Media CRM and Influencer Marketing\n\
    REQUIRED_ENTITIES: Ruby on Rails, React.js, Heroku, PostgreSQL, Redis, AWS\nPREFERRED_ENTITIES:\
    \ JavaScript, TypeScript, Bash\nWORKFLOW: Agile, Scrum, Test-Driven Development"
  sentences:
  - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\
    REPRESENTED BY: Executive Search Partners\nROLE TARGET: IT Project Manager\nEXPERIENCE\
    \ LEVEL: Senior (6 YOE)DOMAIN ALIGNMENT: E-commerce Web Platforms\n====================================================================\n\
    \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\
    \ candidate brings a proven 6-year track record in the E-commerce Web Platforms\
    \ sector. Their primary core expertise is anchored in React, Redux, MobX, TypeScript,\
    \ JavaScript, HTML, CSS, which is heavily supported by operational expertise using\
    \ Chakra UI, Material UI, REST API, Node JS. They are highly self-sufficient in\
    \ their work. \n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies : React | Redux\
    \ | MobX | TypeScript | JavaScript | HTML | CSS[+] Delivery & CI/CD  : Chakra\
    \ UI | Material UI | REST API | Node JS\n>>> ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n\
    1. EMPLOYER: \n   TITLE: IT Project Manager\n   TENURE: 4 years\n\n   Key Deliverables\
    \ & Impact:\n   • Managed project timelines and resource allocation for engineering\
    \ teams delivering React and MobX based dashboards.\n   • Coordinated the migration\
    \ strategy from legacy systems to TypeScript, ensuring the development team met\
    \ release deadlines.\n   • Oversaw the delivery of the test pyramid automation\
    \ project using Jest and Cypress to meet stakeholder quality expectations.\n \
    \  • Facilitated career development workshops and performance reviews for junior\
    \ software staff to align with team growth objectives.\n--------------------------------------------------------------------\n\
    2. EMPLOYER: \n   TITLE: Technical Coordinator\n   TENURE: 2 years\n\n   Key Deliverables\
    \ & Impact:\n   • Monitored the implementation of UI components using Chakra UI\
    \ and Material UI to ensure project adherence to brand guidelines.\n   • Supervised\
    \ the development lifecycle of cross-platform mobile features using React-Native.\n\
    \   • Managed the integration schedule for Node JS middleware projects to ensure\
    \ backend and frontend team synchronization.\n\n>>> SUPPLEMENTAL PROFILE DATA\n\
    --------------------------------------------------------------------\n• Prior\
    \ Professional Foundations: Barista\n• Additional Accreditations: Scuba Diving\
    \ PADI\n\n====================================================================\n\
    CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\
    \ for roles requiring deep senior-level expertise in React and E-commerce Web\
    \ Platforms. We highly recommend advancing to a technical interview."
  - "FULL-STACK WEB DEVLOPER // Mid-Level // 4y exp========================================================================\n\
    \n## STACK\nlang    :: Ruby on Rails | React.jstools   :: Heroku | PostgreSQL\
    \ | Redisextra   :: JavaScript | TypeScript | SQLmethods :: Agile | Scrum | Test-Driven\
    \ Developmentdomain  :: Social Media CRM Systems\n\n## XP\n[1] Software Enginner\
    \ — 4yr\n    > Built a customer management portal from the ground up using Ruby\
    \ on Rails v6.0 for a boutique marketing agency.\n    > Designed the system architecture\
    \ and technical roadmap for a high-traffic social analytics platform.\n    > Created\
    \ custom reporting dashboards in React.js to provide users with data-driven insights.\n\
    \    > Deployed and managed the application infrastructure on Heroku to ensure\
    \ 99.9% uptime.\n\n## MISC\nprev    :: Barista\ncerts   :: First Aid Certified,\
    \ Scuba Diving License\nother   :: Fashion Photography, Street Style Blogging,\
    \ Running\n========================================================================\n"
  - "SENIOR RUBY ON RAILS DEVELOPER // Senior // 6y exp========================================================================\n\
    \n## STACK\nlang    :: Ruby | Ruby on Railsdomain  :: Corporate Innovation & Product\
    \ Development\n\n## XP\n[1] Sr. Ruby Enginner — 4yr\n    > Architected scalable\
    \ solutions using Rails 6 and Trailblazer to modularize complex business logic\
    \ effectively.\n    > Refactored legacy codebases into clean OOP structures, significantly\
    \ improving system maintainability and test coverage using RSpec.\n    > Integrated\
    \ interactive front-end features with Vue.js, optimizing the user experience across\
    \ high-traffic dashboard modules.\n    > Optimized Postgres database queries to\
    \ reduce response times by 30% for data-intensive reports.\n[2] Backend Developer\
    \ — 2yr\n    > Developed robust API endpoints using Ruby on Rails, ensuring data\
    \ integrity within Postgres relational databases.\n    > Implemented comprehensive\
    \ unit and integration test suites with RSpec to minimize production defects.\n\
    \    > Applied SOLID design principles to create decoupled components, enhancing\
    \ code readability for the dev team.\n\n## MISC\nprev    :: Nhân viên pha chế\n\
    certs   :: Chứng chỉ sơ cứu y tế\n========================================================================\n"
  - "================================================================================\n\
    LẬP TRÌNH VIÊN FULL-STACK JUNIOR\nSeniority: Junior | Total Experience: 1 Years\n\
    Domain Expertise: Social Media CRM Systems\n================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Highly structured and results-oriented Lập trình viên Full-Stack Junior with 1\
    \ years of professional experience operating within the Social Media CRM Systems\
    \ sector. Proven capability in navigating complex requirements and leveraging\
    \ industry-standard methodologies to deliver robust, scalable solutions.\n\nTECHNICAL\
    \ SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n\
    * Core Technologies      : Ruby on Rails, React.js\n* Tools & Frameworks     :\
    \ Heroku, PostgreSQL, Redis\n* Scripting & Secondary  : JavaScript, TypeScript,\
    \ SQL\n* Methodologies          : Agile, Scrum, Test-Driven Development\n\nPROFESSIONAL\
    \ EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : LẬP TRÌNH VIÊN THỰC TẬP\nTENURE : 1 Years\n\nTôi tham gia với vai trò\
    \ là thành viên hỗ trợ trong một đội ngũ nhỏ chuyên về sản phẩm SaaS. Nhiệm vụ\
    \ chính của tôi là sửa lỗi nhỏ và học hỏi cách thiết kế cơ sở dữ liệu từ các anh\
    \ chị đi trước. Tôi thường xuyên tham gia các buổi họp để cập nhật các mục tiêu\
    \ kinh doanh của nhóm.\n\nKey Responsibilities & Achievements:\n  - Hỗ trợ viết\
    \ các unit test cho ứng dụng Ruby on Rails v6.0 dưới sự giám sát.\n  - Tiếp thu\
    \ kiến trúc hệ thống hiện có của nền tảng phân tích xã hội từ các kỹ sư cấp cao.\n\
    \  - Thực hiện chỉnh sửa các dashboard nhỏ trên React.js theo yêu cầu hướng dẫn.\n\
    \  - Quan sát quy trình triển khai và quản lý cơ sở hạ tầng trên Heroku hàng ngày.\n\
    \nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n\
    * Previous Experience : Barista\n* Certifications      : First Aid Certified,\
    \ Scuba Diving License\n* Personal Interests  : Fashion Photography, Street Style\
    \ Blogging, Running\n================================================================================"
  - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\
    Headline Title       : AI Reserch Scientist & NLP Specialist\nSeniority Level\
    \      : Mid-LevelTotal Years of Exp.  : 5Domain Expertise     : Predictive Analytics\
    \ and Generative AI Research\n\nPRIMARY COMPETENCIES\n------------------------------------------------------------\n\
    - Python\n- PyTorch\n- TensorFlow\n- HuggingFace Transformers\n- BERT\n- GPT-4\n\
    - Docker\n- AWS SageMaker\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\
    - SQL\n- Bash\n- Agile\n- Scrum\n- Experimental Prototyping\n\nWORK HISTORY MATRIX\n\
    ============================================================\nROLE 1: AI Reserch\
    \ Enginner\nYears in Role: 3\n\nAchievement Set:\n  • Architected custom recommendation\
    \ engines using PyTorch that increased user click-through rates by 18 percent.\n\
    \  • Fine-tuned transformer models like BERT to automate internal documentation\
    \ classification, saving the team 20 hours per week.\n  • Presented advanced statistical\
    \ findings to non-technical stakeholders to secure budget for new GPU infrastructure.\n\
    \  • Deployed end-to-end NLP pipelines into production environments using Docker\
    \ and AWS.\n\n------------------------------------------------------------\nROLE\
    \ 2: Junior Data Scientist\nYears in Role: 2\n\nAchievement Set:\n  • Developed\
    \ automated data cleaning scripts in Python to process terabytes of unstructured\
    \ customer feedback.\n  • Collaborated with cross-functional teams to integrate\
    \ predictive models into the main web portal.\n  • Authored technical white papers\
    \ regarding the scalability of deep neural networks for large datasets.\n\n------------------------------------------------------------\n\
    \nADDITIONAL PROFILE ELEMENTS\n============================================================\n\
    Interests & Hobbies:\n- Chess\n- Marathon Running\n- Retro Gaming\n\nPrior Employment\
    \ History:\n- Barista\n\nOther Certifications:\n- Scuba Diving Open Water License\n\
    \nEND OF MATRIX\n============================================================"
  - "SENIOR C++ SOFTWARE ENGINNER - COMPUTER VISION & LOW LATENCY SYSTEMS // None\
    \ // experienced========================================================================\n\
    \n## STACK\nlang    :: Modern C++ | C++17 | C++20tools   :: SIMD | CUDA | OpenCV\
    \ | TensorRT | Linux Kernelextra   :: Python | Bash | Assemblydomain  :: Augmented\
    \ Reality and 3D Perception Systems\n\n## XP\n[1] Senior Embedded Software Dev\
    \ — 4yr\n    > Architected custom memory management modules using Modern C++ that\
    \ reduced frame-to-frame latency by 25% in high-definition AR displays.\n    >\
    \ Optimized low-level data pipelines by implementing SIMD intrinsics to bypass\
    \ hardware bottlenecks during real-time image capture.\n    > Refactored legacy\
    \ Linux kernel drivers to better support specialized hardware acceleration, significantly\
    \ improving system stability.\n    > Led a team of junior dev's in debugging complex\
    \ multi-threaded synchronization issues, ensuring memory coherency across high-performance\
    \ architectures.\n[2] Software Enginner — 3yr\n    > Developed 3D point cloud\
    \ processing algorithms to enable more accurate spatial mapping in consumer-grade\
    \ smart glasses.\n    > Implemented high-throughput batch processing tools in\
    \ C++ to handle petabytes of visual simulation data efficiently.\n    > Streamlined\
    \ the integration of time-of-flight sensor data, resulting in a cleaner and faster\
    \ perception stack for the end user.\n========================================================================\n"
- source_sentence: "**Responsibilities:**\r\n\r\n-Development and operational support\
    \ of CRM applications\r\n-Working as a part of one or more agile teams: analysis\
    \ and implementation of features, configuration and fixes of existing functionality,\
    \ root cause analysis for incidents\r\n-Development of CRM campaigns (Amdocs Pontis\
    \ system) using UI-based flows \r\n-Operational support and updates of existing\
    \ CRM campaigns according to technical specifications\r\n-Campaign content management\r\
    \n-Campaign channels setup and configuration\r\n-CRM campaigns testing (Friendly\
    \ User Tests/ User Acceptance Tests)\r\n-KPIs and success metrics tracking for\
    \ active campaign\r\n \r\n**Requirements:**\r\n\r\n-2+ years of practical experience\
    \ working with CRM/CVM and campaign management systems\r\n-Experience working\
    \ with Atlassian Suite (JIRA, Confluence, Bitbucket)\r\n-Practical SQL knowledge\r\
    \n-Methodology: Agile / Scrum or Kanban\r\n-Experience in creating technical tasks\
    \ and documentation\r\n-Attention to details, analytical thinking\r\n\r\n**Nice\
    \ to have:**\r\n\r\n-Experience with Docker tech stack would be a plus\r\n-Knowledge\
    \ of Grafana, ELK stack, Artifactory is nice to have\r\n-Understanding of Telecom\
    \ billing or provisioning systems architecture\r\n-Hands-on experience with AS\
    \ WildFly/Glassfish/WebLogic would be a plus\n\n TARGET_ROLE: CRM Campaign Analyst\
    \ & Enginner | EXP_REQ: 4\nDOMAIN: Telecom Customer Value Management\nREQUIRED_ENTITIES:\
    \ SQL, Amdocs Pontis, JIRA, Confluence, Bitbucket, Docker, Grafana, ELK, Artifactory,\
    \ WildFly\nPREFERRED_ENTITIES: Python\nWORKFLOW: Agile, Scrum, Kanban"
  sentences:
  - "================================================================================\n\
    IT AGILE SCRUM MASTER\nSeniority: None | Total Experience: None Years\nDomain\
    \ Expertise: E-commerce Web Applications\n================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Highly structured and results-oriented IT Agile Scrum Master with extensive professional\
    \ experience operating within the E-commerce Web Applications sector. Proven capability\
    \ in navigating complex requirements and leveraging industry-standard methodologies\
    \ to deliver robust, scalable solutions.\n\nTECHNICAL SKILLS & COMPETENCIES\n\
    --------------------------------------------------------------------------------\n\
    * Core Technologies      : JavaScript, Java\n* Tools & Frameworks     : Selenium\
    \ WebDriver, Postman, Jenkins, GraphQL, Docker\n* Scripting & Secondary  : Python,\
    \ Bash\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : AGILE SCRUM MASTER\nTENURE : 2 Years\n\nActed as the servant-leader for\
    \ an E-commerce quality team, prioritizing tasks and removing impediments to ensure\
    \ sprint goals were met. My focus was on fostering team communication and ensuring\
    \ that the engineering roadmap aligned with business objectives. I facilitated\
    \ discussions regarding technical debt and resource allocation without directly\
    \ participating in the code development or testing execution.\n\nKey Responsibilities\
    \ & Achievements:\n  - Facilitated daily stand-ups and sprint retrospectives for\
    \ a cross-functional squad of 5 testers using JavaScript and Java.\n  - Managed\
    \ the Jira board and project timelines for teams implementing Selenium WebDriver\
    \ and Jenkins CI/CD pipelines.\n  - Removed organizational blockers for developers\
    \ integrating GraphQL and Docker containers into the e-commerce infrastructure.\n\
    \  - Monitored team velocity and release schedules, ensuring performance testing\
    \ milestones were met on time.\n\nROLE   : IT PROJECT COORDINATOR\nTENURE : 4\
    \ Years\n\nManaged the operational side of high-stakes web application projects,\
    \ serving as a bridge between the business stakeholders and the technical engineering\
    \ teams. I ensured that project documentation, including requirements and testing\
    \ logs, was maintained to compliance standards. My role focused on logistics,\
    \ scheduling, and project reporting rather than hands-on programming or manual\
    \ testing execution.\n\nKey Responsibilities & Achievements:\n  - Coordinated\
    \ project schedules and resource planning for developers building web applications\
    \ with Selenium WebDriver.\n  - Oversaw the procurement and documentation of test\
    \ scenarios for REST API and GraphQL integration projects.\n  - Documented requirement\
    \ analysis sessions, ensuring stakeholders understood the impact of manual testing\
    \ cycles on release timelines.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n\
    * Certifications      : Certified Scuba Diver\n* Personal Interests  : Mountain\
    \ Biking, Retro Gaming, Open Source Contributions\n================================================================================"
  - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\
    Headline Title       : Senior Java Backend Enginner\nDomain Expertise     : Large-scale\
    \ internet facing applications\n\nPRIMARY COMPETENCIES\n------------------------------------------------------------\n\
    - Java 8\n- Java 11\n- Spring Boot\n- RabbitMQ\n- JUnit\n- Mockito\n- Git\n- Linux\n\
    \nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\
    - ffmpeg\n- Scrum\n- Kanban\n- TDD\n\nWORK HISTORY MATRIX\n============================================================\n\
    ROLE 1: Senior Backend Developer\nYears in Role: 4\n\nAchievement Set:\n  • Architected\
    \ high-throughput microservices using Spring Boot and Java 11 to support 1M+ daily\
    \ active users.\n  • Optimized asynchronous messaging flows via RabbitMQ, reducing\
    \ system latency by 25% for distributed events.\n  • Maintained stringent code\
    \ quality through comprehensive JUnit and Mockito test suites, covering 90% of\
    \ business logic.\n  • Collaborated with remote peers in a fast-paced Scrum environment\
    \ to debug complex multithreaded concurrency issues.\n\n------------------------------------------------------------\n\
    ROLE 2: Java Software Developer\nYears in Role: 3\n\nAchievement Set:\n  • Implemented\
    \ media processing features utilizing ffmpeg libraries integrated into Java-based\
    \ service layers.\n  • Refactored monolithic authentication modules into secure\
    \ Spring Security services, enhancing overall API robustness.\n  • Managed daily\
    \ version control and feature branching strategies through Git for a team of 15\
    \ developers.\n  • Administered Linux-based production servers to ensure consistent\
    \ uptime and performance metrics during high-traffic intervals.\n\n------------------------------------------------------------\n\
    \nADDITIONAL PROFILE ELEMENTS\n============================================================\n\
    Interests & Hobbies:\n- Chess\n- Urban Cycling\n\n\n\nEND OF MATRIX\n============================================================"
  - "CRM CAMPAIGN SPECIALIST & ENGINNER // Mid-Level // 4y exp========================================================================\n\
    \n## STACK\ndomain  :: Telecom CRM and CVM\n\n## XP\n[1] CVM Campaign Enginner\
    \ — 2yr\n    > Orchestrated complex customer retention flows within Amdocs Pontis\
    \ to boost subscriber engagement by 15 percent.\n    > Executed deep-dive root\
    \ cause analysis on production incidents using ELK Stack dashboards to minimize\
    \ system downtime.\n    > Authored comprehensive functional design documentation\
    \ and technical task tickets for cross-functional scrum teams.\n    > Validated\
    \ campaign logic through rigorous UAT cycles and automated SQL validation queries.\n\
    [2] Junior CRM Analyst — 2yr\n    > Configured omni-channel messaging setups including\
    \ SMS and email gateways for automated customer communication.\n    > Collaborated\
    \ with dev teams to streamline deployment pipelines using Bitbucket and internal\
    \ Artifactory repositories.\n    > Maintained existing campaign content while\
    \ ensuring strict adherence to technical business requirements.\n    > Assisted\
    \ in the containerization of legacy middleware services to improve environment\
    \ consistancy using Docker.\n\n## MISC\nprev    :: Barista\ncerts   :: CPR Certified,\
    \ Scuba Diving License\nother   :: Chess, Strategy Board Games, Hiking\n========================================================================\n"
  - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\
    REPRESENTED BY: Executive Search Partners\nROLE TARGET: Agile Scrum Master\nEXPERIENCE\
    \ LEVEL: Senior (7 YOE)DOMAIN ALIGNMENT: Telecommunications\n====================================================================\n\
    \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\
    \ candidate brings a proven 7-year track record in the Telecommunications sector.\
    \ They are highly self-sufficient in their work. Culturally, they thrive in Agile/Scrum/TDD/GitFlow\
    \ environments and consistently drive measurable technical outcomes.\n>>> TECHNICAL\
    \ SNAPSHOT\n[+] Agile/Workflow    : Agile | Scrum | TDD | GitFlow\n>>> ENGAGEMENT\
    \ HISTORY\n--------------------------------------------------------------------\n\
    1. EMPLOYER: \n   TITLE: Agile Scrum Master\n   TENURE: 4 years\n\n   Key Deliverables\
    \ & Impact:\n   • Facilitated daily stand-ups and sprint planning sessions for\
    \ a team of 12 engineers building microservices using SpringBoot and PostgreSQL.\n\
    \   • Coordinated with stakeholders to track project milestones regarding the\
    \ implementation of Apache Kafka messaging workflows.\n   • Managed team velocity\
    \ and removed blockers for developers working on Maven build configurations and\
    \ GitFlow processes.\n   • Monitored team output quality and delivery timelines\
    \ for high-scale PostgreSQL database optimization initiatives.\n--------------------------------------------------------------------\n\
    2. EMPLOYER: \n   TITLE: Technical Project Manager\n   TENURE: 3 years\n\n   Key\
    \ Deliverables & Impact:\n   • Oversaw the roadmap for RESTful billing system\
    \ API updates designed by the software team using Java.\n   • Managed budget and\
    \ resource allocation for the migration of ActiveMQ messaging infrastructure to\
    \ AWS.\n   • Reported on the progress of payment gateway integration projects\
    \ while ensuring the team adhered to internal TDD documentation requirements.\n\
    \n>>> SUPPLEMENTAL PROFILE DATA\n--------------------------------------------------------------------\n\
    • Prior Professional Foundations: Barista\n• Additional Accreditations: Scuba\
    \ Diving, CPR Certified\n• Extracurriculars & Affiliations: Hiking, Photography,\
    \ Chess\n\n====================================================================\n\
    CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\
    \ for roles requiring deep senior-level expertise in  and Telecommunications.\
    \ We highly recommend advancing to a technical interview."
  - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\
    REPRESENTED BY: Executive Search Partners\nROLE TARGET: CRM Campaign Specialist\
    \ & Engineer (Salesforce/Apex Focus)\nEXPERIENCE LEVEL: Mid-Level (4 YOE)DOMAIN\
    \ ALIGNMENT: Telecom CRM and CVM\n====================================================================\n\
    \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\
    \ candidate brings a proven 4-year track record in the Telecom CRM and CVM sector.\
    \ Their primary core expertise is anchored in SOQL, Salesforce Marketing Cloud,\
    \ which is heavily supported by operational expertise using Salesforce DX, Salesforce\
    \ Flow, GitHub, Copado, Tableau. They are highly self-sufficient in their work,\
    \ supplemented by proficiencies in Apex and JavaScript. Culturally, they thrive\
    \ in Agile/Scrum/Kanban environments and consistently drive measurable technical\
    \ outcomes.\n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies : SOQL | Salesforce\
    \ Marketing Cloud[+] Delivery & CI/CD  : Salesforce DX | Salesforce Flow | GitHub\
    \ | Copado | Tableau[+] Aux. Languages    : Apex | JavaScript[+] Agile/Workflow\
    \    : Agile | Scrum | Kanban\n>>> ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n\
    1. EMPLOYER: \n   TITLE: CVM Campaign Engineer\n   TENURE: 2 years\n\n   Key Deliverables\
    \ & Impact:\n   • Orchestrated complex customer retention flows within Salesforce\
    \ Marketing Cloud to boost subscriber engagement by 15 percent.\n   • Executed\
    \ deep-dive root cause analysis on production incidents using Tableau dashboards\
    \ to minimize system downtime.\n   • Authored comprehensive functional design\
    \ documentation and technical task tickets for cross-functional scrum teams.\n\
    \   • Validated campaign logic through rigorous UAT cycles and automated SOQL\
    \ validation queries.\n--------------------------------------------------------------------\n\
    2. EMPLOYER: \n   TITLE: Junior CRM Analyst\n   TENURE: 2 years\n\n   Key Deliverables\
    \ & Impact:\n   • Configured omni-channel messaging setups including SMS and email\
    \ gateways for automated customer communication.\n   • Collaborated with dev teams\
    \ to streamline deployment pipelines using GitHub and Copado release management\
    \ tools.\n   • Maintained existing campaign content while ensuring strict adherence\
    \ to technical business requirements.\n   • Assisted in the migration of legacy\
    \ middleware services to improve environment consistency using Salesforce DX.\n\
    \n>>> SUPPLEMENTAL PROFILE DATA\n--------------------------------------------------------------------\n\
    • Prior Professional Foundations: Barista\n• Additional Accreditations: CPR Certified,\
    \ Scuba Diving License\n• Extracurriculars & Affiliations: Chess, Strategy Board\
    \ Games, Hiking\n\n====================================================================\n\
    CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\
    \ for roles requiring deep mid-level-level expertise in SOQL and Telecom CRM and\
    \ CVM. We highly recommend advancing to a technical interview."
  - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\
    Headline Title       : Senior DevOps & SRE Enginner\nDomain Expertise     : Cloud-Native\
    \ Infrastructure and Private Data Center Operations\n\nPRIMARY COMPETENCIES\n\
    ------------------------------------------------------------\n- Python\n- Groovy\n\
    - Node.js\n- Jenkins\n- AWS\n- Ansible\n- ELK Stack\n- DataDog\n- Pagerduty\n\
    - GitHub\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\
    \nWORK HISTORY MATRIX\n============================================================\n\
    ROLE 1: Senior Devops Enginner\nYears in Role: 4\n\nAchievement Set:\n  • Architected\
    \ complex Jenkins pipelines to automate delivery for high-traffic Node.js services\
    \ on AWS.\n  • Managed ELK stack clusters to improve log analysis and observability\
    \ for internal private infrastructures.\n  • Orchestrated configuration management\
    \ using Ansible to maintain staging and dev environments efficiently.\n  • Optimized\
    \ deployment cadance by streamlining image builds and reducing system downtime\
    \ by 30%.\n\n------------------------------------------------------------\nROLE\
    \ 2: Systems Integrator\nYears in Role: 2\n\nAchievement Set:\n  • Implemented\
    \ automated backup solutions and monitored health metrics using DataDog and Newrelic.\n\
    \  • Developed Python scripts to handle dynamic data flows during complex cloud\
    \ migration tasks.\n  • Assisted customer success teams by troubleshooting integration\
    \ issues in staging environments.\n\n------------------------------------------------------------\n\
    \nADDITIONAL PROFILE ELEMENTS\n============================================================\n\
    Interests & Hobbies:\n- Mountain Biking\n- Vintage Tech Restoration\n- Tabletop\
    \ Gaming\n\n\n\nEND OF MATRIX\n============================================================"
- source_sentence: "Responsibilities: \r\n• Taking full ownership of designing, implementing,\
    \ deploying and maintaining existing and new data pipelines by using cloud-based\
    \ tools in a cloud-based infrastructure. \r\n• Work with different stakeholders\
    \ to design and develop Machine Learning algorithms that optimize and make an\
    \ immediate business impact on KPIs. \r\n• Build, test, and deploy custom ML/AI\
    \ models and algorithms on large datasets, and develop processes for monitoring\
    \ and analyzing their performance in production environments. \r\n• Hands-on work\
    \ on our core data infrastructure, tools and automation. \r\n• Take part in POCs\
    \ and innovation for new technologies, databases, tools and services that can\
    \ significantly push the division goals.\r\n\r\nTechnical must experience: \r\n\
    • 5+ years of hands-on experience as a Software Engineer \r\n• 3+ years of hands-on\
    \ experience as a Data Engineer \r\n• 2+ years of hands-on experience in Machine\
    \ Learning and Data Science \r\n• Intimate familiarity with a variety of ML disciplines\
    \ and algorithms \r\n• Experience with data related cloud-based technologies like\
    \ S3, parquet, EMR, AirFlow, Kinesis, BigQuery. \r\n• Previous Python experience\
    \ • Excellent business understanding and communication skills \r\n• Data enthusiast\
    \ and a team player\n\n TARGET_ROLE: Senior Data Enginner & ML Practioner | EXP_REQ:\
    \ 8\nDOMAIN: Predictive Analytics and Data Infrastructure\nREQUIRED_ENTITIES:\
    \ Python, SQL, AWS S3, Apache AirFlow, Google BigQuery, AWS EMR, Amazon Kinesis\n\
    PREFERRED_ENTITIES: Scala, Bash\nWORKFLOW: Agile, Scrum, CI/CD"
  sentences:
  - "\nSENIOR DATA ENGINNER & MACHINE LEARNING SPECIALIST\nSenior Professional  ·\
    \  8 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\
    \nABOUT ME\n────────────────────────────────────────────────────────────\nI am\
    \ a Senior Senior Data Enginner & Machine Learning Specialist with 8 years of\
    \ hands-on experience specialising in Fintech Data Analytics.\nMy core stack centres\
    \ on Python, SQL. \nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\n\
    \nPROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\n\
    SENIOR DATA ENGINNER  (3 years)\nTôi chịu trách nhiệm chính trong việc xây dựng\
    \ và duy trì hạ tầng dữ liệu đám mây tại công ty. Tôi đã làm việc chặt chẽ với\
    \ các bên liên quan để hiểu rõ nhu cầu và đưa ra các giải pháp kỹ thuật tối ưu.\
    \ Ngoài ra, tôi cũng tham gia thử nghiệm các công nghệ mới nhằm nâng cao hiệu\
    \ suất làm việc cho toàn bộ bộ phận.  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·\
    \  ·  ·  ·  ·  ·  ·\nSOFTWARE ENGINNER & ML DEVELOPER  (5 years)\n  • Phát triển\
    \ các thuật toán Machine Learning sử dụng Python để dự báo hành vi người dùng,\
    \ trực tiếp cải thiện KPI doanh thu 15%.\n  • Triển khai và theo dõi các mô hình\
    \ AI trên môi trường sản xuất bằng cách sử dụng các công cụ giám sát hiệu suất\
    \ tiên tiến.\n  • Xây dựng các quy trình xử lý dữ liệu thời gian thực thông qua\
    \ AWS Kinesis, hỗ trợ việc ra quyết định kinh doanh nhanh chóng.\n\nEARLIER CAREER\n\
    ────────────────────────────────────────────────────────────\nBefore moving into\
    \ tech I worked as a Nhân viên bán hàng tại cửa hàng tiện lợi,\nwhich gave me\
    \ a strong foundation in communication,\naccountability, and working under pressure\
    \ — qualities I\ncarry into every engineering role today.\n\nCERTIFICATIONS\n\
    ────────────────────────────────────────────────────────────\nOutside of my core\
    \ technical credentials I hold the following:\nChứng chỉ lặn biển chuyên nghiệp\
    \ PADI · Sơ cứu y tế cơ bản.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
  - '================================================================================

    AGILE SCRUM MASTER (DATA PLATFORMS)

    Seniority: Senior | Total Experience: 8 Years

    Domain Expertise: Fintech Data Infrastructure

    ================================================================================


    PROFESSIONAL SUMMARY

    --------------------------------------------------------------------------------

    Highly structured and results-oriented Agile Scrum Master (Data Platforms) with
    8 years of professional experience operating within the Fintech Data Infrastructure
    sector. Proven capability in navigating complex requirements and leveraging industry-standard
    methodologies to deliver robust, scalable solutions.


    TECHNICAL SKILLS & COMPETENCIES

    --------------------------------------------------------------------------------

    * Core Technologies      : Python

    * Tools & Frameworks     : S3, parquet, EMR, AirFlow, Kinesis, BigQuery

    * Scripting & Secondary  : Python


    PROFESSIONAL EXPERIENCE

    --------------------------------------------------------------------------------

    ROLE   : AGILE SCRUM MASTER

    TENURE : 3 Years


    Tôi đóng vai trò là cầu nối chiến lược giữa đội ngũ kinh doanh và các kỹ sư dữ
    liệu trong việc quản lý quy trình phát triển hạ tầng cloud. Tôi tập trung vào
    việc lập kế hoạch tiến độ, giải quyết các mâu thuẫn trong Sprint và đảm bảo rằng
    các dự án BigQuery và AirFlow được hoàn thành đúng thời hạn. Vai trò của tôi là
    tối ưu hóa sự phối hợp của nhóm mà không trực tiếp can thiệp vào quá trình viết
    code hay cấu trúc thuật toán.



    ROLE   : TECHNICAL PROJECT MANAGER

    TENURE : 5 Years


    Với tư cách là Quản lý dự án, tôi dẫn dắt các nhóm kỹ thuật thực hiện những sáng
    kiến công nghệ phức tạp trong lĩnh vực Fintech. Tôi chịu trách nhiệm lập ngân
    sách, quản lý rủi ro và điều phối tài nguyên cho các dự án ML/AI quy mô lớn. Mặc
    dù làm việc sát sao với các công nghệ Python, S3 và Kinesis, chuyên môn chính
    của tôi nằm ở việc điều hành dự án chứ không phải thực hiện các công việc kỹ thuật
    trực tiếp.



    ADDITIONAL PROFILE INFORMATION

    --------------------------------------------------------------------------------

    * Previous Experience : Nhân viên pha chế

    * Certifications      : Chứng chỉ lặn biển chuyên nghiệp PADI, Chứng chỉ sơ cứu
    y tế CPR

    * Personal Interests  : Chơi cờ vây, Đọc sách lịch sử, Chạy marathon

    ================================================================================'
  - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\
    REPRESENTED BY: Executive Search Partners\nROLE TARGET: Senior DevOps Enginner\
    \ and Cloud Architect\nEXPERIENCE LEVEL: Senior (7 YOE)DOMAIN ALIGNMENT: Cloud\
    \ Infrastructure and SaaS Platform Operations\n====================================================================\n\
    \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\
    \ candidate brings a proven 7-year track record in the Cloud Infrastructure and\
    \ SaaS Platform Operations sector. Their primary core expertise is anchored in\
    \ AWS, Linux, Windows Server, which is heavily supported by operational expertise\
    \ using Jenkins, GitLab, Docker, Kubernetes. They are highly self-sufficient in\
    \ their work, supplemented by proficiencies in Python and Bash. Culturally, they\
    \ thrive in Agile/Scrum/SRE environments and consistently drive measurable technical\
    \ outcomes.\n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies : AWS | Linux | Windows\
    \ Server[+] Delivery & CI/CD  : Jenkins | GitLab | Docker | Kubernetes[+] Aux.\
    \ Languages    : Python | Bash[+] Agile/Workflow    : Agile | Scrum | SRE\n>>>\
    \ ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n\
    1. EMPLOYER: \n   TITLE: Senior SRE\n   TENURE: 4 years\n\n   Key Deliverables\
    \ & Impact:\n   • Thiết kế hạ tầng AWS ổn định bằng Terraform, tối ưu hóa các\
    \ thành phần EC2 và RDS để cải thiện 30% hiệu năng.\n   • Xây dựng pipeline CI/CD\
    \ với GitLab giúp tự động hóa quá trình deploy cho các ứng dụng SaaS phức tạp.\n\
    \   • Quản trị hệ thống Linux và Windows, đảm bảo tính bảo mật cho VPC và quản\
    \ lý quyền truy cập qua Active Directory.\n   • Dẫn dắt đội ngũ vận hành sản xuất,\
    \ giải quyết các sự cố nghiêm trọng và tham gia trực ca on-call định kỳ.\n--------------------------------------------------------------------\n\
    2. EMPLOYER: \n   TITLE: DevOps Engineer\n   TENURE: 3 years\n\n   Key Deliverables\
    \ & Impact:\n   • Triển khai Docker containers trên môi trường AWS, giúp tăng\
    \ tốc độ delivery các tính năng mới.\n   • Cấu hình hệ thống monitoring tập trung,\
    \ theo dõi sát sao tình trạng tài nguyên Route53 và mạng nội bộ.\n   • Hỗ trợ\
    \ đội ngũ kỹ thuật trong việc di chuyển ứng dụng từ server vật lý lên môi trường\
    \ đám mây một cách an toàn.\n\n\n====================================================================\n\
    CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\
    \ for roles requiring deep senior-level expertise in AWS and Cloud Infrastructure\
    \ and SaaS Platform Operations. We highly recommend advancing to a technical interview."
  - "\nSR. MLOPS ENGINNER & AWS INFRASTRUCTURE SPECIALIST\nSenior Professional  ·\
    \  7 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\
    \nABOUT ME\n────────────────────────────────────────────────────────────\nI am\
    \ a Senior Sr. MLOps Enginner & AWS Infrastructure Specialist with 7 years of\
    \ hands-on experience specialising in E-commerce & Fashion Retail.\nMy core stack\
    \ centres on Python, AWS SageMaker, AWS Lambda, and I\ncomplement that depth with\
    \ working proficiency in\nBash, SQL. Throughout my\ncareer I have consistently\
    \ delivered within\nAgile, MLOps, CI/CD environments, collaborating\nclosely with\
    \ cross-functional teams to ship reliable,\nproduction-grade software.\nSKILLS\
    \ & TOOLING\n────────────────────────────────────────────────────────────\nMy\
    \ day-to-day toolkit spans SageMaker Pipelines, AWS CodePipeline, IAM, VPC, Terraform.I\
    \ also reach for Bash and SQL\nwhenever the problem calls for lighter scripting\
    \ or automation.\nWorking within Agile, MLOps, CI/CD frameworks has\nsharpened\
    \ my instinct for iterative delivery and clear\nstakeholder communication.\n\n\
    PROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\n\
    SENIOR MLOPS ENGINNER  (4 years)\n  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  · \
    \ ·  ·  ·  ·  ·  ·\nDATA ENGINNER  (3 years)\n  • Developed custom ETL pipelines\
    \ using Python to preprocess large datasets from diverse retail sources.\n  •\
    \ Configured fine-grained IAM policies to restrict access to data lakes and cloud\
    \ resources based on the principle of least privilege.\n  • Identified bottlenecks\
    \ in existing cloud environments and implemented auto-scaling solutions to reduce\
    \ monthly operational costs by 20%.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
  - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\
    Headline Title       : Full-Stack Ruby Software Enginner\nSeniority Level    \
    \  : Mid-LevelTotal Years of Exp.  : 4Domain Expertise     : Intelligent Document\
    \ Processing\n\nPRIMARY COMPETENCIES\n------------------------------------------------------------\n\
    - Ruby\n- Ruby on Rails\n- AWS\n- PostgreSQL\n- Docker\n- Redis\n\nSECONDARY COMPETENCIES\n\
    ------------------------------------------------------------\n- JavaScript\n-\
    \ Bash\n- Agile\n- Scrum\n- Test Driven Development\n\nWORK HISTORY MATRIX\n============================================================\n\
    ROLE 1: Ruby Backend Developer\nYears in Role: 4\n\nAchievement Set:\n  • Architected\
    \ secure SaaS document parsing services using Ruby on Rails to handle high-volume\
    \ data ingestion.\n  • Refactored legacy modules by migrating core logic from\
    \ PHP to Ruby, resulting in 30% faster processing times.\n  • Implemented robust\
    \ security protocols including encryption at rest and secure API authentication\
    \ to maintain compliance standards.\n  • Collaborated with cross-functional teams\
    \ to integrate OCR pipelines into the existing cloud-based document management\
    \ platform.\n\n------------------------------------------------------------\n\n\
    ADDITIONAL PROFILE ELEMENTS\n============================================================\n\
    Interests & Hobbies:\n- Bouldering\n- Strategy Boardgames\n- Photography\n\nPrior\
    \ Employment History:\n- Barista\n\nOther Certifications:\n- PADI Open Water Diver\n\
    - First Aid Basic Training\n\nEND OF MATRIX\n============================================================"
  - "================================================================================\n\
    QUẢN LÝ KINH DOANH IT DÀY DẶN KINH NGHIỆM\nSeniority: Senior | Total Experience:\
    \ 5 Years\nDomain Expertise: Thị trường Công nghệ Thông tin B2B\n================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Highly structured and results-oriented Quản lý Kinh doanh IT Dày dặn Kinh nghiệm\
    \ with 5 years of professional experience operating within the Thị trường Công\
    \ nghệ Thông tin B2B sector. Proven capability in navigating complex requirements\
    \ and leveraging industry-standard methodologies to deliver robust, scalable solutions.\n\
    \nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n\
    * Core Technologies      : Giải pháp Phần mềm Doanh nghiệp, Dịch vụ Đám mây, Hệ\
    \ thống CRM\n* Tools & Frameworks     : Salesforce, HubSpot, Jira, Microsoft Teams\n\
    \nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : SALES TEAM LEAD\nTENURE : 3 Years\n\nTôi đã điều hành đội ngũ kinh doanh\
    \ đạt được những kết quả ấn tượng thông qua việc áp dụng tư duy Agile vào quản\
    \ lý công việc. Bằng cách sử dụng các công cụ như Hubspot để quản lý data, tôi\
    \ đảm bảo mọi quy trình đều được tối ưu hóa. Tôi luôn chú trọng việc huấn luyện\
    \ nhân viên để đảm bảo sự đồng bộ trong cách giao tiếp và chốt deal.\n\nKey Responsibilities\
    \ & Achievements:\n  - Vận hành chiến lược kinh doanh giúp tăng 40% doanh thu\
    \ hàng năm thông qua việc tối ưu hóa quy trình sales pipeline bằng Salesforce.\n\
    \  - Dẫn dắt đội ngũ 10 nhân viên đạt vượt chỉ tiêu KPI trong 6 quý liên tiếp\
    \ nhờ vào các buổi training kỹ năng đàm phán.\n  - Thiết lập quan hệ chiến lược\
    \ với các đối tác lớn, giúp mở rộng tệp khách hàng trong mảng Cloud Solutions\
    \ lên 25%.\n  - Phối hợp cùng bộ phận Product phát triển tài liệu bán hàng chuyên\
    \ sâu để giải thích giá trị sản phẩm cho khách hàng khó tính.\n\nROLE   : IT SALES\
    \ EXECUTIVE\nTENURE : 2 Years\n\nTrong vai trò này, tôi tập trung vào việc hiểu\
    \ rõ nhu cầu khách hàng để đưa ra giải pháp IT phù hợp nhất. Tôi đã xây dựng thành\
    \ công danh sách khách hàng trung thành thông qua cách tiếp cận chuyên nghiệp\
    \ và tận tâm. Khả năng làm việc nhanh nhẹn trong môi trường áp lực cao là điểm\
    \ mạnh giúp tôi đạt được KPI sớm hơn thời hạn.\n\nKey Responsibilities & Achievements:\n\
    \  - Đạt danh hiệu nhân viên kinh doanh xuất sắc nhất năm 2021 với thành tích\
    \ chốt đơn thành công nhiều dự án phần mềm trị giá lớn.\n  - Xây dựng mạng lưới\
    \ khách hàng mới từ con số không thông qua kỹ năng Networking hiệu quả.\n  - Phân\
    \ tích đối thủ cạnh tranh sát sao để đưa ra các đề xuất điều chỉnh giá linh hoạt\
    \ giúp giữ chân khách hàng hiện hữu.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n\
    * Previous Experience : Nhân viên pha chế cà phê\n* Certifications      : Chứng\
    \ chỉ Lặn biển PADI, Sơ cứu y tế cơ bản\n================================================================================"
- source_sentence: "**PROJECT**\r\nWe are working on different solutions for all areas\
    \ of activities, like sales, marketing, logistic with focus on commercial function.\r\
    \nGroup of our enterprise BI systems has common architecture and goals.\r\n**Scope:**\r\
    \n- Leverage data from multiple sources (SAP, DB’s, flat files, Data lake stores\
    \ etc..)\r\n- Data manipulation for analytics purposes\r\n- Data exploration and\
    \ discovery techniques\r\n- Machine learning techniques\r\n- Building AutoML framework\
    \ for internal use in various use cases.\r\n- Data visualization of ML output.\r\
    \n\r\n**YOU ARE**\r\nIf you are keen to work for one of the most dynamic and interesting\
    \ companies in the world, to have challenge on regular basis and to visit our\
    \ great locations around the globe – come and join us!  \r\n\r\n**Perfect-fit\
    \ candidate must have:**\r\n- Solid experience in data exploration and analysis,\
    \ ML algorithms, feature engineering, design and building ML models, AutoML concepts,\
    \ ML model performance metrics.\r\n- Knowledge and experience in statistical and\
    \ data mining techniques: GLM/Regression, Classification, Clustering, Random Forest,\
    \ Boosting, Trees, Text mining, etc.\r\n- Strong knowledge in Python (TenserFlow,\
    \ Pandas, NumPy, Keras, etc), Docker, R, T-SQL, 2+ years of practical experience.\r\
    \n- Hands on experience with productionalizing ML models.\r\n- Hands on experience\
    \ of cloud platforms, especially Microsoft Azure, Amazon Web Services (AWS), Google\
    \ Cloud Platform(GCP)\r\n- Experience visualizing/presenting data for stakeholders\r\
    \n\r\n**Will be a plus:**\r\n- Experience with AutoML tools such as the DataRobot;\r\
    \n- Development experience in Azure Databricks Notebooks or Jupyter notebook.\r\
    \n- Knowledge of Agile/Scrum.\r\n\r\n**TOGETHER WE WILL HAVE**\r\n- Interesting\
    \ environment with ability to communicate with people around the Globe;\r\n- Great\
    \ opportunity for self-development;\r\n- Variety of interesting and challenging\
    \ tasks;\r\n- Friendly team with whom you can share fresh news and knowledge;\
    \ \r\n- Flexible working schedule.\n\n TARGET_ROLE: Senior Data Scientist & ML\
    \ Enginner | EXP_REQ: 6\nDOMAIN: Enterprise Business Intelligence and Commercial\
    \ Analytics\nREQUIRED_ENTITIES: Python, R, TensorFlow, Pandas, NumPy, Keras, Docker,\
    \ T-SQL, Azure Databricks\nPREFERRED_ENTITIES: DataRobot, Jupyter\nWORKFLOW: Agile,\
    \ Scrum"
  sentences:
  - "================================================================================\n\
    SENIOR DATA SCIENCE ENGINNER\nSeniority: Senior | Total Experience: 5 Years\n\
    Domain Expertise: Commercial Enterprise BI and Analytics\n================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Highly structured and results-oriented Senior Data Science Enginner with 5 years\
    \ of professional experience operating within the Commercial Enterprise BI and\
    \ Analytics sector. Proven capability in navigating complex requirements and leveraging\
    \ industry-standard methodologies to deliver robust, scalable solutions.\n\nTECHNICAL\
    \ SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n\
    * Core Technologies      : Python, R, T-SQL\n* Tools & Frameworks     : TensorFlow,\
    \ Pandas, NumPy, Keras, Docker, Microsoft Azure, AWS, GCP, Azure Databricks\n\
    * Scripting & Secondary  : Bash, PowerShell\n* Methodologies          : Agile,\
    \ Scrum, Test-Driven Development\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : LEAD MACHINE LEARNING SPECIALSIT\nTENURE : 3 Years\n\n\nKey Responsibilities\
    \ & Achievements:\n  - Architected an automated pipeline for model selection using\
    \ DataRobot, cutting deployment cycles by 40% for sales forecasting.\n  - Engineered\
    \ predictive classification models with Random Forest and Gradient Boosting to\
    \ identify high-value customer segments.\n  - Deployed containerized ML services\
    \ on Azure Kubernetes Service, ensuring high availability of real-time scoring\
    \ endpoints.\n  - Visualized complex performance metrics in PowerBI to assist\
    \ stakeholders in making data-driven commercial decisions.\n\nROLE   : DATA SCIENTIST\n\
    TENURE : 2 Years\n\n\nKey Responsibilities & Achievements:\n  - Executed exploratory\
    \ analysis on multi-source flat files using Python and Pandas to reveal hidden\
    \ operational inefficiencies.\n  - Built custom regression models in Jupyter environments\
    \ to improve supply chain accuracy by 15%.\n  - Streamlined database queries using\
    \ T-SQL to extract features for model training, significantly reducing memory\
    \ overhead.\n  - Presented findings from clustering analysis to the executive\
    \ board to guide regional logistic expansion.\n\n================================================================================"
  - "\nSENIOR R / SAS DATA SCIENTIST\nSenior Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\
    \nABOUT ME\n────────────────────────────────────────────────────────────\nI am\
    \ a Senior Senior R / SAS Data Scientist specialising in Commercial Enterprise\
    \ BI Systems.\nMy core stack centres on R, SAS, and I\ncomplement that depth with\
    \ working proficiency in\nJulia, SQL. \nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\n\
    My day-to-day toolkit spans SAS Enterprise Guide, T-SQL, Azure Databricks, Docker.I\
    \ also reach for Julia and SQL\nwhenever the problem calls for lighter scripting\
    \ or automation.\n\nPROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\n\
    SENIOR DATA SCIENTIST  (4 years)\nLed the advanced analytics team in developing\
    \ robust statistical solutions for global commercial operations. Responsible for\
    \ migrating legacy data processes into efficient, automated pipelines within the\
    \ SAS ecosystem. Collaborated extensively with cross-functional stakeholders to\
    \ translate complex ML model outputs into actionable business intelligence.  ·\
    \  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·\nDATA ANALYST  (2 years)\n\
    \  • Developed comprehensive reporting dashboards using R and SQL for marketing\
    \ optimization efforts.\n  • Performed deep-dive exploratory data analysis on\
    \ multi-source SAP data using SAS statistical procedures.\n  • Collaborated with\
    \ IT teams to containerize legacy SAS models using Docker for improved consistency.\n\
    \nPERSONAL INTERESTS\n────────────────────────────────────────────────────────────\n\
    Away from the keyboard I enjoy Marathon Running, Classical Guitar, Chess and more.I\
    \ believe a curious life outside work fuels creativity inside it.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
  - "================================================================================\n\
    AGILE SCRUM MASTER CHUYÊN NGÀNH THỬ NGHIỆM LÂM SÀNG\nSeniority: Senior | Total\
    \ Experience: 7 Years\nDomain Expertise: Clinical Trials Management\n================================================================================\n\
    \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\
    Accomplished Agile Scrum Master chuyên ngành Thử nghiệm Lâm sàng specializing\
    \ in Clinical Trials Management with over 7 years of progressive experience. Adept\
    \ at bridging technical and business requirements to drive critical projects from\
    \ conception to successful deployment.\n\nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n\
    * Core Technologies      : Ruby on Rails, PostgreSQL, MySQL\n* Tools & Frameworks\
    \     : React, JavaScript, TypeScript, Amazon Web Services, Storybook\n* Scripting\
    \ & Secondary  : Python\n* Methodologies          : Agile, Scrum, TDD\n\nPROFESSIONAL\
    \ EXPERIENCE\n--------------------------------------------------------------------------------\n\
    ROLE   : AGILE SCRUM MASTER\nTENURE : 4 Years\n\nTôi chịu trách nhiệm quản lý\
    \ các sự kiện Scrum và đảm bảo nhóm phát triển tuân thủ các thực tiễn tốt nhất\
    \ khi làm việc với Ruby on Rails và cơ sở dữ liệu PostgreSQL. Vai trò của tôi\
    \ là tối ưu hóa hiệu suất làm việc của nhóm kỹ sư thông qua việc thúc đẩy văn\
    \ hóa TDD và quản lý các công cụ DevOps trên AWS. Tôi đóng vai trò cầu nối giúp\
    \ các kiến trúc sư phần mềm xây dựng thành công các ứng dụng quản lý thử nghiệm\
    \ lâm sàng hiện đại.\n\nKey Responsibilities & Achievements:\n  - Điều phối quy\
    \ trình Agile Scrum cho nhóm 12 kỹ sư phát triển ứng dụng Ruby on Rails và PostgreSQL\
    \ trong lĩnh vực y tế.\n  - Loại bỏ các rào cản vận hành để đội ngũ kỹ thuật có\
    \ thể tập trung phát triển các thành phần UI bằng React và Storybook.\n  - Giám\
    \ sát việc thực hiện các tiêu chuẩn TDD và tích hợp CI/CD trên nền tảng AWS cho\
    \ các dự án thử nghiệm lâm sàng.\n  - Hỗ trợ giao tiếp giữa các bên liên quan\
    \ và đội ngũ kỹ thuật về các lộ trình triển khai hạ tầng sử dụng Ruby on Rails.\n\
    \nROLE   : IT PROJECT COORDINATOR\nTENURE : 3 Years\n\nTrong vai trò này, tôi\
    \ giám sát lịch trình làm việc và phân bổ nguồn lực cho dự án xây dựng ứng dụng\
    \ dựa trên khung Ruby on Rails. Tôi duy trì sự giao tiếp liên tục với các lập\
    \ trình viên để đảm bảo các yêu cầu kinh doanh trong lĩnh vực chăm sóc sức khỏe\
    \ được phản ánh chính xác trong mã nguồn. Tôi tập trung vào quản trị rủi ro và\
    \ điều phối quy trình phân phối phần mềm thay vì trực tiếp viết code.\n\nKey Responsibilities\
    \ & Achievements:\n  - Quản lý tiến độ dự án cho việc chuyển đổi hệ thống quản\
    \ lý dữ liệu lâm sàng từ MySQL sang PostgreSQL.\n  - Phối hợp với các nhóm Front-end\
    \ sử dụng React và TypeScript để đảm bảo tính đồng bộ của UI Components Library.\n\
    \  - Báo cáo định kỳ về hiệu suất của đội ngũ kỹ thuật cho ban giám đốc dựa trên\
    \ các số liệu triển khai thực tế.\n\nADDITIONAL PROFILE INFORMATION\n--------------------------------------------------------------------------------\n\
    * Previous Experience : Nhân viên pha chế\n* Certifications      : Chứng chỉ lặn\
    \ biển chuyên nghiệp, Sơ cứu y tế cơ bản\n* Personal Interests  : Chạy marathon,\
    \ Đọc sách lịch sử, Chơi cờ vua\n================================================================================"
  - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\
    REPRESENTED BY: Executive Search Partners\nROLE TARGET: International Corporate\
    \ Recruiter - Traditional HRIS Specialist\nEXPERIENCE LEVEL: Mid-Level (5 YOE)DOMAIN\
    \ ALIGNMENT: Fintech and Gaming sectors\n====================================================================\n\
    \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\
    \ candidate brings a proven 5-year track record in the Fintech and Gaming sectors\
    \ sector. Their primary core expertise is anchored in Workday, Oracle Taleo, SAP\
    \ SuccessFactors, Cornerstone OnDemand, which is heavily supported by operational\
    \ expertise using Microsoft Outlook, Excel Macros, Internal Corporate Intranet,\
    \ Phone-based Screening. They are highly self-sufficient in their work, supplemented\
    \ by proficiencies in Visual Basic and VBA. Culturally, they thrive in Agile/Full-Cycle\
    \ Recruitment/Boolean Search/Data-Driven Sourcing environments and consistently\
    \ drive measurable technical outcomes.\n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies\
    \ : Workday | Oracle Taleo | SAP SuccessFactors | Cornerstone OnDemand[+] Delivery\
    \ & CI/CD  : Microsoft Outlook | Excel Macros | Internal Corporate Intranet |\
    \ Phone-based Screening[+] Aux. Languages    : Visual Basic | VBA[+] Agile/Workflow\
    \    : Agile | Full-Cycle Recruitment | Boolean Search | Data-Driven Sourcing\n\
    >>> ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n\
    1. EMPLOYER: \n   TITLE: Sr. Tech Recruiter\n   TENURE: 3 years\n\n   Key Deliverables\
    \ & Impact:\n   • Managed end-to-end hiring processes for remote engineering teams\
    \ across CIS and Europe regions using Oracle Taleo.\n   • Leveraged advanced Boolean\
    \ strings on internal paper-based legacy databases to identify niche talent for\
    \ high-risk fintech projects.\n   • Automated candidate outreach pipelines by\
    \ integrating VBA macros with our internal Workday system to boost response rates\
    \ by 40%.\n   • Negotiated complex offer packages directly with C-level stakeholders\
    \ for cross-border talent placement.\n--------------------------------------------------------------------\n\
    2. EMPLOYER: \n   TITLE: Junior Recruiter\n   TENURE: 2 years\n\n   Key Deliverables\
    \ & Impact:\n   • Executed high-volume sourcing campaigns on traditional job boards\
    \ and print media for digital service agencies.\n   • Coordinated interview schedules\
    \ across multiple timezones using Microsoft Outlook and manual spreadsheet tracking.\n\
    \   • Developed and maintained legacy talent databases within SAP SuccessFactors\
    \ to ensure accurate reporting on pipeline conversion metrics.\n\n>>> SUPPLEMENTAL\
    \ PROFILE DATA\n--------------------------------------------------------------------\n\
    • Prior Professional Foundations: Barista\n• Additional Accreditations: PADI Open\
    \ Water Diver\n• Extracurriculars & Affiliations: Travel Photography, Strategy\
    \ Board Games, Hiking\n\n====================================================================\n\
    CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\
    \ for roles requiring deep mid-level-level expertise in Workday and Fintech and\
    \ Gaming sectors. We highly recommend advancing to a technical interview."
  - "\nFULL STACK RUBY ON RAILS ENGINNER\nSenior Professional  ·  7 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\
    \nABOUT ME\n────────────────────────────────────────────────────────────\nI am\
    \ a Senior Full Stack Ruby on Rails Enginner with 7 years of hands-on experience\
    \ specialising in Cloud-based Hosting Platforms.\n Throughout my\ncareer I have\
    \ consistently delivered within\nAgile, Scrum, TDD environments, collaborating\n\
    closely with cross-functional teams to ship reliable,\nproduction-grade software.\n\
    SKILLS & TOOLING\n────────────────────────────────────────────────────────────\n\
    Working within Agile, Scrum, TDD frameworks has\nsharpened my instinct for iterative\
    \ delivery and clear\nstakeholder communication.\n\nPROFESSIONAL EXPERIENCE\n\
    ────────────────────────────────────────────────────────────\nSENIOR WEB DEVELOPER\
    \  (4 years)\nI led the development of scalable backend services using Rails to\
    \ support high-traffic web environments. My focus remained on improving the end-user\
    \ experience by refactoring legacy front-end modules into performant React interfaces.\
    \ I consistently collaborated with cross-functional teams across multiple time\
    \ zones to deliver resilient cloud architecture.  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·\
    \  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·\nSOFTWARE DEVELOPER  (3 years)\n  • Developed\
    \ custom internal tooling with Ruby to automate site cluster management tasks.\n\
    \  • Built and maintained REST APIs to facilitate seamless integration between\
    \ the hosting platform and third-party tools.\n  • Implemented rigorous TDD practices\
    \ to ensure high-quality software output and reduced regression bugs.\n\nEARLIER\
    \ CAREER\n────────────────────────────────────────────────────────────\nBefore\
    \ moving into tech I worked as a Barista,\nwhich gave me a strong foundation in\
    \ communication,\naccountability, and working under pressure — qualities I\ncarry\
    \ into every engineering role today.\n\nCERTIFICATIONS\n────────────────────────────────────────────────────────────\n\
    Outside of my core technical credentials I hold the following:\nScuba Diving License.\n\
    \nPERSONAL INTERESTS\n────────────────────────────────────────────────────────────\n\
    Away from the keyboard I enjoy Mountain Biking, Analog Photography, Open Source\
    \ Contributions and more.I believe a curious life outside work fuels creativity\
    \ inside it.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
  - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\
    REPRESENTED BY: Executive Search Partners\nROLE TARGET: Senior Automation QA Enginner\n\
    EXPERIENCE LEVEL: DOMAIN ALIGNMENT: Fintech Transaction Systems\n====================================================================\n\
    \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\
    \ candidate brings a proven track record in the Fintech Transaction Systems sector.\
    \ Their primary core expertise is anchored in Python, Pytest, Selenium, which\
    \ is heavily supported by operational expertise using Docker, Jenkins, Appium,\
    \ Postman. They are highly self-sufficient in their work, supplemented by proficiencies\
    \ in SQL and Bash. \n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies : Python |\
    \ Pytest | Selenium[+] Delivery & CI/CD  : Docker | Jenkins | Appium | Postman[+]\
    \ Aux. Languages    : SQL | Bash\n>>> ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n\
    1. EMPLOYER: \n   TITLE: Automation Test Enginner\n   TENURE: 3 years\n\n   Key\
    \ Deliverables & Impact:\n   • Architected a scalable automation framework using\
    \ Python and Pytest, significantly increasing coverage for complex banking endpoints.\n\
    \   • Integrated robust UI smoke tests into Jenkins pipelines, cutting regression\
    \ feedback time by 40%.\n   • Mentored junior testers on writing clean code and\
    \ improving their Selenium scripting techniques.\n   • Orchestrated containerized\
    \ test execution environments using Docker for consistent cross-browser results.\n\
    --------------------------------------------------------------------\n2. EMPLOYER:\
    \ \n   TITLE: QA Manual Tester\n   TENURE: 1 years\n\n   Key Deliverables & Impact:\n\
    \   • Executed comprehensive end-to-end test cases for mobile applications on\
    \ both iOS and Android platforms.\n   • Collaborated with dev teams to identify\
    \ critical bugs and improve product stability before major releases.\n   • Documented\
    \ detailed bug reports in Jira that streamlined the triage process for developers.\n\
    \n>>> SUPPLEMENTAL PROFILE DATA\n--------------------------------------------------------------------\n\
    • Prior Professional Foundations: Barista\n• Extracurriculars & Affiliations:\
    \ Photography, Chess, Urban Cycling\n\n====================================================================\n\
    CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\
    \ for roles requiring deep none-level expertise in Python and Fintech Transaction\
    \ Systems. We highly recommend advancing to a technical interview."
datasets:
- EnchantedRainfall/confitv2-augmented
pipeline_tag: sentence-similarity
library_name: sentence-transformers
---

# SentenceTransformer based on BAAI/bge-m3

This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) on the [confitv2-augmented](https://huggingface.co/datasets/EnchantedRainfall/confitv2-augmented) dataset. It maps sentences & paragraphs to a 1024-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.

## Model Details

### Model Description
- **Model Type:** Sentence Transformer
- **Base model:** [BAAI/bge-m3](https://huggingface.co/BAAI/bge-m3) <!-- at revision 5617a9f61b028005a4858fdac845db406aefb181 -->
- **Maximum Sequence Length:** 1024 tokens
- **Output Dimensionality:** 1024 dimensions
- **Similarity Function:** Cosine Similarity
- **Training Dataset:**
    - [confitv2-augmented](https://huggingface.co/datasets/EnchantedRainfall/confitv2-augmented)
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
- **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers)
- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)

### Full Model Architecture

```
SentenceTransformer(
  (0): Transformer({'max_seq_length': 1024, 'do_lower_case': False, 'architecture': 'XLMRobertaModel'})
  (1): Pooling({'word_embedding_dimension': 1024, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)
```

## Usage

### Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

```bash
pip install -U sentence-transformers
```

Then you can load this model and run inference.
```python
from sentence_transformers import SentenceTransformer

# Download from the 🤗 Hub
model = SentenceTransformer("EnchantedRainfall/confit-v2-augmented")
# Run inference
sentences = [
    '**PROJECT**\r\nWe are working on different solutions for all areas of activities, like sales, marketing, logistic with focus on commercial function.\r\nGroup of our enterprise BI systems has common architecture and goals.\r\n**Scope:**\r\n- Leverage data from multiple sources (SAP, DB’s, flat files, Data lake stores etc..)\r\n- Data manipulation for analytics purposes\r\n- Data exploration and discovery techniques\r\n- Machine learning techniques\r\n- Building AutoML framework for internal use in various use cases.\r\n- Data visualization of ML output.\r\n\r\n**YOU ARE**\r\nIf you are keen to work for one of the most dynamic and interesting companies in the world, to have challenge on regular basis and to visit our great locations around the globe – come and join us!  \r\n\r\n**Perfect-fit candidate must have:**\r\n- Solid experience in data exploration and analysis, ML algorithms, feature engineering, design and building ML models, AutoML concepts, ML model performance metrics.\r\n- Knowledge and experience in statistical and data mining techniques: GLM/Regression, Classification, Clustering, Random Forest, Boosting, Trees, Text mining, etc.\r\n- Strong knowledge in Python (TenserFlow, Pandas, NumPy, Keras, etc), Docker, R, T-SQL, 2+ years of practical experience.\r\n- Hands on experience with productionalizing ML models.\r\n- Hands on experience of cloud platforms, especially Microsoft Azure, Amazon Web Services (AWS), Google Cloud Platform(GCP)\r\n- Experience visualizing/presenting data for stakeholders\r\n\r\n**Will be a plus:**\r\n- Experience with AutoML tools such as the DataRobot;\r\n- Development experience in Azure Databricks Notebooks or Jupyter notebook.\r\n- Knowledge of Agile/Scrum.\r\n\r\n**TOGETHER WE WILL HAVE**\r\n- Interesting environment with ability to communicate with people around the Globe;\r\n- Great opportunity for self-development;\r\n- Variety of interesting and challenging tasks;\r\n- Friendly team with whom you can share fresh news and knowledge; \r\n- Flexible working schedule.\n\n TARGET_ROLE: Senior Data Scientist & ML Enginner | EXP_REQ: 6\nDOMAIN: Enterprise Business Intelligence and Commercial Analytics\nREQUIRED_ENTITIES: Python, R, TensorFlow, Pandas, NumPy, Keras, Docker, T-SQL, Azure Databricks\nPREFERRED_ENTITIES: DataRobot, Jupyter\nWORKFLOW: Agile, Scrum',
    '================================================================================\nSENIOR DATA SCIENCE ENGINNER\nSeniority: Senior | Total Experience: 5 Years\nDomain Expertise: Commercial Enterprise BI and Analytics\n================================================================================\n\nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\nHighly structured and results-oriented Senior Data Science Enginner with 5 years of professional experience operating within the Commercial Enterprise BI and Analytics sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.\n\nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n* Core Technologies      : Python, R, T-SQL\n* Tools & Frameworks     : TensorFlow, Pandas, NumPy, Keras, Docker, Microsoft Azure, AWS, GCP, Azure Databricks\n* Scripting & Secondary  : Bash, PowerShell\n* Methodologies          : Agile, Scrum, Test-Driven Development\n\nPROFESSIONAL EXPERIENCE\n--------------------------------------------------------------------------------\nROLE   : LEAD MACHINE LEARNING SPECIALSIT\nTENURE : 3 Years\n\n\nKey Responsibilities & Achievements:\n  - Architected an automated pipeline for model selection using DataRobot, cutting deployment cycles by 40% for sales forecasting.\n  - Engineered predictive classification models with Random Forest and Gradient Boosting to identify high-value customer segments.\n  - Deployed containerized ML services on Azure Kubernetes Service, ensuring high availability of real-time scoring endpoints.\n  - Visualized complex performance metrics in PowerBI to assist stakeholders in making data-driven commercial decisions.\n\nROLE   : DATA SCIENTIST\nTENURE : 2 Years\n\n\nKey Responsibilities & Achievements:\n  - Executed exploratory analysis on multi-source flat files using Python and Pandas to reveal hidden operational inefficiencies.\n  - Built custom regression models in Jupyter environments to improve supply chain accuracy by 15%.\n  - Streamlined database queries using T-SQL to extract features for model training, significantly reducing memory overhead.\n  - Presented findings from clustering analysis to the executive board to guide regional logistic expansion.\n\n================================================================================',
    '\nSENIOR R / SAS DATA SCIENTIST\nSenior Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\nABOUT ME\n────────────────────────────────────────────────────────────\nI am a Senior Senior R / SAS Data Scientist specialising in Commercial Enterprise BI Systems.\nMy core stack centres on R, SAS, and I\ncomplement that depth with working proficiency in\nJulia, SQL. \nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\nMy day-to-day toolkit spans SAS Enterprise Guide, T-SQL, Azure Databricks, Docker.I also reach for Julia and SQL\nwhenever the problem calls for lighter scripting or automation.\n\nPROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\nSENIOR DATA SCIENTIST  (4 years)\nLed the advanced analytics team in developing robust statistical solutions for global commercial operations. Responsible for migrating legacy data processes into efficient, automated pipelines within the SAS ecosystem. Collaborated extensively with cross-functional stakeholders to translate complex ML model outputs into actionable business intelligence.  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·\nDATA ANALYST  (2 years)\n  • Developed comprehensive reporting dashboards using R and SQL for marketing optimization efforts.\n  • Performed deep-dive exploratory data analysis on multi-source SAP data using SAS statistical procedures.\n  • Collaborated with IT teams to containerize legacy SAS models using Docker for improved consistency.\n\nPERSONAL INTERESTS\n────────────────────────────────────────────────────────────\nAway from the keyboard I enjoy Marathon Running, Classical Guitar, Chess and more.I believe a curious life outside work fuels creativity inside it.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━',
]
embeddings = model.encode(sentences)
print(embeddings.shape)
# [3, 1024]

# Get the similarity scores for the embeddings
similarities = model.similarity(embeddings, embeddings)
print(similarities)
# tensor([[1.0000, 0.7619, 0.5607],
#         [0.7619, 1.0000, 0.6091],
#         [0.5607, 0.6091, 1.0000]])
```

<!--
### Direct Usage (Transformers)

<details><summary>Click to see the direct usage in Transformers</summary>

</details>
-->

<!--
### Downstream Usage (Sentence Transformers)

You can finetune this model on your own dataset.

<details><summary>Click to expand</summary>

</details>
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Dataset

#### confitv2-augmented

* Dataset: [confitv2-augmented](https://huggingface.co/datasets/EnchantedRainfall/confitv2-augmented) at [caa9b69](https://huggingface.co/datasets/EnchantedRainfall/confitv2-augmented/tree/caa9b699bf1ef8e175ed51450374c7939529836c)
* Size: 5,168 training samples
* Columns: <code>anchor</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, <code>negative_3</code>, <code>negative_4</code>, and <code>negative_5</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                                 | positive                                                                              | negative_1                                                                            | negative_2                                                                           | negative_3                                                                            | negative_4                                                                            | negative_5                                                                            |
  |:--------|:---------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|
  | type    | string                                                                                 | string                                                                                | string                                                                                | string                                                                               | string                                                                                | string                                                                                | string                                                                                |
  | details | <ul><li>min: 184 tokens</li><li>mean: 482.42 tokens</li><li>max: 1024 tokens</li></ul> | <ul><li>min: 162 tokens</li><li>mean: 493.17 tokens</li><li>max: 887 tokens</li></ul> | <ul><li>min: 168 tokens</li><li>mean: 471.61 tokens</li><li>max: 941 tokens</li></ul> | <ul><li>min: 160 tokens</li><li>mean: 491.3 tokens</li><li>max: 925 tokens</li></ul> | <ul><li>min: 163 tokens</li><li>mean: 488.75 tokens</li><li>max: 941 tokens</li></ul> | <ul><li>min: 164 tokens</li><li>mean: 490.59 tokens</li><li>max: 890 tokens</li></ul> | <ul><li>min: 169 tokens</li><li>mean: 491.17 tokens</li><li>max: 903 tokens</li></ul> |
* Samples:
  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | negative_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | negative_2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | negative_3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | negative_4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | negative_5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
  |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code>!!!Accommodation in Vinnytsia or relocate!!! 
  <br>
  <br>Experienced in DevOps engineering, with software development orientation (+3 years).
  <br>Has familiarity with a broad portfolio of AWS infrastructure tools (EKS, RDS, S3, EC2) and experience with cloud infrastructure as Code (IoC) technologies (Cloudformation / Terraform / Pulumi)
  <br>Has knowledge of CI/CD methodologies and tools such as Jenkins, GitHub Actions, CircleCI or similar.
  <br>Knowledge of programming languages such as Python or Java, and writing code according to common design patterns - as an advantage.
  <br>Is committed to high standards, clean code, and test-driven development.
  <br>
  <br>More specifically, what will you be doing?
  <br>Develop tooling to orchestrate and provision Skai’s production services on the public cloud.
  <br>Create and improve dev productivity tools to help streamline the R&D day-to-day work.
  <br>Enhance Skai’s Infrastructure as Code self-service offering to R&D and platform teams.
  <br>Work to modernize Skai’s components, automate an...</code>                | <code><br>DEVOPS ENGINNER WITH CLOUD SOFTWARE FOCUS<br>Mid-Level Professional  ·  4 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a Mid-Level DevOps Enginner with Cloud Software Focus with 4 years of hands-on experience specialising in Cloud-Native Production Infrastructure.<br>My core stack centres on Java, Python, and I<br>complement that depth with working proficiency in<br>Bash, Go. Throughout my<br>career I have consistently delivered within<br>Agile, Scrum, Test-Driven Development (TDD), CI/CD environments, collaborating<br>closely with cross-functional teams to ship reliable,<br>production-grade software.<br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>My day-to-day toolkit spans AWS EKS, AWS RDS, AWS S3, Terraform, Jenkins, GitHub Actions.I also reach for Bash and Go<br>whenever the problem calls for lighter scripting or automation.<br>Working within Agile, Scrum, Test-Driven De...</code>  | <code>================================================================================<br>DEVOPS ENGINEER WITH AZURE CLOUD FOCUS<br>Seniority: Mid-Level \| Total Experience: 4 Years<br>Domain Expertise: Cloud-Native Production Infrastructure<br>================================================================================<br><br>PROFESSIONAL SUMMARY<br>--------------------------------------------------------------------------------<br>Highly structured and results-oriented DevOps Engineer with Azure Cloud Focus with 4 years of professional experience operating within the Cloud-Native Production Infrastructure sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.<br><br>TECHNICAL SKILLS & COMPETENCIES<br>--------------------------------------------------------------------------------<br>* Core Technologies      : C#, .NET Core<br>* Tools & Frameworks     : Azure Kubernetes Service, Azure SQL Database, Azure Blob Storage, Pulumi, Azure Dev...</code>                                                               | <code><br>AWS DEVOPS ENGINEER<br>Mid-Level Professional  ·  5 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a Mid-Level AWS DevOps Engineer with 5 years of hands-on experience specialising in Online Travel Agency.<br>My core stack centres on AWS, CloudFormation, and I<br>complement that depth with working proficiency in<br>Python, Bash, Azure. <br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>I also reach for Python and Bash and Azure<br>whenever the problem calls for lighter scripting or automation.<br><br>PROFESSIONAL EXPERIENCE<br>────────────────────────────────────────────────────────────<br>DEVOPS SPECIALIST  (3 years)<br>Managed cloud infrastucture for a high-traffic travel platform during a period of rapid growth. Collaborated with dev teams to streamline deployment pipelines using git automation. Focused on stability improvements and proactive system health tracking.  ·  ·  ·  ·...</code>          | <code><br>CANDIDATE MATRIX DOSSIER<br>============================================================<br>Headline Title       : Sr. Cloud Enginner & DevOps Specialist<br>Domain Expertise     : Digital Eco System<br><br>PRIMARY COMPETENCIES<br>------------------------------------------------------------<br>- Kubernetes<br>- Linux<br>- Terraform<br>- Azure DevOps<br>- AWS CodePipeline<br>- CloudFormation<br><br>SECONDARY COMPETENCIES<br>------------------------------------------------------------<br>- GitOps<br>- Agile<br>- Post-mortem analysis<br><br>WORK HISTORY MATRIX<br>============================================================<br>ROLE 1: Cloud Ops Enginner<br>Years in Role: 3<br><br>Achievement Set:<br>  • Automated continuous delivery pipelines via Azure DevOps reducing deployment time by 40%.<br>  • Implemented observability using APM and RUM tools to moniter real-time transaction health.<br>  • Managed complex Kubernetes clusters and optimized container orchestration for high availability.<br>  • Facilitated incident resolution and led detailed post mortem reporting for prod...</code>          | <code><br>SENIOR BIG DATA ENGINNER<br>None Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a None Senior Big Data Enginner specialising in Nền tảng truyền phát video trực tuyến.<br>My core stack centres on Scala, Spark, and I<br>complement that depth with working proficiency in<br>Python. Throughout my<br>career I have consistently delivered within<br>Agile, Scrum, TDD environments, collaborating<br>closely with cross-functional teams to ship reliable,<br>production-grade software.<br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>My day-to-day toolkit spans Azkaban, HDFS, Kubernetes, Kafka, Cassandra.I also reach for Python<br>whenever the problem calls for lighter scripting or automation.<br>Working within Agile, Scrum, TDD frameworks has<br>sharpened my instinct for iterative delivery and clear<br>stakeholder communication.<br><br>PROFESSIONAL EXPERIENCE<br>────────────────────────────────────────────────────...</code> | <code><br>CONFIDENTIAL CANDIDATE DOSSIER<br>====================================================================<br>REPRESENTED BY: Executive Search Partners<br>ROLE TARGET: Sr. IT Sales Account Manager<br>EXPERIENCE LEVEL: Mid-Level (4 YOE)DOMAIN ALIGNMENT: IT Staff Augmentation and Software Development Outsourcing<br>====================================================================<br><br>>>> EXECUTIVE SUMMARY<br>We are pleased to present this exceptional profile. The candidate brings a proven 4-year track record in the IT Staff Augmentation and Software Development Outsourcing sector. Their primary core expertise is anchored in IT Outstaffing Services, SaaS Solutions, which is heavily supported by operational expertise using LinkedIn Sales Navigator, Salesforce, HubSpot CRM, ZoomInfo. They are highly self-sufficient in their work, supplemented by proficiencies in Python and JavaScript. <br>>>> TECHNICAL SNAPSHOT<br>[+] Core Competencies : IT Outstaffing Services \| SaaS Solutions[+] Delivery & CI/CD  : LinkedIn Sales N...</code>                           |
  | <code># About us
  <br>
  <br>Telemedicine is transforming the delivery of Healthcare globally and was a booming sector even before the Coronavirus made it an essential service. [Minxli](http://minxli.com/) provides Telemedicine software to Doctors and Healthcare providers in Germany, enabling them to deliver their service remotely. This provides greater convenience for all and a more cost-effective scenario for Doctors.
  <br>
  <br>Our mission is to use design and technology to streamline the process of accessing and providing high-quality medical treatment. There has been an alarming decline in access to doctors in recent years and new doctors are demanding more flexibility in their working practices. The old ways of doing things are not providing doctors or patients with the experience they want. An opportunity has arisen for system-wide disruption, and Minxli is leading the way in providing the solution with our mobile and web apps.
  <br>
  <br>We are looking for a passionate and talented Product Designer with a st...</code>                                  | <code>PRODUCT DESIGNER CHUYEN VE HEALTHCARE UI/UX // Mid-Level // 3y exp========================================================================<br><br>## STACK<br>lang    :: Figma \| Sketch \| Adobe XDtools   :: Miro \| Jira \| Zeplinextra   :: Principle \| After Effectsmethods :: Agile \| Scrum \| User-Centered Design \| Design Thinkingdomain  :: Digital Health<br><br>## XP<br>[1] Product Desinger — 3yr<br>    > Thiết kế giao diện high-fidelity cho ứng dụng di động iOS và Android hỗ trợ bệnh nhân đặt lịch khám từ xa.<br>    > Xây dựng và quản lý design system thống nhất giúp đội ngũ kỹ thuật triển khai code nhanh hơn 30%.<br>    > Thực hiện phỏng vấn người dùng và phân tích dữ liệu để tinh chỉnh luồng trải nghiệm cho bác sĩ.<br>    > Phối hợp chặt chẽ với team engineering trong môi trường Agile để bàn giao asset chuẩn xác.<br>========================================================================<br></code>                                                                                                                                                     | <code><br>CONFIDENTIAL CANDIDATE DOSSIER<br>====================================================================<br>REPRESENTED BY: Executive Search Partners<br>ROLE TARGET: Nhà thiết kế sản phẩm Adobe XD chuyên nghiệp<br>EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Y tế kỹ thuật số (Telemedicine)<br>====================================================================<br><br>>>> EXECUTIVE SUMMARY<br>We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Y tế kỹ thuật số (Telemedicine) sector. Their primary core expertise is anchored in Adobe XD, Photoshop, Illustrator, which is heavily supported by operational expertise using InVision, Zeplin, Sketch, Jira. They are highly self-sufficient in their work. <br>>>> TECHNICAL SNAPSHOT<br>[+] Core Competencies : Adobe XD \| Photoshop \| Illustrator[+] Delivery & CI/CD  : InVision \| Zeplin \| Sketch \| Jira<br>>>> ENGAGEMENT HISTORY<br>--------------------------------------------------------------------<br>1. EMPLOYER: <br>   TITLE: Nh...</code>                                                     | <code>3D MOBILE VISUALIZATION ENGINNER // None // experienced========================================================================<br><br>## STACK<br>lang    :: Unity \| Blender \| 3ds Maxtools   :: ARKit \| RealityKit \| iOS SDK \| SceneKitextra   :: C# \| Swift \| Pythonmethods :: Agile \| Scrum \| Test-Driven Developmentdomain  :: Retail Digital Transformation<br><br>## XP<br>[1] AR Mobile Developer — 4yr<br>    > Crafted immersive furniture placement experiences using Unity and ARKit to increase customer interaction rates.<br>    > Optimized 3D asset workflows in Blender by reducing polygon counts without sacraficing visual fidelity for mobile performance.<br>    > Integrated custom texturing pipelines into iOS apps that allowed sales teams to swap materials on virtual fixtures in real-time.<br>    > Collaborated with cross-functional retail teams to ensure AR spatial measurements aligned with physical inventory standards.<br>[2] 3D Modeler & Tech Artist — 2yr<br>    > Designed detailed 3D product representations using 3ds Max t...</code>                   | <code>================================================================================<br>SENIOR UX/UI DESIGNER CHUYÊN DỤNG CHO HỆ SINH THÁI ADOBE EXPERIENCE CLOUD<br>Seniority: Senior \| Total Experience: 6 Years<br>Domain Expertise: Fintech và Ngân hàng số<br>================================================================================<br><br>PROFESSIONAL SUMMARY<br>--------------------------------------------------------------------------------<br>Dynamic Senior UX/UI Designer chuyên dụng cho hệ sinh thái Adobe Experience Cloud bringing 6+ years of hands-on expertise in the Fintech và Ngân hàng số industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments.<br><br>TECHNICAL SKILLS & COMPETENCIES<br>--------------------------------------------------------------------------------<br>* Core Technologies      : Adobe XD, Adobe Photoshop, Adobe Illustrator<br>* Tools & Frameworks     : Adobe Creative Cloud, Adobe Experience Manag...</code>                                                            | <code>SENIOR PHP ENGINNER // Senior // 7y exp========================================================================<br><br>## STACK<br>domain  :: Fitness and Sports Technology<br><br>## XP<br>[1] Senior Back-end Developer — 4yr<br>    > Orchestrated the migration of a legacy monolithic platform into a modular microservices architecture utilizing PHP and Symfony.<br>    > Engineered automated integration test suites with PHPUnit that improved system reliability by 40%.<br>    > Optimized complex database queries within MySQL and Doctrine, reducing API latency during peak traffic periods.<br>    > Led the implementation of secure RESTful APIs with OAuth2 authentication, adhering to strict OWASP security guidelines.<br>[2] Software Developer — 3yr<br>    > Developed high-performance web components using PHP and Symfony to support daily business operations.<br>    > Streamlined deployment workflows by integrating GitLab CI pipelines with Docker containerization.<br>    > Managed large-scale messaging queues using RabbitMQ to handle as...</code>                            | <code>SR SOFTWARE ENGINNER - BACKEND & INDUSTRIAL AUTOMATION // Senior // 7y exp========================================================================<br><br>## STACK<br>lang    :: Java \| ROM \| SQLdomain  :: Retail & Industrial Automation for Made-2-Measure products<br><br>## XP<br>[1] Full Stack Devloper — 4yr<br>    > Architected scalable backend microservices using Java to optimize throughput in high-volume production facilities.<br>    > Streamlined database performance by refactoring complex MariaDB queries and implementing advanced indexing strategies.<br>    > Orchestrated containerized deployments via Kubernetes and Docker, significantly reducing lead time for new production feature rollouts.<br>    > Collaborated with cross-functional factory teams in CZ to integrate MES system updates directly into the assembly line workflow.<br>[2] Software Engineeer — 3yr<br>    > Developed custom business logic layers to support bespoke configuration tools for retail product lines.<br>    > Automated deployment pipelines by configu...</code>                    |
  | <code># Key Responsibilities 
  <br>- Take full responsibility for iOS apps development in the company (development, releases, app store compliance, adherence to best practices and recommendations)
  <br>- Build and maintain native iOS apps with impact on millions of users worldwide
  <br>- Design, build, and maintain high performance, reusable, and reliable Swift code
  <br>- Actively participate in scrum meetings, plannings, release processes 
  <br>- Create and maintain documentation in English
  <br> 
  <br># Requirements
  <br>- 3+ years of experience as an iOS Developer (Swift)
  <br>- Solid background in OOP, POP and popular architecture patterns
  <br>- Experience with AppStore billing, popular 3rd party libraries and SDK’s 
  <br>- Experience with implementing interconnections (HTTP/S, REST, JSON, WebSocket)
  <br>- Ability to take a project from outlining requirements to the launch
  <br> 
  <br># 1st-month objectives
  <br>1) Learn current iOS products codebase
  <br>2) Identify and cover knowledge gaps
  <br>3) Update libraries, SDK’s and start implementing new f...</code> | <code>================================================================================<br>SENIOR IOS ENGINNER<br>Seniority: Senior \| Total Experience: 5 Years<br>Domain Expertise: Mobile Application Lifecycle Management<br>================================================================================<br><br>PROFESSIONAL SUMMARY<br>--------------------------------------------------------------------------------<br>Dynamic Senior iOS Enginner bringing 5+ years of hands-on expertise in the Mobile Application Lifecycle Management industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments.<br><br>TECHNICAL SKILLS & COMPETENCIES<br>--------------------------------------------------------------------------------<br><br>PROFESSIONAL EXPERIENCE<br>--------------------------------------------------------------------------------<br>ROLE   : LEAD IOS DEVELOPER<br>TENURE : 3 Years<br><br>Spearheaded the mobile division focusing on high-performance native...</code> | <code><br>CANDIDATE MATRIX DOSSIER<br>============================================================<br>Headline Title       : Senior Android Developer<br>Seniority Level      : SeniorTotal Years of Exp.  : 4Domain Expertise     : Mobile Application Development<br><br>PRIMARY COMPETENCIES<br>------------------------------------------------------------<br>- Kotlin<br>- Java<br>- Android SDK<br>- Jetpack Compose<br>- Gradle<br>- Firebase<br>- Room<br>- Dagger Hilt<br><br>SECONDARY COMPETENCIES<br>------------------------------------------------------------<br>- Python<br>- Groovy<br>- Agile<br>- Scrum<br>- TDD<br>- CI/CD<br><br>WORK HISTORY MATRIX<br>============================================================<br>ROLE 1: Senior Android Developer<br>Years in Role: 4<br><br>Achievement Set:<br>  • Architected and deployed high-performance Android applications using Kotlin and Jetpack Compose, supporting over 2 million daily active users.<br>  • Engineered robust RESTful API integrations and WebSocket connections to ensure real-time synchronization between mobile clients and backend services.<br>  ...</code> | <code><br>AGILE SCRUM MASTER<br>Senior Professional  ·  6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a Senior Agile Scrum Master with 6 years of hands-on experience specialising in Mobile E-commerce Platforms.<br>My core stack centres on Swift, Objective-C. Throughout my<br>career I have consistently delivered within<br>Agile, Scrum, Kanban, TDD environments, collaborating<br>closely with cross-functional teams to ship reliable,<br>production-grade software.<br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>My day-to-day toolkit spans Xcode, CocoaPods, SwiftUI, Combine, Azure DevOps, Jenkins.Working within Agile, Scrum, Kanban, TDD frameworks has<br>sharpened my instinct for iterative delivery and clear<br>stakeholder communication.<br><br>PROFESSIONAL EXPERIENCE<br>────────────────────────────────────────────────────────────<br>AGILE SCRUM MASTER  (3 years)<br>Served as the primary facilitator...</code> | <code><br>CANDIDATE MATRIX DOSSIER<br>============================================================<br>Headline Title       : Full-Stack Web Devloper & Client Liasion<br>Seniority Level      : SeniorTotal Years of Exp.  : 7Domain Expertise     : E-commerce and SaaS Client Solutions<br><br>PRIMARY COMPETENCIES<br>------------------------------------------------------------<br>- PHP<br>- Javascript<br>- HTML<br>- CSS<br>- React<br>- Laravel<br>- MySQL<br>- Git<br><br>SECONDARY COMPETENCIES<br>------------------------------------------------------------<br>- TypeScript<br>- jQuery<br>- Agile<br>- Scrum<br>- User-Centric Design<br><br>WORK HISTORY MATRIX<br>============================================================<br>ROLE 1: Senior Backend Enginner<br>Years in Role: 4<br><br>Achievement Set:<br>  • Orchestrated complex PHP and MySQL migrations for high-traffic platforms to improve load times by 40%.<br>  • Developed interactive UI components using React that significantly improved user engagement and aesthetic appeal.<br>  • Facilitated weekly technical workshops with enterprise clients to ...</code> | <code><br>SENIOR INFRASTRUCTURE ENGINNER AND SYSTEMS ADMIN<br>Senior Professional  ·  7 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a Senior Senior Infrastructure Enginner and Systems Admin with 7 years of hands-on experience specialising in Financial Fraud Prevention Systems.<br>My core stack centres on Linux, VMware vSphere, ESXi, and I<br>complement that depth with working proficiency in<br>Bash, Python. <br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>My day-to-day toolkit spans Kibana, JIRA, Confluence, SAN, PGP.I also reach for Bash and Python<br>whenever the problem calls for lighter scripting or automation.<br><br>PROFESSIONAL EXPERIENCE<br>────────────────────────────────────────────────────────────<br>SENIOR SYSTEMS ADMINISTRATOR  (4 years)<br>Managed global data center operations with a focus on stability and high-availability. Collaborated with external hardware vendors to...</code>                | <code><br>SENIOR DATA ENGINNER<br>Senior Professional  ·  6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a Senior Senior Data Enginner with 6 years of hands-on experience specialising in Financial Analytics and Portfolio Management.<br>My core stack centres on Python, SQL, and I<br>complement that depth with working proficiency in<br>Shell, Bash, Linux. Throughout my<br>career I have consistently delivered within<br>Agile, Scrum, TDD environments, collaborating<br>closely with cross-functional teams to ship reliable,<br>production-grade software.<br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>My day-to-day toolkit spans AWS, Kafka, Airflow, PySpark, Redshift, Glue.I also reach for Shell and Bash and Linux<br>whenever the problem calls for lighter scripting or automation.<br>Working within Agile, Scrum, TDD frameworks has<br>sharpened my instinct for iterative delivery and clear<br>stakehold...</code> |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 4,
      "gather_across_devices": false,
      "directions": [
          "query_to_doc"
      ],
      "partition_mode": "joint",
      "hardness_mode": null,
      "hardness_strength": 0.0
  }
  ```

### Evaluation Dataset

#### confitv2-augmented

* Dataset: [confitv2-augmented](https://huggingface.co/datasets/EnchantedRainfall/confitv2-augmented) at [caa9b69](https://huggingface.co/datasets/EnchantedRainfall/confitv2-augmented/tree/caa9b699bf1ef8e175ed51450374c7939529836c)
* Size: 1,292 evaluation samples
* Columns: <code>anchor</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, <code>negative_3</code>, <code>negative_4</code>, and <code>negative_5</code>
* Approximate statistics based on the first 1000 samples:
  |         | anchor                                                                                 | positive                                                                              | negative_1                                                                            | negative_2                                                                            | negative_3                                                                            | negative_4                                                                            | negative_5                                                                            |
  |:--------|:---------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|
  | type    | string                                                                                 | string                                                                                | string                                                                                | string                                                                                | string                                                                                | string                                                                                | string                                                                                |
  | details | <ul><li>min: 186 tokens</li><li>mean: 485.51 tokens</li><li>max: 1024 tokens</li></ul> | <ul><li>min: 181 tokens</li><li>mean: 498.77 tokens</li><li>max: 930 tokens</li></ul> | <ul><li>min: 162 tokens</li><li>mean: 471.57 tokens</li><li>max: 997 tokens</li></ul> | <ul><li>min: 152 tokens</li><li>mean: 490.54 tokens</li><li>max: 930 tokens</li></ul> | <ul><li>min: 170 tokens</li><li>mean: 492.78 tokens</li><li>max: 941 tokens</li></ul> | <ul><li>min: 180 tokens</li><li>mean: 498.42 tokens</li><li>max: 928 tokens</li></ul> | <ul><li>min: 162 tokens</li><li>mean: 493.21 tokens</li><li>max: 921 tokens</li></ul> |
* Samples:
  | anchor                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | positive                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | negative_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | negative_2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | negative_3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | negative_4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | negative_5                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
  |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
  | <code><br><br>We are a staffing agency providing recruitment, outstaffing and HR services for IT market over 3 years. With our click we unite companies and people in teams that are sharing common values and sense of humour.🤘🤠 clicca.agency
  <br>
  <br>Requirements:
  <br>
  <br>● 4+ years of technology-related, staffing-related sales or business development experience;
  <br>
  <br>● Fluent/Advanced level of written and spoken English;
  <br>
  <br>● Exceptional communicator and negotiator;
  <br>
  <br>● Deep understanding of b2b sales cycle and decision making process;
  <br>
  <br>● Experience in identifying, developing, negotiating, and closing staff augmentations deals; ● Experience in proactively growing customer relationships while expanding their understanding of the customer’s business;
  <br>
  <br>● Fluent in working with various CRM systems;
  <br>
  <br>● Result-oriented and focused on continuous improvement and optimization;
  <br>
  <br>● Collaborative nature and getting-things-done approach.
  <br>
  <br>Our ideal candidate can succsesfully manage all the stages of client relati...</code> | <code><br>CANDIDATE MATRIX DOSSIER<br>============================================================<br>Headline Title       : Senior IT Staffing Business Development Manager<br>Seniority Level      : SeniorTotal Years of Exp.  : 6Domain Expertise     : IT Staff Augmentation and HR Recruitment Services<br><br>PRIMARY COMPETENCIES<br>------------------------------------------------------------<br>- CRM Software<br>- LinkedIn Sales Navigator<br>- Salesforce<br>- HubSpot<br>- Pipedrive<br>- Slack<br>- Notion<br><br>SECONDARY COMPETENCIES<br>------------------------------------------------------------<br>- English<br>- Spanish<br><br>WORK HISTORY MATRIX<br>============================================================<br>ROLE 1: Senior Sales Executiv<br>Years in Role: 4<br><br>Role Narrative:<br>I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts to boost retention. I successfully optimized internal communication between r...</code> | <code><br>SENIOR IT STAFFING BUSINESS DEVELOPMENT MANAGER<br>Senior Professional  ·  6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a Senior Senior IT Staffing Business Development Manager with 6 years of hands-on experience specialising in IT Staff Augmentation and HR Recruitment Services.<br> <br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br><br>PROFESSIONAL EXPERIENCE<br>────────────────────────────────────────────────────────────<br>SENIOR SALES EXECUTIV  (4 years)<br>I managed full-cycle sales processes for a busy agency focused on IT outstaffing services. My day-to-day involved engaging prospects through outbound outreach and maintaining relationships with current accounts using legacy enterprise ERP tools. I successfully optimized internal communication between recruiting teams and stakeholders to speed up deal closing.  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  ·  · ...</code>       | <code><br>CONFIDENTIAL CANDIDATE DOSSIER<br>====================================================================<br>REPRESENTED BY: Executive Search Partners<br>ROLE TARGET: B2B Sales Account Executive in IT Outsourcing<br>EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: International IT Outsourcing Business<br>====================================================================<br><br>>>> EXECUTIVE SUMMARY<br>We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the International IT Outsourcing Business sector. Their primary core expertise is anchored in IT Outsourcing Services, SaaS Solutions, which is heavily supported by operational expertise using HubSpot, LinkedIn Sales Navigator, Slack, DocuSign. They are highly self-sufficient in their work, supplemented by proficiencies in English and Spanish and Basic SQL. Culturally, they thrive in Consultative Selling/Lead Qualification/Agile Sales Processes environments and consistently drive measurable technical outc...</code>              | <code>================================================================================<br>CHUYÊN VIÊN TUYỂN DỤNG IT (IT RECRUITER)<br>Seniority: None \| Total Experience: None Years<br>Domain Expertise: Công nghệ thông tin và Phát triển phần mềm<br>================================================================================<br><br>PROFESSIONAL SUMMARY<br>--------------------------------------------------------------------------------<br>Accomplished Chuyên viên Tuyển dụng IT (IT Recruiter) specializing in Công nghệ thông tin và Phát triển phần mềm with a track record of progressive experience. Adept at bridging technical and business requirements to drive critical projects from conception to successful deployment.<br><br>TECHNICAL SKILLS & COMPETENCIES<br>--------------------------------------------------------------------------------<br>* Core Technologies      : IT Recruitment Lifecycle, Sourcing Strategy, Interviewing Techniques<br>* Tools & Frameworks     : Jira, MS Office Suite, Excel, Word, PowerPoint<br>* Scripting & Secon...</code>                                                | <code><br>QA MANUAL & AUTOMATION SPECIALIST<br>None Professional━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a None QA Manual & Automation Specialist specialising in E-commerce Web Platforms.<br>My core stack centres on JavaScript, SQL, and I<br>complement that depth with working proficiency in<br>Python, Bash. <br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>My day-to-day toolkit spans Jira, Selenium WebDriver, Postman, TestRail.I also reach for Python and Bash<br>whenever the problem calls for lighter scripting or automation.<br><br>PROFESSIONAL EXPERIENCE<br>────────────────────────────────────────────────────────────<br>QA ENGINNER  (2 years)<br>I was responsibile for the end-to-end quality assurance of a dynamic shopping platform. My dayly routine involved running manual tests and maintaining our automatization scripts to ensure code stabilty. I also assisted the team by analizing functional reqs du...</code>                                        | <code><br>CANDIDATE MATRIX DOSSIER<br>============================================================<br>Headline Title       : Senior DevOps Enginner<br>Seniority Level      : SeniorTotal Years of Exp.  : 6Domain Expertise     : EdTech and Student Safety Software<br><br>PRIMARY COMPETENCIES<br>------------------------------------------------------------<br>- Kubernetes<br>- Azure DevOps<br>- Azure Kubernetes Service<br>- Azure Storage<br>- Azure Key Vault<br>- Application Gateway<br>- Terraform<br><br>SECONDARY COMPETENCIES<br>------------------------------------------------------------<br>- PowerShell<br>- Bash<br>- Python<br>- Agile<br>- Scrum<br>- CI/CD Pipeline Design<br><br>WORK HISTORY MATRIX<br>============================================================<br>ROLE 1: Senior Cloud Infrastructure Specialist<br>Years in Role: 4<br><br>Achievement Set:<br>  • Orchestrated the migration of legacy workloads to AKS, improving system uptime by 35 percent.<br>  • Automated complex infrastructure provisioning using Terraform and PowerShell, reducing deployment time significantly.<br>  • Implemen...</code> |
  | <code>## Who we are looking for:
  <br>
  <br>- Passion for digital advertising;
  <br>- Entrepreneurial Mindset;
  <br>- 1-3 years of marketing experience in the tech world;
  <br>- Sufficient understanding of lead generation process;
  <br>- Sufficient understanding of main marketing metrics;
  <br>- Sufficient knowledge of product marketing management;
  <br>- Understanding of startup world and rules there;
  <br>- Solid knowledge of Google Analytics / Google Adwords / GTM/ Facebook ads/ Snapchat Ads/ Tiktok ads;
  <br>- Sufficient understanding of SEO concepts;
  <br>- Basic understanding of UI/UX concepts;
  <br>- Strong analytical skills and ability to make data-driven decisions;
  <br>- Strong eye for all things creative (creative management, A/B testing etc);
  <br>- Self-motivating and self-starting: proven track record in personal initiatives;
  <br>- Creative thinking and experience in close cooperation with product and design teams;
  <br>- Strong written English B2+;
  <br>
  <br>## Good to have:
  <br>
  <br>- Experience in working with tech startups from the USA
  <br>- We’ll tea...</code>    | <code><br>CONFIDENTIAL CANDIDATE DOSSIER<br>====================================================================<br>REPRESENTED BY: Executive Search Partners<br>ROLE TARGET: Chuyên gia Tăng trưởng Marketing & Growth Specialist<br>EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Mobile Fitness & Health Tech Apps<br>====================================================================<br><br>>>> EXECUTIVE SUMMARY<br>We are pleased to present this exceptional profile. The candidate brings a proven 3-year track record in the Mobile Fitness & Health Tech Apps sector. Their primary core expertise is anchored in Google Analytics, Google Ads, Facebook Ads, TikTok Ads, Snapchat Ads, which is heavily supported by operational expertise using Google Tag Manager, Amplitude, AppsFlyer, Hotjar. They are highly self-sufficient in their work, supplemented by proficiencies in SQL and HTML and CSS. Culturally, they thrive in Agile Marketing/A/B Testing/Conversion Rate Optimization (CRO)/Lean Startup environments and consistently driv...</code>                                                       | <code>CHUYÊN GIA MARKETING TĂNG TRƯỞNG (HỆ SINH THÁI META/GOOGLE) // None // experienced========================================================================<br><br>## STACK<br>lang    :: TikTok Ads \| Snapchat Adstools   :: Adobe Creative Cloud \| Amplitude \| AppsFlyerextra   :: Python \| SQLmethods :: Agile \| Scrum \| Growth Hackingdomain  :: Tech Startups (Health & Fitness)<br><br>## XP<br>[1] Chuyên viên Marketing Tăng trưởng — 3yr<br>    > Triển khai các chiến dịch quảng cáo TikTok Ads và Snapchat Ads đạt mục tiêu tăng trưởng người dùng 40% mỗi quý.<br>    > Sử dụng Python và SQL để tự động hóa quy trình phân tích dữ liệu hiệu suất chiến dịch, thay thế hoàn toàn các báo cáo thủ công.<br>    > Hợp tác với đội ngũ thiết kế sử dụng Adobe Creative Cloud để thực hiện A/B testing liên tục trên các landing page.<br>    > Tối ưu hóa ngân sách marketing thông qua việc theo dõi sát sao chỉ số chuyển đổi trên hệ sinh thái quảng cáo tập trung vào TikTok và Snapchat.<br><br>## MISC<br>prev    :: Nhân viên pha chế cà phê<br>certs   :: Chứng c...</code> | <code>================================================================================<br>CHUYÊN GIA NGHIÊN CỨU NGƯỜI DÙNG VÀ PHÂN TÍCH THỊ TRƯỜNG<br>Seniority: Senior \| Total Experience: 7 Years<br>Domain Expertise: Công nghiệp Cá cược và Giải trí Trực tuyến<br>================================================================================<br><br>PROFESSIONAL SUMMARY<br>--------------------------------------------------------------------------------<br>Highly structured and results-oriented Chuyên gia Nghiên cứu Người dùng và Phân tích Thị trường with 7 years of professional experience operating within the Công nghiệp Cá cược và Giải trí Trực tuyến sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.<br><br>TECHNICAL SKILLS & COMPETENCIES<br>--------------------------------------------------------------------------------<br>* Core Technologies      : Google Analytics, Hotjar, Mixpanel<br>* Tools & Frameworks     : Tableau, Jira, Conflu...</code> | <code><br>CANDIDATE MATRIX DOSSIER<br>============================================================<br>Headline Title       : Senior Media Buyer (Adobe Experience Cloud Specialist)<br>Seniority Level      : SeniorTotal Years of Exp.  : 6Domain Expertise     : Cryptocurrency and Web3 Advertising<br><br>PRIMARY COMPETENCIES<br>------------------------------------------------------------<br>- Adobe Target<br>- Adobe Audience Manager<br>- Adobe Analytics<br>- Adobe Experience Platform<br>- Marketo Engage<br>- Salesforce Marketing Cloud<br><br>SECONDARY COMPETENCIES<br>------------------------------------------------------------<br>- JavaScript<br>- SQL<br>- Agile<br>- Growth Hacking<br>- Data-Driven Marketing<br><br>WORK HISTORY MATRIX<br>============================================================<br>ROLE 1: Senior Performance Marketer<br>Years in Role: 4<br><br>Achievement Set:<br>  • Architected enterprise-grade marketing funnels using Adobe Experience Cloud to optimize user journeys for crypto-exchange platforms.<br>  • Automated complex cross-platform reporting pipelines using Ad...</code> | <code>BACK-END NODE.JS ENGINNER // Mid-Level // 3y exp========================================================================<br><br>## STACK<br>lang    :: Node.js \| JavaScript \| ES6domain  :: E-commerce Platform Architecture<br><br>## XP<br>[1] Software Enginner — 3yr<br>    > Architected a scalable server-side environment from ground zero using Node.js and ES6 standards.<br>    > Built robust API endpoints and bussiness logic modules to support high-traffic shopping platform.<br>    > Refactored legacy code to implement cleaner design patterns, resulting in better maintanability.<br>    > Integrated third-party payment gateways utilizing asynchronous JavaScript patterns for real-time processing.<br><br>## MISC<br>prev    :: Barista<br>certs   :: Scuba Diving License<br>========================================================================<br></code>                                                                                                                                                                                                                                                  | <code>================================================================================<br>SENIOR AUTOMATION SOFTWARE ENGINNER<br>Seniority: Senior \| Total Experience: 5 Years<br>Domain Expertise: Data Security and Identity Management<br>================================================================================<br><br>PROFESSIONAL SUMMARY<br>--------------------------------------------------------------------------------<br>Dynamic Senior Automation Software Enginner bringing 5+ years of hands-on expertise in the Data Security and Identity Management industry. Track record of designing and deploying high-efficiency solutions, demonstrating deep proficiency across modern technical stacks and agile environments.<br><br>TECHNICAL SKILLS & COMPETENCIES<br>--------------------------------------------------------------------------------<br><br>PROFESSIONAL EXPERIENCE<br>--------------------------------------------------------------------------------<br>ROLE   : SENIOR AUTOMATION DEVELOPER<br>TENURE : 3 Years<br><br>Tôi đã chịu trách nhiệm phát t...</code>                                             |
  | <code>(Our customer) is a conglomerate of fintech applications providing integrated financial solutions for global investors, regardless of experience or location. By harnessing the power of crowdsourcing and blockchain technology, Sprinkle Group’s vision is to become the new standard within capital markets.
  <br>
  <br>**О проекте**
  <br>
  <br>SprinkleXchange www.sprinklexchange.com
  <br>SprinkleXchange is the world’s first borderless exchange, offering cross-asset investments in growth companies and cryptocurrencies.
  <br>
  <br>**Обязанности**
  <br>
  <br>• Development of the new features along with bug fixing and supporting existing software;
  <br>• Participate in peer design and code reviews;
  <br>• Proactively collaborate with teammates and communicate with remote team members;
  <br>• Build robust and scalable micro-services;
  <br>• Work in a full Agile collaborative environment — including meetings, iterative development, estimations, and design sessions;
  <br>• Collaborate with Product management to estimate and plan work, provide status upd...</code>                         | <code><br>SENIOR BACK-END SOFTWARE ENGINNER<br>Senior Professional  ·  6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━<br><br>ABOUT ME<br>────────────────────────────────────────────────────────────<br>I am a Senior Senior Back-end Software Enginner with 6 years of hands-on experience specialising in Fintech and Blockchain Infrastructure.<br>My core stack centres on Java 11, Spring Boot, Hibernate, and I<br>complement that depth with working proficiency in<br>Python, Bash. Throughout my<br>career I have consistently delivered within<br>Agile, Scrum, TDD, Code Reviews environments, collaborating<br>closely with cross-functional teams to ship reliable,<br>production-grade software.<br>SKILLS & TOOLING<br>────────────────────────────────────────────────────────────<br>My day-to-day toolkit spans Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL.I also reach for Python and Bash<br>whenever the problem calls for lighter scripting or automation.<br>Working within Agile, Scrum, TDD, Code Reviews frameworks has<br>sh...</code>                         | <code><br>CONFIDENTIAL CANDIDATE DOSSIER<br>====================================================================<br>REPRESENTED BY: Executive Search Partners<br>ROLE TARGET: Agile Scrum Master<br>EXPERIENCE LEVEL: DOMAIN ALIGNMENT: Fintech and Blockchain Infrastructure<br>====================================================================<br><br>>>> EXECUTIVE SUMMARY<br>We are pleased to present this exceptional profile. The candidate brings a proven track record in the Fintech and Blockchain Infrastructure sector. Their primary core expertise is anchored in Java 11, Spring Boot, Hibernate, which is heavily supported by operational expertise using Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. <br>>>> TECHNICAL SNAPSHOT<br>[+] Core Competencies : Java 11 \| Spring Boot \| Hibernate[+] Delivery & CI/CD  : Docker \| Kubernetes \| RabbitMQ \| Kafka \| Redis \| PostgreSQL[+] Aux. Languages    : Python \| Bash<br>>>> ENGAGEMENT HISTOR...</code>     | <code><br>CONFIDENTIAL CANDIDATE DOSSIER<br>====================================================================<br>REPRESENTED BY: Executive Search Partners<br>ROLE TARGET: Senior Cloud Reliability Enginner<br>EXPERIENCE LEVEL: Senior (5 YOE)DOMAIN ALIGNMENT: FinTech and Online Brokerage Platforms<br>====================================================================<br><br>>>> EXECUTIVE SUMMARY<br>We are pleased to present this exceptional profile. The candidate brings a proven 5-year track record in the FinTech and Online Brokerage Platforms sector. Their primary core expertise is anchored in Docker, Kubernetes, PostgreSQL, Cassandra, Redis, which is heavily supported by operational expertise using AWS, Terraform, Ansible, Jenkins, Prometheus, Grafana, Kibana, Graylog. They are highly self-sufficient in their work, supplemented by proficiencies in Python and Bash. Culturally, they thrive in Lean/DevOps/Scrum environments and consistently drive measurable technical outcomes.<br>>>> TECHNICAL SNAPSHOT<br>[+] Core Competen...</code>        | <code>================================================================================<br>SENIOR C#/.NET BACKEND ENGINEER<br>Seniority: Senior \| Total Experience: 6 Years<br>Domain Expertise: Fintech and Micro-lending in Emerging Markets<br>================================================================================<br><br>PROFESSIONAL SUMMARY<br>--------------------------------------------------------------------------------<br>Highly structured and results-oriented Senior C#/.NET Backend Engineer with 6 years of professional experience operating within the Fintech and Micro-lending in Emerging Markets sector. Proven capability in navigating complex requirements and leveraging industry-standard methodologies to deliver robust, scalable solutions.<br><br>TECHNICAL SKILLS & COMPETENCIES<br>--------------------------------------------------------------------------------<br>* Core Technologies      : C#, .NET Core<br>* Tools & Frameworks     : SQL Server, Azure, RESTful APIs, Docker<br>* Scripting & Secondary  : Python<br>* Methodolog...</code>                                             | <code><br>CANDIDATE MATRIX DOSSIER<br>============================================================<br>Headline Title       : Senior Product Manager - Chuyên gia tối ưu hóa trải nghiệm khách hàng<br>Seniority Level      : SeniorTotal Years of Exp.  : 7Domain Expertise     : Bán lẻ và Viễn thông<br><br>PRIMARY COMPETENCIES<br>------------------------------------------------------------<br>- JIRA<br>- Confluence<br>- Scrum<br>- Kanban<br>- SAFe<br>- Figma<br><br>SECONDARY COMPETENCIES<br>------------------------------------------------------------<br>- SQL<br>- Tableau<br>- Agile<br>- Lean Product Development<br>- User Story Mapping<br><br>WORK HISTORY MATRIX<br>============================================================<br>ROLE 1: Lead Product Maneger<br>Years in Role: 4<br><br>Achievement Set:<br>  • Thúc đẩy lộ trình phát triển sản phẩm viễn thông giúp tăng 20% doanh thu trong 2 năm qua nhờ cách tiếp cận linh hoạt với mô hình SAFe.<br>  • Phối hợp chặt chẽ với đội ngũ phát triển Enginner để chuyển đổi các yêu cầu phức tạp thành tính năng cụ thể trên JIRA và Confluence.<br>  • Triển...</code> | <code><br>CONFIDENTIAL CANDIDATE DOSSIER<br>====================================================================<br>REPRESENTED BY: Executive Search Partners<br>ROLE TARGET: Senior Ruby Enginner<br>EXPERIENCE LEVEL: Senior (6 YOE)DOMAIN ALIGNMENT: HealthTech<br>====================================================================<br><br>>>> EXECUTIVE SUMMARY<br>We are pleased to present this exceptional profile. The candidate brings a proven 6-year track record in the HealthTech sector. They are highly self-sufficient in their work. <br>>>> TECHNICAL SNAPSHOT<br><br>>>> ENGAGEMENT HISTORY<br>--------------------------------------------------------------------<br>1. EMPLOYER: <br>   TITLE: Senior Ruby on Rails Developer<br>   TENURE: 4 years<br><br>   Key Deliverables & Impact:<br>   • Architected robust microservices using Ruby on Rails to streamline patient data intake, resulting in a 20% faster diagnostic turnaround.<br>   • Deployed scalable backend infrastructure on AWS services including EC2 and RDS to ensure high availability for clinic portals....</code>                                        |
* Loss: [<code>CachedMultipleNegativesRankingLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cachedmultiplenegativesrankingloss) with these parameters:
  ```json
  {
      "scale": 20,
      "similarity_fct": "cos_sim",
      "mini_batch_size": 4,
      "gather_across_devices": false,
      "directions": [
          "query_to_doc"
      ],
      "partition_mode": "joint",
      "hardness_mode": null,
      "hardness_strength": 0.0
  }
  ```

### Training Hyperparameters
#### Non-Default Hyperparameters

- `per_device_train_batch_size`: 32
- `num_train_epochs`: 1
- `learning_rate`: 1e-05
- `lr_scheduler_type`: cosine
- `warmup_steps`: 0.15
- `weight_decay`: 0.01
- `gradient_accumulation_steps`: 8
- `bf16`: True
- `logging_nan_inf_filter`: False
- `per_device_eval_batch_size`: 32
- `batch_sampler`: no_duplicates

#### All Hyperparameters
<details><summary>Click to expand</summary>

- `per_device_train_batch_size`: 32
- `num_train_epochs`: 1
- `max_steps`: -1
- `learning_rate`: 1e-05
- `lr_scheduler_type`: cosine
- `lr_scheduler_kwargs`: None
- `warmup_steps`: 0.15
- `optim`: adamw_torch_fused
- `optim_args`: None
- `weight_decay`: 0.01
- `adam_beta1`: 0.9
- `adam_beta2`: 0.999
- `adam_epsilon`: 1e-08
- `optim_target_modules`: None
- `gradient_accumulation_steps`: 8
- `average_tokens_across_devices`: True
- `max_grad_norm`: 1.0
- `label_smoothing_factor`: 0.0
- `bf16`: True
- `fp16`: False
- `bf16_full_eval`: False
- `fp16_full_eval`: False
- `tf32`: None
- `gradient_checkpointing`: False
- `gradient_checkpointing_kwargs`: None
- `torch_compile`: False
- `torch_compile_backend`: None
- `torch_compile_mode`: None
- `use_liger_kernel`: False
- `liger_kernel_config`: None
- `use_cache`: False
- `neftune_noise_alpha`: None
- `torch_empty_cache_steps`: None
- `auto_find_batch_size`: False
- `log_on_each_node`: True
- `logging_nan_inf_filter`: False
- `include_num_input_tokens_seen`: no
- `log_level`: passive
- `log_level_replica`: warning
- `disable_tqdm`: False
- `project`: huggingface
- `trackio_space_id`: trackio
- `eval_strategy`: no
- `per_device_eval_batch_size`: 32
- `prediction_loss_only`: True
- `eval_on_start`: False
- `eval_do_concat_batches`: True
- `eval_use_gather_object`: False
- `eval_accumulation_steps`: None
- `include_for_metrics`: []
- `batch_eval_metrics`: False
- `save_only_model`: False
- `save_on_each_node`: False
- `enable_jit_checkpoint`: False
- `push_to_hub`: False
- `hub_private_repo`: None
- `hub_model_id`: None
- `hub_strategy`: every_save
- `hub_always_push`: False
- `hub_revision`: None
- `load_best_model_at_end`: False
- `ignore_data_skip`: False
- `restore_callback_states_from_checkpoint`: False
- `full_determinism`: False
- `seed`: 42
- `data_seed`: None
- `use_cpu`: False
- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
- `parallelism_config`: None
- `dataloader_drop_last`: False
- `dataloader_num_workers`: 0
- `dataloader_pin_memory`: True
- `dataloader_persistent_workers`: False
- `dataloader_prefetch_factor`: None
- `remove_unused_columns`: True
- `label_names`: None
- `train_sampling_strategy`: random
- `length_column_name`: length
- `ddp_find_unused_parameters`: None
- `ddp_bucket_cap_mb`: None
- `ddp_broadcast_buffers`: False
- `ddp_backend`: None
- `ddp_timeout`: 1800
- `fsdp`: []
- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
- `deepspeed`: None
- `debug`: []
- `skip_memory_metrics`: True
- `do_predict`: False
- `resume_from_checkpoint`: None
- `warmup_ratio`: None
- `local_rank`: -1
- `prompts`: None
- `batch_sampler`: no_duplicates
- `multi_dataset_batch_sampler`: proportional
- `router_mapping`: {}
- `learning_rate_mapping`: {}

</details>

### Training Logs
| Epoch  | Step | Training Loss |
|:------:|:----:|:-------------:|
| 0.2469 | 5    | 2.0542        |
| 0.4938 | 10   | 0.6505        |
| 0.7407 | 15   | 0.3528        |
| 0.9877 | 20   | 0.2872        |


### Framework Versions
- Python: 3.12.13
- Sentence Transformers: 5.3.0
- Transformers: 5.5.0
- PyTorch: 2.11.0+cu130
- Accelerate: 1.13.0
- Datasets: 4.3.0
- Tokenizers: 0.22.2

## Citation

### BibTeX

#### Sentence Transformers
```bibtex
@inproceedings{reimers-2019-sentence-bert,
    title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
    author = "Reimers, Nils and Gurevych, Iryna",
    booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
    month = "11",
    year = "2019",
    publisher = "Association for Computational Linguistics",
    url = "https://arxiv.org/abs/1908.10084",
}
```

#### CachedMultipleNegativesRankingLoss
```bibtex
@misc{gao2021scaling,
    title={Scaling Deep Contrastive Learning Batch Size under Memory Limited Setup},
    author={Luyu Gao and Yunyi Zhang and Jiawei Han and Jamie Callan},
    year={2021},
    eprint={2101.06983},
    archivePrefix={arXiv},
    primaryClass={cs.LG}
}
```

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