--- tags: - sentence-transformers - sentence-similarity - feature-extraction - dense - generated_from_trainer - dataset_size:5168 - loss:CachedMultipleNegativesRankingLoss base_model: BAAI/bge-m3 widget: - source_sentence: "Location: **ONLY EUROPE**\r\n\r\n**Responsibilities**\r\n- Understand\ \ business needs \r\n- Design and document technical solutions \r\n- Write clean\ \ and maintainable code, perform code-reviews \r\n- Establish optimal processes\ \ and state-of-the-art engineering practices \r\n- Help team to self-organize\ \ \r\n- Take ownership of the system quality \r\n- (If needed) monitor/support\ \ the system in production (Pager Duty)\r\n\r\n**Skills Required**\r\n- Good written\ \ and spoken English to communicate daily with the team \r\n- 7+ years with Java\r\ \n- Solid knowledge/experience with data structures\r\n- Solid experience with\ \ Spring (Spring Security, SpringBoot, Spring Data)\r\n- Strong knowledge of REST\ \ APIs, microservices, and data structures \r\n- Hands-on experience with AWS\ \ (EC2, SQS, Lambda, S3...) \r\n- Experience with event-driven design, Kafka /\ \ Rabbit \r\n- Experience with Docker, Kubernetes, CI/CD, monitoring/alerting\n\ \n TARGET_ROLE: Senior Java Software Enginner | EXP_REQ: 9\nDOMAIN: Fintech Transaction\ \ Processing\nREQUIRED_ENTITIES: Java 17, Spring Boot, Spring Security, Spring\ \ Data, AWS, Kubernetes, Docker, Kafka, Prometheus, Jenkins\nPREFERRED_ENTITIES:\ \ Bash, Groovy\nWORKFLOW: Agile, Scrum, TDD, CI/CD" sentences: - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\ Headline Title : Agile Scrum Master\nSeniority Level : SeniorTotal\ \ Years of Exp. : 5Domain Expertise : Financial Regulatory Reporting\n\n\ PRIMARY COMPETENCIES\n------------------------------------------------------------\n\ - JAVA\n- Spring Boot\n- MyBatis\n- Azure DevOps\n- IntelliJ\n- VS Code\n- PostgreSQL\n\ - RabbitMQ\n- Redis\n- Azure Storage\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\ - TypeScript\n- ReactJS\n- Redux\n- SlateJS\n- SCRUM\n- TDD\n- BDD\n\nWORK HISTORY\ \ MATRIX\n============================================================\nROLE 1:\ \ Agile Scrum Master\nYears in Role: 3\n\nAchievement Set:\n • Điều phối các\ \ buổi họp Sprint cho đội ngũ kỹ sư phát triển JAVA và Spring Boot trong việc\ \ thay thế hệ thống cũ.\n • Quản lý tiến độ công việc liên quan đến XBRL tagging\ \ và MyBatis ORM để đảm bảo đội ngũ tuân thủ các tiêu chuẩn báo cáo.\n • Hỗ trợ\ \ đội ngũ front-end trong việc điều phối các task liên quan đến ReactJS, TypeScript\ \ và SlateJS nhằm đạt mục tiêu sprint.\n • Giám sát hiệu suất quy trình Azure\ \ DevOps CI/CD để đảm bảo đội ngũ kỹ thuật thực hiện đúng cam kết về thời gian\ \ phát hành.\n\n------------------------------------------------------------\n\ ROLE 2: IT Project Manager\nYears in Role: 2\n\nAchievement Set:\n • Quản lý\ \ ngân sách và tài nguyên cho các dự án tích hợp RESTful APIs sử dụng Java và\ \ các hệ thống lưu trữ như Redis.\n • Điều phối việc phân bổ nguồn lực kỹ thuật\ \ để tối ưu hóa truy vấn PostgreSQL cho các hệ thống báo cáo khối lượng lớn.\n\ \ • Thiết lập và quản lý các cột mốc dự án theo quy trình SCRUM nhằm đảm bảo\ \ các dashboard cho khách hàng được cập nhật kịp thời.\n\n------------------------------------------------------------\n\ \nADDITIONAL PROFILE ELEMENTS\n============================================================\n\ \n\n\nEND OF MATRIX\n============================================================" - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\ Headline Title : Agile Scrum Master chuyên quản lý dự án hệ thống tài chính\n\ Seniority Level : SeniorDomain Expertise : Hệ thống thanh toán tài chính\n\ \nPRIMARY COMPETENCIES\n------------------------------------------------------------\n\ - Java\n- Spring Boot\n- Spring Security\n- Spring Data\n- AWS\n- Docker\n- Kubernetes\n\ - Kafka\n- RabbitMQ\n- CI/CD\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\ - Python\n- Bash\n\nWORK HISTORY MATRIX\n============================================================\n\ ROLE 1: Agile Scrum Master\nYears in Role: 5\n\nAchievement Set:\n • Điều phối\ \ tiến độ cho đội ngũ kỹ sư Java và Spring Boot trong việc phát triển các microservices\ \ trên nền tảng AWS.\n • Loại bỏ các nút thắt cổ chai trong quy trình phát triển\ \ Kafka giúp team đạt mục tiêu bàn giao phần mềm đúng hạn.\n • Giám sát việc\ \ triển khai quy trình CI/CD trên Kubernetes và theo dõi các chỉ số hiệu năng\ \ hệ thống của nhóm phát triển.\n • Tổ chức các buổi họp review và retrospective\ \ nhằm cải thiện quy trình làm việc cho các kỹ sư xây dựng hệ thống thanh toán.\n\ \n------------------------------------------------------------\nROLE 2: IT Project\ \ Manager\nYears in Role: 4\n\nAchievement Set:\n • Lập kế hoạch nguồn lực và\ \ theo dõi ngân sách cho dự án tích hợp REST APIs giữa các hệ thống ngân hàng.\n\ \ • Phối hợp cùng team kỹ thuật để thiết kế cấu trúc dữ liệu và đảm bảo tiến\ \ độ triển khai Spring Security theo đúng lộ trình.\n • Quản lý rủi ro dự án\ \ và làm việc với các bên liên quan để ưu tiên các task kỹ thuật quan trọng trong\ \ backlog.\n\n------------------------------------------------------------\n\n\ ADDITIONAL PROFILE ELEMENTS\n============================================================\n\ \nPrior Employment History:\n- Nhân viên bán hàng tại siêu thị\n\n\nEND OF MATRIX\n\ ============================================================" - "CLOUD OPS ENGINNER AND AWS SPECIALIST // Mid-Level // 4y exp========================================================================\n\ \n## STACK\nlang :: AWS | Docker | AWS ECStools :: Jenkins | DataDog | SumoLogic\ \ | Cloud Watchextra :: Python | Bashmethods :: Agile | Root Cause Analysis\ \ | Incident Managementdomain :: Cloud-based IoT Infrastructure\n\n## XP\n[1]\ \ Cloud Infrastructure Enginner — 4yr\n > Automated deployment workflows using\ \ Jenkins and Docker containers to reduce build times for IoT firmware updates.\n\ \ > Managed complex AWS VPC networking, subnetting, and VPN configurations\ \ to ensure secure data traffic for global IoT sensors.\n > Resolved critical\ \ service outages by conducting deep-dive root cause analysis using DataDog and\ \ Cloud Watch metrics.\n > Maintained high availability protocols and disaster\ \ recovery plans for mission-critical SaaS production environments.\n\n## MISC\n\ prev :: Barista\ncerts :: CPR Certified\nother :: Table Football, Hiking\n\ ========================================================================\n" - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\ REPRESENTED BY: Executive Search Partners\nROLE TARGET: Senior Back-end Enginner\ \ Chuyên nghiệp về Java và Hệ thống phân tán\nEXPERIENCE LEVEL: Senior (9 YOE)DOMAIN\ \ ALIGNMENT: Hệ thống thanh toán tài chính\n====================================================================\n\ \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\ \ candidate brings a proven 9-year track record in the Hệ thống thanh toán tài\ \ chính sector. Their primary core expertise is anchored in Java, Spring Boot,\ \ Spring Security, Spring Data, which is heavily supported by operational expertise\ \ using AWS, Docker, Kubernetes, Kafka, RabbitMQ, CI/CD. They are highly self-sufficient\ \ in their work, supplemented by proficiencies in Python and Bash. Culturally,\ \ they thrive in Agile/Scrum/TDD/Clean Code environments and consistently drive\ \ measurable technical outcomes.\n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies\ \ : Java | Spring Boot | Spring Security | Spring Data[+] Delivery & CI/CD :\ \ AWS | Docker | Kubernetes | Kafka | RabbitMQ | CI/CD[+] Aux. Languages :\ \ Python | Bash[+] Agile/Workflow : Agile | Scrum | TDD | Clean Code\n>>> ENGAGEMENT\ \ HISTORY\n--------------------------------------------------------------------\n\ 1. EMPLOYER: \n TITLE: Senior Java Developer\n TENURE: 5 years\n\n Key Deliverables\ \ & Impact:\n • Xây dựng thành công các dịch vụ microservices hiệu suất cao\ \ bằng Java và Spring Boot trên nền tảng AWS Lambda.\n • Tối ưu hóa luồng xử\ \ lý tin nhắn bất đồng bộ sử dụng Kafka giúp giảm 30% độ trễ hệ thống.\n • Triển\ \ khai quy trình CI/CD tự động hóa trên Kubernetes, đảm bảo tính ổn định và khả\ \ năng mở rộng của sản phẩm.\n • Thực hiện code-review nghiêm ngặt và dẫn dắt\ \ các buổi thảo luận kỹ thuật để nâng cao chất lượng code cho team.\n--------------------------------------------------------------------\n\ 2. EMPLOYER: \n TITLE: Software Developer\n TENURE: 4 years\n\n Key Deliverables\ \ & Impact:\n • Phát triển các REST APIs linh hoạt hỗ trợ tích hợp dữ liệu giữa\ \ các hệ thống ngân hàng nội bộ.\n • Thiết kế cấu trúc dữ liệu tối ưu giúp rút\ \ ngắn thời gian truy vấn SQL phức tạp.\n • Tích hợp các giải pháp bảo mật với\ \ Spring Security để bảo vệ dữ liệu người dùng nhạy cảm.\n\n>>> SUPPLEMENTAL PROFILE\ \ DATA\n--------------------------------------------------------------------\n\ • Prior Professional Foundations: Nhân viên bán hàng tại siêu thị\n• Additional\ \ Accreditations: Chứng chỉ lặn biển PADI, Sơ cứu y tế cơ bản\n• Extracurriculars\ \ & Affiliations: Đạp xe, Chơi cờ vua, Du lịch bụi\n\n====================================================================\n\ CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\ \ for roles requiring deep senior-level expertise in Java and Hệ thống thanh toán\ \ tài chính. We highly recommend advancing to a technical interview." - 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: - "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\ 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================================================================================" - "\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." - "\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============================================================" - source_sentence: "Our teams are made up of people who don’t settle for second best.\ \ Who use their know-how and experience to implement demanding projects at the\ \ highest technical level, ensuring that today’s concepts will stand the test\ \ of time tomorrow. With a professional infrastructure, state-of-the-art development\ \ tools and methods, and an agile mindset, they have everything it takes to be\ \ at the forefront. The only thing missing now is you.\r\n\r\n**Your tasks include\ \ for example ...**\r\n\r\n- Development of interesting and sophisticated websites\ \ with TYPO3 and TypoScript\r\n- conception and implementation of modules and\ \ extensions\r\n- exciting tasks in versatile customer projects\r\n- implementation\ \ of automated tests\r\n- creation and maintenance of automated Continuous Integration\ \ / Continuous Deployment processes\r\n- implementation of interfaces to third\ \ party systems\r\n\r\n**We need you, because you ...**\r\n\r\n- already have\ \ profound experience in web development with PHP, TYPO3 and TypoScript\r\n- have\ \ solid knowledge in extension development with Extbase and Fluid\r\n- are good\ \ alone, but even better in a team\r\n- like high-quality and solid code\r\n-\ \ are convinced that believing is good, but testing is better\r\n- are familiar\ \ with tools like Jenkins, Teamcity, Behat or GhostInspector\r\n- have a qualified\ \ degree (university or apprenticeship)\r\n- English skills\r\n\r\n**You will\ \ love it with us because ...**\r\n\r\n- you can work on exciting projects for\ \ well-known international customers every day\r\n- changing challenges will not\ \ let you get bored\r\n- you will contribute on a high, innovative and creative\ \ technical level\r\n- we focus on working together, not side by side\r\n- your\ \ contributions are valued and your ideas are heard\r\n- we grow together by actively\ \ sharing experience\r\n- many little comforts sweeten the working day\r\n- team\ \ members can quickly become confidants\r\n\r\n**Our advantages for you**\r\n\r\ \nWorking time is living time, so it is important that there are one or two amenities\ \ in addition to exciting challenges. We want to offer our employees an environment\ \ in which they feel comfortable and can develop freely.\r\n\r\n- Flexible working\ \ models\r\n- Modern bright office space\r\n- Interdisciplinary teamwork\r\n-\ \ Agile methods\r\n- Onboarding & mentoring\r\n- Continuing education offers\r\ \n- Drinks\r\n- Employee events\r\n- Apply now as a web developer at:\r\n\r\n\ RYZE Digital\r\n\r\nVRM Corporate Solutions GmbH\r\n\r\nHuman Resources\r\n\r\n\ Katerynynska street, house 27/1,\r\n\r\n65045 Odessa, Odessa Oblast, Ukraine\r\ \n\r\nwww.ryze-digital.de/de\r\n\r\nYour application should include:\r\n\r\nCurriculum\ \ vitae * References * Certificates * Salary expectation\r\n\r\n**!Please send\ \ application in English!**\n\n TARGET_ROLE: Senior TYPO3 Web Enginner | EXP_REQ:\ \ 7\nDOMAIN: Enterprise Web Content Management\nREQUIRED_ENTITIES: PHP, TYPO3,\ \ TypoScript, Extbase, Fluid, Jenkins, Teamcity, Behat, GhostInspector\nPREFERRED_ENTITIES:\ \ JavaScript, SQL\nWORKFLOW: Agile, Scrum, Test-Driven Development" sentences: - "\nCHUYÊN GIA PHÁT TRIỂN WEB PHP TYPO3\nSenior Professional · 7 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\ \nABOUT ME\n────────────────────────────────────────────────────────────\nI am\ \ a Senior Chuyên gia phát triển web PHP TYPO3 with 7 years of hands-on experience\ \ specialising in Phát triển giải pháp web doanh nghiệp.\nMy core stack centres\ \ on PHP, TYPO3, TypoScript, and I\ncomplement that depth with working proficiency\ \ in\nJavaScript, HTML5, CSS3. Throughout my\ncareer I have consistently delivered\ \ within\nAgile, Scrum, TDD environments, collaborating\nclosely with cross-functional\ \ teams to ship reliable,\nproduction-grade software.\nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\n\ My day-to-day toolkit spans Extbase, Fluid, Jenkins, Teamcity, Behat.I also reach\ \ for JavaScript and HTML5 and CSS3\nwhenever the problem calls for lighter scripting\ \ or automation.\nWorking within Agile, Scrum, TDD frameworks has\nsharpened my\ \ instinct for iterative delivery and clear\nstakeholder communication.\n\nPROFESSIONAL\ \ EXPERIENCE\n────────────────────────────────────────────────────────────\nSENIOR\ \ WEB ENGINNER (4 years)\n · · · · · · · · · · · · · · · · ·\ \ · · ·\nWEB DEVELOPER (3 years)\n • Chuyển đổi giao diện PSD sang template\ \ TYPO3 sử dụng TypoScript một cách chính xác và hiệu quả.\n • Hỗ trợ đội ngũ\ \ trong việc bảo trì và nâng cấp các dự án web hiện có, đảm bảo tính ổn định cao.\n\ \ • Tham gia vào quá trình lập kế hoạch kỹ thuật và đưa ra các giải pháp sáng\ \ tạo cho các yêu cầu dự án khó.\n\n━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━" - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\ REPRESENTED BY: Executive Search Partners\nROLE TARGET: Agile Scrum Master chuyên\ \ về TYPO3 CMS\nEXPERIENCE LEVEL: Senior (6 YOE)DOMAIN ALIGNMENT: Digital Marketing\ \ & Enterprise CMS Solutions\n====================================================================\n\ \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\ \ candidate brings a proven 6-year track record in the Digital Marketing & Enterprise\ \ CMS Solutions sector. Their primary core expertise is anchored in PHP, TYPO3,\ \ TypoScript, Extbase, Fluid, which is heavily supported by operational expertise\ \ using Jenkins, Teamcity, Behat, GhostInspector. They are highly self-sufficient\ \ in their work, supplemented by proficiencies in Python and Bash. Culturally,\ \ they thrive in Agile/Scrum/Kanban/TDD environments and consistently drive measurable\ \ technical outcomes.\n>>> TECHNICAL SNAPSHOT\n[+] Core Competencies : PHP | TYPO3\ \ | TypoScript | Extbase | Fluid[+] Delivery & CI/CD : Jenkins | Teamcity | Behat\ \ | GhostInspector[+] Aux. Languages : Python | Bash[+] Agile/Workflow :\ \ Agile | Scrum | Kanban | TDD\n>>> ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n\ 1. EMPLOYER: \n TITLE: Agile Scrum Master\n TENURE: 4 years\n\n Key Deliverables\ \ & Impact:\n • Điều phối quy trình Agile cho đội ngũ 12 kỹ sư phát triển các\ \ module mở rộng bằng PHP, Extbase và Fluid cho hệ thống TYPO3.\n • Giám sát\ \ các buổi họp Sprint Planning để đảm bảo tiến độ triển khai các dự án website\ \ phức tạp với TypoScript.\n • Loại bỏ các rào cản kỹ thuật trong quy trình\ \ CI/CD sử dụng Jenkins và Teamcity để nhóm lập trình có thể tích hợp mã nguồn\ \ hiệu quả hơn.\n • Thúc đẩy văn hóa kiểm thử tự động, yêu cầu đội ngũ kỹ sư\ \ áp dụng Behat và GhostInspector trong các giai đoạn bàn giao sản phẩm.\n--------------------------------------------------------------------\n\ 2. EMPLOYER: \n TITLE: IT Project Coordinator\n TENURE: 2 years\n\n Key\ \ Deliverables & Impact:\n • Lập kế hoạch triển khai các dự án tích hợp hệ thống\ \ bên thứ ba sử dụng cơ sở hạ tầng PHP.\n • Theo dõi báo cáo từ các kỹ sư về\ \ việc bảo trì các phần mở rộng TypoScript trong hệ thống quản trị nội dung.\n\ \ • Phối hợp với bộ phận kiểm thử để đảm bảo các tiêu chuẩn chất lượng mã nguồn\ \ được tuân thủ nghiêm ngặt.\n\n>>> SUPPLEMENTAL PROFILE DATA\n--------------------------------------------------------------------\n\ • Prior Professional Foundations: Nhân viên bán lẻ thiết bị thể thao\n• Additional\ \ Accreditations: Chứng chỉ lặn biển PADI, Sơ cứu y tế CPR\n• Extracurriculars\ \ & Affiliations: Leo núi, Chụp ảnh thiên văn, Cờ vua\n\n====================================================================\n\ CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\ \ for roles requiring deep senior-level expertise in PHP and Digital Marketing\ \ & Enterprise CMS Solutions. We highly recommend advancing to a technical interview." - "================================================================================\n\ SENIOR RUBY ENGINNER\nSeniority: Senior | Total Experience: 6 Years\nDomain Expertise:\ \ E-commerce Platforms\n================================================================================\n\ \nPROFESSIONAL SUMMARY\n--------------------------------------------------------------------------------\n\ Dynamic Senior Ruby Enginner bringing 6+ years of hands-on expertise in the E-commerce\ \ Platforms industry. Track record of designing and deploying high-efficiency\ \ solutions, demonstrating deep proficiency across modern technical stacks and\ \ agile environments.\n\nTECHNICAL SKILLS & COMPETENCIES\n--------------------------------------------------------------------------------\n\ * Core Technologies : Ruby, Ruby on Rails\n* Tools & Frameworks : PostgreSQL,\ \ MySQL, Git, RSpec\n* Scripting & Secondary : JavaScript, HTML5, CSS3\n* Methodologies\ \ : Agile, Scrum, TDD, SOLID, DRY, KISS\n\nPROFESSIONAL EXPERIENCE\n\ --------------------------------------------------------------------------------\n\ ROLE : SR. RUBY DEV\nTENURE : 4 Years\n\n\nKey Responsibilities & Achievements:\n\ \ - Architected scalable microservices utilizing Ruby on Rails and PostgreSQL\ \ to increase checkout speed by 40%.\n - Implemented comprehensive test suites\ \ with RSpec to ensure 95% coverage, significantly reducing production regressions.\n\ \ - Refactored legacy codebases to adhere strictly to SOLID and DRY design philosophies.\n\ \ - Collaborated with cross-functional teams using Git to manage complex code\ \ merges in a high-paced enviornment.\n\nROLE : SOFTWARE ENGINNER\nTENURE :\ \ 2 Years\n\n\nKey Responsibilities & Achievements:\n - Developed dynamic user\ \ interfaces using Rails integrated with JavaScript and CSS for improved user\ \ engagement.\n - Managed database schema migrations in MySQL, ensuring optimal\ \ performance for large datasets.\n - Authored modular Ruby code that followed\ \ KISS principles to minimize maintenance overhead.\n\n================================================================================" - "FULL-STACK WEB DEVLOPER & USER EXPERIENCE SPECIALIST // Mid-Level // 4y exp========================================================================\n\ \n## STACK\nlang :: Typescript | ReactJS | NodeJStools :: Redux | MongoDB\ \ | Postgres | Mongoose | TypeORM | SCSSextra :: JavaScript | HTML5 | CSS3methods\ \ :: Agile | SCRUM | Test-Driven Developmentdomain :: E-commerce and Consumer\ \ Tech Solutions\n\n## XP\n[1] Frontend & Backend Enginner — 4yr\n > Architected\ \ scalable E-commerce platforms utilizing ReactJS, Typescript, and Redux to optimize\ \ front-end responsiveness.\n > Engineered server-side logic and API integrations\ \ via NodeJS and Typescript, facilitating seamless data flow.\n > Managed complex\ \ data persistence across MongoDB and Postgres using Mongoose and TypeORM for\ \ high-traffic consumer apps.\n > Refactored interface styling with pure SCSS\ \ to ensure fluid, accessible experiences across all desktop and mobile devices.\n\ ========================================================================\n" - source_sentence: "All their engineers are Kubernetes experts, they develop cutting-edge\ \ technologies, and strive to get the best user experience and efficiency for\ \ the customers.\r\n\r\nWhat’s on you:\r\n• Own, design, and develop their AI\ \ platform\r\n• Be responsible for the end-to-end feature lifecycle: starting\ \ from design and architecture, through implementing, testing, and releasing the\ \ feature\r\n• Collaborate with engineers, researchers, and product managers to\ \ deliver the joint vision\r\n• Develop tools to enable other engineers such as\ \ CI/CD pipelines, container schedulers, and custom applications\r\n• Design and\ \ evolve software managing in-environment service discovery and configuration\ \ of microservices\r\n\r\n**Requirements:**\r\n\U0001F525 3+ years of hands-on\ \ industry experience (Python is a must)\r\n\U0001F525 2+ years designing and\ \ building distributed large-scale production systems (K8s is a must)\r\n\U0001F525\ \ Experience with different types of data storage (SQL, NoSQL, search engines,\ \ big data databases, object stores)\r\n\U0001F525 Experience with containerization\ \ and cluster management technologies like Docker and Kubernetes\r\n\U0001F525\ \ B.Sc in computer science or a related field\r\n\U0001F525 Experience with open\ \ source development\r\n\U0001F525 Fast learner with an ability to deep dive into\ \ details of cutting-edge technologies and deliver solutions\r\n\U0001F525 Upper\ \ Intermediate English level\r\n\r\n**Nice to have: **\r\n\U0001F525 Experience\ \ collaborating with Research teams working with PyTorch or TensorFlow\r\n\U0001F525\ \ Experience with Python web frameworks (e.g. FastAPI, Django, Flask) and API\ \ Design\r\n\U0001F525 Experience with ML\r\n\r\n**In return we offer:**\r\n▪\ \ The friendliest community of like-minded IT-people\r\n▪ Open knowledge-sharing\ \ environment – exclusive access to a rich pool of colleagues willing to share\ \ their endless insights into the broadest variety of modern technologies\r\n\ ▪ Mobilunity Medical Insurance program designed to attend our teams’ needs\r\n\ Paid vacations and sick leaves, including 5 paid days per year that don’t require\ \ a sick note\r\n▪ Fair salary and 100% taxes coverage – don’t worry about possible\ \ taxes raise – we will get you covered\r\n▪ Perfect office location in the city-center\ \ (900m from Lukyanivska metro station with a green and spacious neighborhood)\ \ or remote mode engagement: you can choose a convenient one for you, with a possibility\ \ to fit together both\r\n▪ No open-spaces setup – separate rooms for every team’s\ \ comfort and multiple lounge and gaming zones on all of the 3 floors\r\n▪ English\ \ classes in 1-to-1 & group modes with elements of gamification\r\n▪ Neverending\ \ fun: sports events, tournaments, music band, multiple affinity groups\r\n\r\n\ **COME ON BOARD, AND LET’S GROW TOGETHER!**\n\n TARGET_ROLE: Senior AI Infrastructure\ \ Enginner | EXP_REQ: 5\nDOMAIN: AI Infrastructure and Platform Engineering\n\ REQUIRED_ENTITIES: Python, Kubernetes, Docker, PostgreSQL, Redis, Elasticsearch,\ \ FastAPI, Helm\nPREFERRED_ENTITIES: Bash, Go\nWORKFLOW: Agile, Scrum, CI/CD,\ \ Test Driven Development" sentences: - "SENIOR AI INFRASTRUCTURE ENGINNER // None // experienced========================================================================\n\ \n## STACK\nlang :: Python | Kubernetestools :: Docker | PostgreSQL | Redis\ \ | FastAPI | AWS S3 | Jenkinsextra :: Go | Bashdomain :: Distributed AI Infrastructure\n\ \n## XP\n[1] Senior Cloud Enginner — 3yr\n > Architected highly-available distributed\ \ compute clusters utilizing Kubernetes to optimize resource allocation for deep\ \ learning workloads.\n > Built automated deployment pipelines with Jenkins\ \ that reduced feature release cycles by forty percent.\n > Implemented robust\ \ service discovery mechanisms using custom Go microservices within a complex\ \ K8s environment.\n > Designed and managed multi-model data storage strategies\ \ using PostgreSQL and Elasticsearch for high-throughput AI applications.\n[2]\ \ Software Developer — 2yr\n > Developed scalable web services using FastAPI\ \ to expose machine learning model endpoints to external clients.\n > Containerized\ \ legacy monolithic applications into Docker images to facilitate a smooth migration\ \ to cloud-native stacks.\n > Maintained and improved automated testing suites\ \ for data processing services to increase code coverage.\n\n## MISC\nprev \ \ :: Barista\ncerts :: Scuba Diving PADI\n========================================================================\n" - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\ Headline Title : Junior AI Infrastructure Engineer\nSeniority Level \ \ : JuniorTotal Years of Exp. : 1Domain Expertise : Distributed AI Infrastructure\n\ \nPRIMARY COMPETENCIES\n------------------------------------------------------------\n\ - Python\n- Kubernetes\n- Docker\n- PostgreSQL\n- Redis\n- FastAPI\n- AWS S3\n\ - Jenkins\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\ - Go\n- Bash\n- Agile\n- Scrum\n- TDD\n- CI/CD\n\nWORK HISTORY MATRIX\n============================================================\n\ ROLE 1: Junior Cloud Support Engineer\nYears in Role: 1\n\nAchievement Set:\n\ \ • Assisted senior engineers in monitoring distributed compute clusters utilizing\ \ Kubernetes for deep learning workloads.\n • Maintained existing deployment\ \ pipelines in Jenkins under the supervision of the DevOps team.\n • Fixed minor\ \ bugs in Go microservices responsible for service discovery within the K8s environment.\n\ \ • Wrote unit tests for data storage scripts interacting with PostgreSQL and\ \ Elasticsearch.\n\n------------------------------------------------------------\n\ \nADDITIONAL PROFILE ELEMENTS\n============================================================\n\ \n\n\nEND OF MATRIX\n============================================================" - "SENIOR DEVOPS ENGINNER // None // experienced========================================================================\n\ \n## STACK\nlang :: Kubernetes | Ranchertools :: Terraform | ELK Stack |\ \ T-Systems Cloud | Dockermethods :: Agile | Scrum | HIPAA Compliancedomain ::\ \ Digital Health / Medical Software (DiGA)\n\n## XP\n[1] DevOps Enginner — 3yr\n\ \ > Orchestrated complex cluster management via Rancher to improve stability\ \ of production environment.\n > Deployed automated infrastructure provisioning\ \ using Terraform across T-Systems cloud platforms.\n > Implemented ELK monitoring\ \ solutions to troubleshoot and resolve critical system bottlenecks for patient-facing\ \ apps.\n > Managed strict data privacy compliance measures ensuring all medical\ \ logs met regulatory standards.\n[2] System Administrator — 2yr\n > Maintained\ \ virtualized environments to support high-availability of internal services.\n\ \ > Created custom bash scripts to automate repetitive system updates and patches.\n\ \ > Collaborated with developers to streamline integration workflows within\ \ the CI/CD pipeline.\n\n## MISC\nprev :: Nhân viên bán hàng tại cửa hàng tiện\ \ lợi\nother :: Chạy bộ, Đọc sách y khoa, Du lịch bụi\n========================================================================\n" - ' CLOUD ENGINNER & DEVOPS CHUYÊN NGHIỆP Mid-Level Professional · 4 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Mid-Level Cloud Enginner & DevOps Chuyên nghiệp with 4 years of hands-on experience specialising in Thương mại điện tử & Hệ thống bán lẻ quy mô lớn. My core stack centres on Azure, AWS, Terraform, Windows Server, Linux, and I complement that depth with working proficiency in Powershell, ARM Templates, Bash. Throughout my career I have consistently delivered within Agile, DevOps, CI/CD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans Azure DevOps, Octopus Deploy, Chef, IIS, Apache.I also reach for Powershell and ARM Templates and Bash whenever the problem calls for lighter scripting or automation. Working within Agile, DevOps, CI/CD frameworks has sharpened my instinct for iterative delivery and clear stakeholder communication. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── CLOUD OPERATIONS ENGINNER (4 years) ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━' - source_sentence: "DevCom is looking for a C# / .Net desktop Developer\r\n\r\nResponsibilities:\r\ \nWrite \"clean\", well-designed code;\r\nTroubleshoot, test and maintain the\ \ core product software and databases to ensure strong optimization and functionality;\r\ \nContribute in all phases of the development lifecycle;\r\nDevelop and deploy\ \ new features to facilitate related procedures and tools if necessary.\r\n\r\n\ Required Skills:\r\nC#\r\nWinform .NET\r\nWinServices .NET\r\nASP.NET Web Form\ \ (or MVC)\r\nMS SQL\r\nEnglish on technical proficiency level (written and spoken\ \ intermediate+)\r\n\r\nProject description:\r\nProject scope - development and\ \ maintenance of a logistical IT system for accounting and delivering orders of\ \ a huge MLM company serving clients in more than a hundred countries all over\ \ the world. Tasks are diverse and interesting, you will be able to improve your\ \ technical skills in databases, web backend, web and desktop frontend using both\ \ proven technologies (ASP.NET, Web forms, Win forms, WPF).\r\n\r\nThe project\ \ is critical to the client's business processes, the results are used around\ \ the world, from time to time there may be a need to travel to the client in\ \ an office in the USA or other countries of the world to organize IT support\ \ of the client's marketing activities.\r\n\r\nTechnologies used in the project:\r\ \nDatabase engine - MS SQL\r\nWinform .NET\r\nWinServices\r\nWPF\r\nASP.NET, Web\ \ forms\r\nHTML / JS / CSS\r\n\r\nTeam: 6 developers at Devcom, a large team of\ \ client-side developers and managers at company headquarters, 20+ people on adjacent\ \ teams on the Devcom side.\r\n\r\nWhat do we offer:\r\nBenefits - monthly gifts\ \ from the client. Possible business trips to the USA (if needed on the project);\r\ \nInteresting work as part of the professional team;\r\n1500-3500 $ per month\ \ (depends on the results of the interview and the level of the developer);\r\n\ 21 working days - paid vacations;\r\nOpportunities for career and professional\ \ development;\r\nRegular corporate events and team-building.\r\nLooking forward\ \ to welcoming you to our team!\n\n TARGET_ROLE: Senior C#/.NET Desktop & Web\ \ Devloper | EXP_REQ: 7\nDOMAIN: Logistics and Order Management Systems\nREQUIRED_ENTITIES:\ \ C#, WinForms, WPF, ASP.NET MVC, MS SQL Server, Windows Services, T-SQL, Visual\ \ Studio\nPREFERRED_ENTITIES: JavaScript, HTML5, CSS3\nWORKFLOW: Agile, Scrum,\ \ SDLC" sentences: - "\nCONFIDENTIAL CANDIDATE DOSSIER\n====================================================================\n\ REPRESENTED BY: Executive Search Partners\nROLE TARGET: Senior C#/.NET Automation\ \ QA Engineer\nEXPERIENCE LEVEL: Senior (6 YOE)DOMAIN ALIGNMENT: Mobile Financial\ \ Technology\n====================================================================\n\ \n>>> EXECUTIVE SUMMARY\nWe are pleased to present this exceptional profile. The\ \ candidate brings a proven 6-year track record in the Mobile Financial Technology\ \ sector. Their primary core expertise is anchored in C#, .NET Core, Appium, which\ \ is heavily supported by operational expertise using Jenkins CI, Git, NUnit,\ \ SpecFlow. They are highly self-sufficient in their work, supplemented by proficiencies\ \ in Python and PowerShell. Culturally, they thrive in Agile/Scrum/TDD environments\ \ and consistently drive measurable technical outcomes.\n>>> TECHNICAL SNAPSHOT\n\ [+] Core Competencies : C# | .NET Core | Appium[+] Delivery & CI/CD : Jenkins\ \ CI | Git | NUnit | SpecFlow[+] Aux. Languages : Python | PowerShell[+] Agile/Workflow\ \ : Agile | Scrum | TDD\n>>> ENGAGEMENT HISTORY\n--------------------------------------------------------------------\n\ 1. EMPLOYER: \n TITLE: Senior Automation QA Engineer\n TENURE: 4 years\n\n\ \ Key Deliverables & Impact:\n • Architected a robust C#/.NET automation framework\ \ for high-frequency financial mobile applications.\n • Integrated NUnit testing\ \ suites into Jenkins CI pipelines to accelerate release cycles by 40%.\n •\ \ Streamlined mobile regression testing across Android and iOS platforms utilizing\ \ C# and Appium.\n • Presented automated test quality metrics to international\ \ stakeholders to drive data-informed product decisions.\n--------------------------------------------------------------------\n\ 2. EMPLOYER: \n TITLE: Automation QA Engineer\n TENURE: 2 years\n\n Key\ \ Deliverables & Impact:\n • Automated critical payment flows for mobile apps\ \ using C# and Appium.\n • Maintained extensive Git repositories for automated\ \ UI testing scripts in a .NET environment.\n • Troubleshot complex integration\ \ issues between the mobile front-end and C# microservices back-end.\n\n>>> SUPPLEMENTAL\ \ PROFILE DATA\n--------------------------------------------------------------------\n\ • Prior Professional Foundations: Barista\n• Additional Accreditations: CPR Certified,\ \ PADI Open Water Diver\n• Extracurriculars & Affiliations: Chess, Marathon Running,\ \ Sci-Fi Literature\n\n====================================================================\n\ CONSULTANT'S NOTE: \nThis candidate is an outstanding technical and cultural match\ \ for roles requiring deep senior-level expertise in C# and Mobile Financial Technology.\ \ We highly recommend advancing to a technical interview." - "\nCANDIDATE MATRIX DOSSIER\n============================================================\n\ Headline Title : Chuyên gia phát triển phần mềm C# / .Net\nDomain Expertise\ \ : Hệ thống quản lý hậu cần và chuỗi cung ứng toàn cầu\n\nPRIMARY COMPETENCIES\n\ ------------------------------------------------------------\n- C#\n- Winform\ \ .NET\n- ASP.NET MVC\n- WinServices\n- MS SQL Server\n- WPF\n- IIS\n- Entity\ \ Framework\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n\ - Agile\n- Scrum\n- TDD\n- CI/CD\n\nWORK HISTORY MATRIX\n============================================================\n\ ROLE 1: Senior Software Enginner\nYears in Role: 4\n\nAchievement Set:\n • Xây\ \ dựng và tối ưu hóa các ứng dụng Winform phức tạp để hỗ trợ xử lý hàng ngàn đơn\ \ hàng mỗi ngày.\n • Thiết kế cấu trúc cơ sở dữ liệu MS SQL Server hiệu năng\ \ cao giúp giảm 30% thời gian truy vấn dữ liệu.\n • Phát triển các dịch vụ Windows\ \ nền (WinServices) tự động hóa quy trình quản lý kho bãi.\n • Tích hợp các thành\ \ phần frontend bằng ASP.NET và JavaScript để nâng cao trải nghiệm người dùng.\n\ \n------------------------------------------------------------\nROLE 2: Software\ \ Developer\nYears in Role: 2\n\nAchievement Set:\n • Chuyển đổi các module báo\ \ cáo cũ sang công nghệ WPF hiện đại hơn.\n • Viết code sạch và thực hiện kiểm\ \ thử tự động để giảm thiểu lỗi hệ thống khi triển khai.\n • Hỗ trợ bảo trì cơ\ \ sở dữ liệu MS SQL và tinh chỉnh các Stored Procedure quan trọng.\n\n------------------------------------------------------------\n\ \nADDITIONAL PROFILE ELEMENTS\n============================================================\n\ \n\n\nEND OF MATRIX\n============================================================" - "JUNIOR .NET SOFTWARE DEVELOPER // Junior // 1y exp========================================================================\n\ \n## STACK\nlang :: .NET Core | TypeScript | JavaScript | React.js | Vue.jsdomain\ \ :: B2B SaaS Data Analytics Platforms\n\n## XP\n[1] Junior Software Engineer\ \ — 1yr\n > Hỗ trợ đội ngũ kỹ thuật trong việc duy trì mã nguồn cho các ứng\ \ dụng B2B SaaS sử dụng .NET Core và React.\n > Thực hiện viết unit test cho\ \ các tính năng nhỏ theo hướng dẫn của các Senior Developer.\n > Hỗ trợ cấu\ \ hình Docker containers và pipeline CI/CD trong Azure DevOps dưới sự giám sát.\n\ \ > Tham gia sửa các lỗi (bug) cơ bản trong hệ thống GraphQL và PostgreSQL\ \ để đảm bảo tính ổn định của ứng dụng.\n\n## MISC\nprev :: Phục vụ quán cà\ \ phê\ncerts :: Chứng chỉ lặn biển PADI, Chứng chỉ sơ cứu y tế\n========================================================================\n" - ' JUNIOR .NET DEVELOPER Junior Professional · 1 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ ABOUT ME ──────────────────────────────────────────────────────────── I am a Junior Junior .NET Developer with 1 years of hands-on experience specialising in Hệ thống quản lý hậu cần và chuỗi cung ứng toàn cầu. My core stack centres on C#, Winform .NET, ASP.NET MVC, WinServices, and I complement that depth with working proficiency in JavaScript, HTML5, CSS3. Throughout my career I have consistently delivered within Agile, Scrum, TDD, CI/CD environments, collaborating closely with cross-functional teams to ship reliable, production-grade software. SKILLS & TOOLING ──────────────────────────────────────────────────────────── My day-to-day toolkit spans MS SQL Server, WPF, IIS, Entity Framework.I also reach for JavaScript and HTML5 and CSS3 whenever the problem calls for lighter scripting or automation. Working within Agile, Scrum, TDD, CI/CD frameworks has sharpened my instinct for iterative delivery and clear stakeholder communication. PROFESSIONAL EXPERIENCE ──────────────────────────────────────────────────────────── JUNIOR SOFTWARE DEVELOPER (1 year) Tôi là một lập trình viên mới bắt đầu sự nghiệp với niềm đam mê lớn dành cho nền tảng .NET. Tôi tập trung vào việc học hỏi quy trình phát triển phần mềm chuẩn mực từ các đồng nghiệp giàu kinh nghiệm. Công việc của tôi chủ yếu là hỗ trợ bảo trì và giải quyết các lỗi phát sinh trong hệ thống. EARLIER CAREER ──────────────────────────────────────────────────────────── Before moving into tech I worked as a Nhân viên phục vụ quán cà phê, which gave me a strong foundation in communication, accountability, and working under pressure — qualities I carry into every engineering role today. CERTIFICATIONS ──────────────────────────────────────────────────────────── Outside of my core technical credentials I hold the following: Chứng chỉ sơ cứu y tế · Bằng lái xe máy hạng A1. PERSONAL INTERESTS ──────────────────────────────────────────────────────────── Away from the keyboard I enjoy Du lịch khám phá, Nhiếp ảnh đường phố, Đọc sách kỹ năng and more.I believe a curious life outside work fuels creativity inside it. ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━' 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) - **Maximum Sequence Length:** 1024 tokens - **Output Dimensionality:** 1024 dimensions - **Similarity Function:** Cosine Similarity - **Training Dataset:** - [confitv2-augmented](https://huggingface.co/datasets/EnchantedRainfall/confitv2-augmented) ### 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-v2") # Run inference sentences = [ 'DevCom is looking for a C# / .Net desktop Developer\r\n\r\nResponsibilities:\r\nWrite "clean", well-designed code;\r\nTroubleshoot, test and maintain the core product software and databases to ensure strong optimization and functionality;\r\nContribute in all phases of the development lifecycle;\r\nDevelop and deploy new features to facilitate related procedures and tools if necessary.\r\n\r\nRequired Skills:\r\nC#\r\nWinform .NET\r\nWinServices .NET\r\nASP.NET Web Form (or MVC)\r\nMS SQL\r\nEnglish on technical proficiency level (written and spoken intermediate+)\r\n\r\nProject description:\r\nProject scope - development and maintenance of a logistical IT system for accounting and delivering orders of a huge MLM company serving clients in more than a hundred countries all over the world. Tasks are diverse and interesting, you will be able to improve your technical skills in databases, web backend, web and desktop frontend using both proven technologies (ASP.NET, Web forms, Win forms, WPF).\r\n\r\nThe project is critical to the client\'s business processes, the results are used around the world, from time to time there may be a need to travel to the client in an office in the USA or other countries of the world to organize IT support of the client\'s marketing activities.\r\n\r\nTechnologies used in the project:\r\nDatabase engine - MS SQL\r\nWinform .NET\r\nWinServices\r\nWPF\r\nASP.NET, Web forms\r\nHTML / JS / CSS\r\n\r\nTeam: 6 developers at Devcom, a large team of client-side developers and managers at company headquarters, 20+ people on adjacent teams on the Devcom side.\r\n\r\nWhat do we offer:\r\nBenefits - monthly gifts from the client. Possible business trips to the USA (if needed on the project);\r\nInteresting work as part of the professional team;\r\n1500-3500 $ per month (depends on the results of the interview and the level of the developer);\r\n21 working days - paid vacations;\r\nOpportunities for career and professional development;\r\nRegular corporate events and team-building.\r\nLooking forward to welcoming you to our team!\n\n TARGET_ROLE: Senior C#/.NET Desktop & Web Devloper | EXP_REQ: 7\nDOMAIN: Logistics and Order Management Systems\nREQUIRED_ENTITIES: C#, WinForms, WPF, ASP.NET MVC, MS SQL Server, Windows Services, T-SQL, Visual Studio\nPREFERRED_ENTITIES: JavaScript, HTML5, CSS3\nWORKFLOW: Agile, Scrum, SDLC', '\nCANDIDATE MATRIX DOSSIER\n============================================================\nHeadline Title : Chuyên gia phát triển phần mềm C# / .Net\nDomain Expertise : Hệ thống quản lý hậu cần và chuỗi cung ứng toàn cầu\n\nPRIMARY COMPETENCIES\n------------------------------------------------------------\n- C#\n- Winform .NET\n- ASP.NET MVC\n- WinServices\n- MS SQL Server\n- WPF\n- IIS\n- Entity Framework\n\nSECONDARY COMPETENCIES\n------------------------------------------------------------\n- Agile\n- Scrum\n- TDD\n- CI/CD\n\nWORK HISTORY MATRIX\n============================================================\nROLE 1: Senior Software Enginner\nYears in Role: 4\n\nAchievement Set:\n • Xây dựng và tối ưu hóa các ứng dụng Winform phức tạp để hỗ trợ xử lý hàng ngàn đơn hàng mỗi ngày.\n • Thiết kế cấu trúc cơ sở dữ liệu MS SQL Server hiệu năng cao giúp giảm 30% thời gian truy vấn dữ liệu.\n • Phát triển các dịch vụ Windows nền (WinServices) tự động hóa quy trình quản lý kho bãi.\n • Tích hợp các thành phần frontend bằng ASP.NET và JavaScript để nâng cao trải nghiệm người dùng.\n\n------------------------------------------------------------\nROLE 2: Software Developer\nYears in Role: 2\n\nAchievement Set:\n • Chuyển đổi các module báo cáo cũ sang công nghệ WPF hiện đại hơn.\n • Viết code sạch và thực hiện kiểm thử tự động để giảm thiểu lỗi hệ thống khi triển khai.\n • Hỗ trợ bảo trì cơ sở dữ liệu MS SQL và tinh chỉnh các Stored Procedure quan trọng.\n\n------------------------------------------------------------\n\nADDITIONAL PROFILE ELEMENTS\n============================================================\n\n\n\nEND OF MATRIX\n============================================================', '\nJUNIOR .NET DEVELOPER\nJunior Professional · 1 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\n\nABOUT ME\n────────────────────────────────────────────────────────────\nI am a Junior Junior .NET Developer with 1 years of hands-on experience specialising in Hệ thống quản lý hậu cần và chuỗi cung ứng toàn cầu.\nMy core stack centres on C#, Winform .NET, ASP.NET MVC, WinServices, and I\ncomplement that depth with working proficiency in\nJavaScript, HTML5, CSS3. Throughout my\ncareer I have consistently delivered within\nAgile, Scrum, TDD, CI/CD environments, collaborating\nclosely with cross-functional teams to ship reliable,\nproduction-grade software.\nSKILLS & TOOLING\n────────────────────────────────────────────────────────────\nMy day-to-day toolkit spans MS SQL Server, WPF, IIS, Entity Framework.I also reach for JavaScript and HTML5 and CSS3\nwhenever the problem calls for lighter scripting or automation.\nWorking within Agile, Scrum, TDD, CI/CD frameworks has\nsharpened my instinct for iterative delivery and clear\nstakeholder communication.\n\nPROFESSIONAL EXPERIENCE\n────────────────────────────────────────────────────────────\nJUNIOR SOFTWARE DEVELOPER (1 year)\nTôi là một lập trình viên mới bắt đầu sự nghiệp với niềm đam mê lớn dành cho nền tảng .NET. Tôi tập trung vào việc học hỏi quy trình phát triển phần mềm chuẩn mực từ các đồng nghiệp giàu kinh nghiệm. Công việc của tôi chủ yếu là hỗ trợ bảo trì và giải quyết các lỗi phát sinh trong hệ thống.\nEARLIER CAREER\n────────────────────────────────────────────────────────────\nBefore moving into tech I worked as a Nhân viên phục vụ quán cà phê,\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 sơ cứu y tế · Bằng lái xe máy hạng A1.\n\nPERSONAL INTERESTS\n────────────────────────────────────────────────────────────\nAway from the keyboard I enjoy Du lịch khám phá, Nhiếp ảnh đường phố, Đọc sách kỹ năng 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, 0.6374, 0.4262], # [0.6374, 1.0000, 0.5256], # [0.4262, 0.5256, 1.0000]]) ``` ## 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: anchor, positive, negative_1, negative_2, and negative_3 * Approximate statistics based on the first 1000 samples: | | anchor | positive | negative_1 | negative_2 | negative_3 | |:--------|:---------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------| | type | string | string | string | string | string | | details | | | | | | * Samples: | anchor | positive | negative_1 | negative_2 | negative_3 | |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| | !!!Accommodation in Vinnytsia or relocate!!!

Experienced in DevOps engineering, with software development orientation (+3 years).
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)
Has knowledge of CI/CD methodologies and tools such as Jenkins, GitHub Actions, CircleCI or similar.
Knowledge of programming languages such as Python or Java, and writing code according to common design patterns - as an advantage.
Is committed to high standards, clean code, and test-driven development.

More specifically, what will you be doing?
Develop tooling to orchestrate and provision Skai’s production services on the public cloud.
Create and improve dev productivity tools to help streamline the R&D day-to-day work.
Enhance Skai’s Infrastructure as Code self-service offering to R&D and platform teams.
Work to modernize Skai’s components, automate an... |
DEVOPS ENGINNER WITH CLOUD SOFTWARE FOCUS
Mid-Level Professional · 4 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

ABOUT ME
────────────────────────────────────────────────────────────
I am a Mid-Level DevOps Enginner with Cloud Software Focus with 4 years of hands-on experience specialising in Cloud-Native Production Infrastructure.
My core stack centres on Java, Python, and I
complement that depth with working proficiency in
Bash, Go. Throughout my
career I have consistently delivered within
Agile, Scrum, Test-Driven Development (TDD), CI/CD environments, collaborating
closely with cross-functional teams to ship reliable,
production-grade software.
SKILLS & TOOLING
────────────────────────────────────────────────────────────
My day-to-day toolkit spans AWS EKS, AWS RDS, AWS S3, Terraform, Jenkins, GitHub Actions.I also reach for Bash and Go
whenever the problem calls for lighter scripting or automation.
Working within Agile, Scrum, Test-Driven De... | ================================================================================
DEVOPS ENGINEER WITH AZURE CLOUD FOCUS
Seniority: Mid-Level \| Total Experience: 4 Years
Domain Expertise: Cloud-Native Production Infrastructure
================================================================================

PROFESSIONAL SUMMARY
--------------------------------------------------------------------------------
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.

TECHNICAL SKILLS & COMPETENCIES
--------------------------------------------------------------------------------
* Core Technologies : C#, .NET Core
* Tools & Frameworks : Azure Kubernetes Service, Azure SQL Database, Azure Blob Storage, Pulumi, Azure Dev... |
AWS DEVOPS ENGINEER
Mid-Level Professional · 5 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

ABOUT ME
────────────────────────────────────────────────────────────
I am a Mid-Level AWS DevOps Engineer with 5 years of hands-on experience specialising in Online Travel Agency.
My core stack centres on AWS, CloudFormation, and I
complement that depth with working proficiency in
Python, Bash, Azure.
SKILLS & TOOLING
────────────────────────────────────────────────────────────
I also reach for Python and Bash and Azure
whenever the problem calls for lighter scripting or automation.

PROFESSIONAL EXPERIENCE
────────────────────────────────────────────────────────────
DEVOPS SPECIALIST (3 years)
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. · · · ·... |
CANDIDATE MATRIX DOSSIER
============================================================
Headline Title : Sr. Cloud Enginner & DevOps Specialist
Domain Expertise : Digital Eco System

PRIMARY COMPETENCIES
------------------------------------------------------------
- Kubernetes
- Linux
- Terraform
- Azure DevOps
- AWS CodePipeline
- CloudFormation

SECONDARY COMPETENCIES
------------------------------------------------------------
- GitOps
- Agile
- Post-mortem analysis

WORK HISTORY MATRIX
============================================================
ROLE 1: Cloud Ops Enginner
Years in Role: 3

Achievement Set:
• Automated continuous delivery pipelines via Azure DevOps reducing deployment time by 40%.
• Implemented observability using APM and RUM tools to moniter real-time transaction health.
• Managed complex Kubernetes clusters and optimized container orchestration for high availability.
• Facilitated incident resolution and led detailed post mortem reporting for prod... | | # About us

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.

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.

We are looking for a passionate and talented Product Designer with a st... | PRODUCT DESIGNER CHUYEN VE HEALTHCARE UI/UX // Mid-Level // 3y exp========================================================================

## STACK
lang :: Figma \| Sketch \| Adobe XDtools :: Miro \| Jira \| Zeplinextra :: Principle \| After Effectsmethods :: Agile \| Scrum \| User-Centered Design \| Design Thinkingdomain :: Digital Health

## XP
[1] Product Desinger — 3yr
> Thiết kế giao diện high-fidelity cho ứng dụng di động iOS và Android hỗ trợ bệnh nhân đặt lịch khám từ xa.
> Xây dựng và quản lý design system thống nhất giúp đội ngũ kỹ thuật triển khai code nhanh hơn 30%.
> Thực hiện phỏng vấn người dùng và phân tích dữ liệu để tinh chỉnh luồng trải nghiệm cho bác sĩ.
> Phối hợp chặt chẽ với team engineering trong môi trường Agile để bàn giao asset chuẩn xác.
========================================================================
 |
CONFIDENTIAL CANDIDATE DOSSIER
====================================================================
REPRESENTED BY: Executive Search Partners
ROLE TARGET: Nhà thiết kế sản phẩm Adobe XD chuyên nghiệp
EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Y tế kỹ thuật số (Telemedicine)
====================================================================

>>> EXECUTIVE SUMMARY
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.
>>> TECHNICAL SNAPSHOT
[+] Core Competencies : Adobe XD \| Photoshop \| Illustrator[+] Delivery & CI/CD : InVision \| Zeplin \| Sketch \| Jira
>>> ENGAGEMENT HISTORY
--------------------------------------------------------------------
1. EMPLOYER:
TITLE: Nh... | 3D MOBILE VISUALIZATION ENGINNER // None // experienced========================================================================

## STACK
lang :: Unity \| Blender \| 3ds Maxtools :: ARKit \| RealityKit \| iOS SDK \| SceneKitextra :: C# \| Swift \| Pythonmethods :: Agile \| Scrum \| Test-Driven Developmentdomain :: Retail Digital Transformation

## XP
[1] AR Mobile Developer — 4yr
> Crafted immersive furniture placement experiences using Unity and ARKit to increase customer interaction rates.
> Optimized 3D asset workflows in Blender by reducing polygon counts without sacraficing visual fidelity for mobile performance.
> Integrated custom texturing pipelines into iOS apps that allowed sales teams to swap materials on virtual fixtures in real-time.
> Collaborated with cross-functional retail teams to ensure AR spatial measurements aligned with physical inventory standards.
[2] 3D Modeler & Tech Artist — 2yr
> Designed detailed 3D product representations using 3ds Max t... | ================================================================================
SENIOR UX/UI DESIGNER CHUYÊN DỤNG CHO HỆ SINH THÁI ADOBE EXPERIENCE CLOUD
Seniority: Senior \| Total Experience: 6 Years
Domain Expertise: Fintech và Ngân hàng số
================================================================================

PROFESSIONAL SUMMARY
--------------------------------------------------------------------------------
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.

TECHNICAL SKILLS & COMPETENCIES
--------------------------------------------------------------------------------
* Core Technologies : Adobe XD, Adobe Photoshop, Adobe Illustrator
* Tools & Frameworks : Adobe Creative Cloud, Adobe Experience Manag... | | # Key Responsibilities
- Take full responsibility for iOS apps development in the company (development, releases, app store compliance, adherence to best practices and recommendations)
- Build and maintain native iOS apps with impact on millions of users worldwide
- Design, build, and maintain high performance, reusable, and reliable Swift code
- Actively participate in scrum meetings, plannings, release processes
- Create and maintain documentation in English

# Requirements
- 3+ years of experience as an iOS Developer (Swift)
- Solid background in OOP, POP and popular architecture patterns
- Experience with AppStore billing, popular 3rd party libraries and SDK’s
- Experience with implementing interconnections (HTTP/S, REST, JSON, WebSocket)
- Ability to take a project from outlining requirements to the launch

# 1st-month objectives
1) Learn current iOS products codebase
2) Identify and cover knowledge gaps
3) Update libraries, SDK’s and start implementing new f... | ================================================================================
SENIOR IOS ENGINNER
Seniority: Senior \| Total Experience: 5 Years
Domain Expertise: Mobile Application Lifecycle Management
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PROFESSIONAL SUMMARY
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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.

TECHNICAL SKILLS & COMPETENCIES
--------------------------------------------------------------------------------

PROFESSIONAL EXPERIENCE
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ROLE : LEAD IOS DEVELOPER
TENURE : 3 Years

Spearheaded the mobile division focusing on high-performance native... |
CANDIDATE MATRIX DOSSIER
============================================================
Headline Title : Senior Android Developer
Seniority Level : SeniorTotal Years of Exp. : 4Domain Expertise : Mobile Application Development

PRIMARY COMPETENCIES
------------------------------------------------------------
- Kotlin
- Java
- Android SDK
- Jetpack Compose
- Gradle
- Firebase
- Room
- Dagger Hilt

SECONDARY COMPETENCIES
------------------------------------------------------------
- Python
- Groovy
- Agile
- Scrum
- TDD
- CI/CD

WORK HISTORY MATRIX
============================================================
ROLE 1: Senior Android Developer
Years in Role: 4

Achievement Set:
• Architected and deployed high-performance Android applications using Kotlin and Jetpack Compose, supporting over 2 million daily active users.
• Engineered robust RESTful API integrations and WebSocket connections to ensure real-time synchronization between mobile clients and backend services.
... |
AGILE SCRUM MASTER
Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

ABOUT ME
────────────────────────────────────────────────────────────
I am a Senior Agile Scrum Master with 6 years of hands-on experience specialising in Mobile E-commerce Platforms.
My core stack centres on Swift, Objective-C. Throughout my
career I have consistently delivered within
Agile, Scrum, Kanban, TDD environments, collaborating
closely with cross-functional teams to ship reliable,
production-grade software.
SKILLS & TOOLING
────────────────────────────────────────────────────────────
My day-to-day toolkit spans Xcode, CocoaPods, SwiftUI, Combine, Azure DevOps, Jenkins.Working within Agile, Scrum, Kanban, TDD frameworks has
sharpened my instinct for iterative delivery and clear
stakeholder communication.

PROFESSIONAL EXPERIENCE
────────────────────────────────────────────────────────────
AGILE SCRUM MASTER (3 years)
Served as the primary facilitator... |
CANDIDATE MATRIX DOSSIER
============================================================
Headline Title : Full-Stack Web Devloper & Client Liasion
Seniority Level : SeniorTotal Years of Exp. : 7Domain Expertise : E-commerce and SaaS Client Solutions

PRIMARY COMPETENCIES
------------------------------------------------------------
- PHP
- Javascript
- HTML
- CSS
- React
- Laravel
- MySQL
- Git

SECONDARY COMPETENCIES
------------------------------------------------------------
- TypeScript
- jQuery
- Agile
- Scrum
- User-Centric Design

WORK HISTORY MATRIX
============================================================
ROLE 1: Senior Backend Enginner
Years in Role: 4

Achievement Set:
• Orchestrated complex PHP and MySQL migrations for high-traffic platforms to improve load times by 40%.
• Developed interactive UI components using React that significantly improved user engagement and aesthetic appeal.
• Facilitated weekly technical workshops with enterprise clients to ... | * Loss: [CachedMultipleNegativesRankingLoss](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: anchor, positive, negative_1, negative_2, and negative_3 * Approximate statistics based on the first 1000 samples: | | anchor | positive | negative_1 | negative_2 | negative_3 | |:--------|:---------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------| | type | string | string | string | string | string | | details | | | | | | * Samples: | anchor | positive | negative_1 | negative_2 | negative_3 | |:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| |

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

Requirements:

● 4+ years of technology-related, staffing-related sales or business development experience;

● Fluent/Advanced level of written and spoken English;

● Exceptional communicator and negotiator;

● Deep understanding of b2b sales cycle and decision making process;

● 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;

● Fluent in working with various CRM systems;

● Result-oriented and focused on continuous improvement and optimization;

● Collaborative nature and getting-things-done approach.

Our ideal candidate can succsesfully manage all the stages of client relati... |
CANDIDATE MATRIX DOSSIER
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Headline Title : Senior IT Staffing Business Development Manager
Seniority Level : SeniorTotal Years of Exp. : 6Domain Expertise : IT Staff Augmentation and HR Recruitment Services

PRIMARY COMPETENCIES
------------------------------------------------------------
- CRM Software
- LinkedIn Sales Navigator
- Salesforce
- HubSpot
- Pipedrive
- Slack
- Notion

SECONDARY COMPETENCIES
------------------------------------------------------------
- English
- Spanish

WORK HISTORY MATRIX
============================================================
ROLE 1: Senior Sales Executiv
Years in Role: 4

Role Narrative:
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... |
SENIOR IT STAFFING BUSINESS DEVELOPMENT MANAGER
Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

ABOUT ME
────────────────────────────────────────────────────────────
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.

SKILLS & TOOLING
────────────────────────────────────────────────────────────

PROFESSIONAL EXPERIENCE
────────────────────────────────────────────────────────────
SENIOR SALES EXECUTIV (4 years)
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. · · · · · · · · · · · · · · · · ... |
CONFIDENTIAL CANDIDATE DOSSIER
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REPRESENTED BY: Executive Search Partners
ROLE TARGET: B2B Sales Account Executive in IT Outsourcing
EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: International IT Outsourcing Business
====================================================================

>>> EXECUTIVE SUMMARY
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... | ================================================================================
CHUYÊN VIÊN TUYỂN DỤNG IT (IT RECRUITER)
Seniority: None \| Total Experience: None Years
Domain Expertise: Công nghệ thông tin và Phát triển phần mềm
================================================================================

PROFESSIONAL SUMMARY
--------------------------------------------------------------------------------
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.

TECHNICAL SKILLS & COMPETENCIES
--------------------------------------------------------------------------------
* Core Technologies : IT Recruitment Lifecycle, Sourcing Strategy, Interviewing Techniques
* Tools & Frameworks : Jira, MS Office Suite, Excel, Word, PowerPoint
* Scripting & Secon... | | ## Who we are looking for:

- Passion for digital advertising;
- Entrepreneurial Mindset;
- 1-3 years of marketing experience in the tech world;
- Sufficient understanding of lead generation process;
- Sufficient understanding of main marketing metrics;
- Sufficient knowledge of product marketing management;
- Understanding of startup world and rules there;
- Solid knowledge of Google Analytics / Google Adwords / GTM/ Facebook ads/ Snapchat Ads/ Tiktok ads;
- Sufficient understanding of SEO concepts;
- Basic understanding of UI/UX concepts;
- Strong analytical skills and ability to make data-driven decisions;
- Strong eye for all things creative (creative management, A/B testing etc);
- Self-motivating and self-starting: proven track record in personal initiatives;
- Creative thinking and experience in close cooperation with product and design teams;
- Strong written English B2+;

## Good to have:

- Experience in working with tech startups from the USA
- We’ll tea... |
CONFIDENTIAL CANDIDATE DOSSIER
====================================================================
REPRESENTED BY: Executive Search Partners
ROLE TARGET: Chuyên gia Tăng trưởng Marketing & Growth Specialist
EXPERIENCE LEVEL: Mid-Level (3 YOE)DOMAIN ALIGNMENT: Mobile Fitness & Health Tech Apps
====================================================================

>>> EXECUTIVE SUMMARY
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... | CHUYÊN GIA MARKETING TĂNG TRƯỞNG (HỆ SINH THÁI META/GOOGLE) // None // experienced========================================================================

## STACK
lang :: TikTok Ads \| Snapchat Adstools :: Adobe Creative Cloud \| Amplitude \| AppsFlyerextra :: Python \| SQLmethods :: Agile \| Scrum \| Growth Hackingdomain :: Tech Startups (Health & Fitness)

## XP
[1] Chuyên viên Marketing Tăng trưởng — 3yr
> Triển khai các chiến dịch quảng cáo TikTok Ads và Snapchat Ads đạt mục tiêu tăng trưởng người dùng 40% mỗi quý.
> 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.
> Hợp tác với đội ngũ thiết kế sử dụng Adobe Creative Cloud để thực hiện A/B testing liên tục trên các landing page.
> 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.

## MISC
prev :: Nhân viên pha chế cà phê
certs :: Chứng c... | ================================================================================
CHUYÊN GIA NGHIÊN CỨU NGƯỜI DÙNG VÀ PHÂN TÍCH THỊ TRƯỜNG
Seniority: Senior \| Total Experience: 7 Years
Domain Expertise: Công nghiệp Cá cược và Giải trí Trực tuyến
================================================================================

PROFESSIONAL SUMMARY
--------------------------------------------------------------------------------
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.

TECHNICAL SKILLS & COMPETENCIES
--------------------------------------------------------------------------------
* Core Technologies : Google Analytics, Hotjar, Mixpanel
* Tools & Frameworks : Tableau, Jira, Conflu... |
CANDIDATE MATRIX DOSSIER
============================================================
Headline Title : Senior Media Buyer (Adobe Experience Cloud Specialist)
Seniority Level : SeniorTotal Years of Exp. : 6Domain Expertise : Cryptocurrency and Web3 Advertising

PRIMARY COMPETENCIES
------------------------------------------------------------
- Adobe Target
- Adobe Audience Manager
- Adobe Analytics
- Adobe Experience Platform
- Marketo Engage
- Salesforce Marketing Cloud

SECONDARY COMPETENCIES
------------------------------------------------------------
- JavaScript
- SQL
- Agile
- Growth Hacking
- Data-Driven Marketing

WORK HISTORY MATRIX
============================================================
ROLE 1: Senior Performance Marketer
Years in Role: 4

Achievement Set:
• Architected enterprise-grade marketing funnels using Adobe Experience Cloud to optimize user journeys for crypto-exchange platforms.
• Automated complex cross-platform reporting pipelines using Ad... | | (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.

**О проекте**

SprinkleXchange www.sprinklexchange.com
SprinkleXchange is the world’s first borderless exchange, offering cross-asset investments in growth companies and cryptocurrencies.

**Обязанности**

• Development of the new features along with bug fixing and supporting existing software;
• Participate in peer design and code reviews;
• Proactively collaborate with teammates and communicate with remote team members;
• Build robust and scalable micro-services;
• Work in a full Agile collaborative environment — including meetings, iterative development, estimations, and design sessions;
• Collaborate with Product management to estimate and plan work, provide status upd... |
SENIOR BACK-END SOFTWARE ENGINNER
Senior Professional · 6 Years of Experience━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

ABOUT ME
────────────────────────────────────────────────────────────
I am a Senior Senior Back-end Software Enginner with 6 years of hands-on experience specialising in Fintech and Blockchain Infrastructure.
My core stack centres on Java 11, Spring Boot, Hibernate, and I
complement that depth with working proficiency in
Python, Bash. Throughout my
career I have consistently delivered within
Agile, Scrum, TDD, Code Reviews environments, collaborating
closely with cross-functional teams to ship reliable,
production-grade software.
SKILLS & TOOLING
────────────────────────────────────────────────────────────
My day-to-day toolkit spans Docker, Kubernetes, RabbitMQ, Kafka, Redis, PostgreSQL.I also reach for Python and Bash
whenever the problem calls for lighter scripting or automation.
Working within Agile, Scrum, TDD, Code Reviews frameworks has
sh... |
CONFIDENTIAL CANDIDATE DOSSIER
====================================================================
REPRESENTED BY: Executive Search Partners
ROLE TARGET: Agile Scrum Master
EXPERIENCE LEVEL: DOMAIN ALIGNMENT: Fintech and Blockchain Infrastructure
====================================================================

>>> EXECUTIVE SUMMARY
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.
>>> TECHNICAL SNAPSHOT
[+] Core Competencies : Java 11 \| Spring Boot \| Hibernate[+] Delivery & CI/CD : Docker \| Kubernetes \| RabbitMQ \| Kafka \| Redis \| PostgreSQL[+] Aux. Languages : Python \| Bash
>>> ENGAGEMENT HISTOR... |
CONFIDENTIAL CANDIDATE DOSSIER
====================================================================
REPRESENTED BY: Executive Search Partners
ROLE TARGET: Senior Cloud Reliability Enginner
EXPERIENCE LEVEL: Senior (5 YOE)DOMAIN ALIGNMENT: FinTech and Online Brokerage Platforms
====================================================================

>>> EXECUTIVE SUMMARY
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.
>>> TECHNICAL SNAPSHOT
[+] Core Competen... | ================================================================================
SENIOR C#/.NET BACKEND ENGINEER
Seniority: Senior \| Total Experience: 6 Years
Domain Expertise: Fintech and Micro-lending in Emerging Markets
================================================================================

PROFESSIONAL SUMMARY
--------------------------------------------------------------------------------
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.

TECHNICAL SKILLS & COMPETENCIES
--------------------------------------------------------------------------------
* Core Technologies : C#, .NET Core
* Tools & Frameworks : SQL Server, Azure, RESTful APIs, Docker
* Scripting & Secondary : Python
* Methodolog... | * Loss: [CachedMultipleNegativesRankingLoss](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
Click to expand - `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`: {}
### Training Logs | Epoch | Step | Training Loss | |:------:|:----:|:-------------:| | 0.0988 | 2 | 2.3838 | | 0.1975 | 4 | 1.3975 | | 0.2963 | 6 | 1.0204 | | 0.3951 | 8 | 0.5124 | | 0.4938 | 10 | 0.3938 | | 0.5926 | 12 | 0.2942 | | 0.6914 | 14 | 0.2841 | | 0.7901 | 16 | 0.2509 | | 0.8889 | 18 | 0.2345 | | 0.9877 | 20 | 0.1859 | ### 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} } ```