sentence-transformers How to use kimquynh/finetuned_sbert with sentence-transformers:
from sentence_transformers import SentenceTransformer
model = SentenceTransformer("kimquynh/finetuned_sbert")
sentences = [
"SummarySoftware engineer with 13 years programming experience working on mobile/PC games, front- end, and back-end web app development.Loves providing input on product design with an eye toward useability and user experience.Comfortable with both functional and imperative programming paradigms. Self-motivated.Founded Sandglass Games to publish side-project multiplayer games and have shipped to Android Play Store and Steam.\nHighlightsJava, JavaScript ES6, Python, C#, Erlang.React, Redux, HTML5, CSS, Flask\nDatabases.PostgreSQL, MySQL, MongoDB, SQLAlchemy ORM\nAutomated Testing.JUnit, unittest, Selenium WebDriver.RabbitMQ, VMWare vSphere, NetApp FlexPod API's (Nexus, cDOT, UCS Manager)\nEducationB.S:Computer Engineering,Expected inDecember 2009toFlorida International University-,GPA:Computer Engineering\nSkillsAccount management, Adobe, agile, API, automate, automation, balance, blueprint, c3, com, hardware, concept, CSS, client, Databases, XXXbase, DSL, features, Gimp, HTML5, Java, JavaScript, JDBC, Linux, logic, messaging, C#, MongoDB, MySQL, network, OpenGL, Developer, PostgreSQL, Python 2.7, Python, QA, real-time, reality, servers, scripts, shipping, SSL, teaching, troubleshooting, web server.\nExperienceSOFTWARE ENGINEER,01/2016toCurrentSmartwatt Energy–Los Angeles,CA,STRATACLOUD ATLANTA, GA SEPT 2015 PRESENT Promoted to development.Wrote integration for XXXcenter hardware API's and writing in-house DSL scripts to automate XXXcenter deployments.Took ownership of new features, from initial concept to production.This included design, implementation(JS front-end, Erlang back-end business logic, and integration), iterating, testing, and shipping.Environment: JavaScript, React, Redux, Webpack, Less, Erlang, Java, Python, Debian based platform Wrote the iSCSI implementation for zero-day Flexpod deployments.On my own time, redesigned our blueprint creation front-end feature to be completely client-side driven, reducing latency, and creating a smoother user experience.Became proficient at troubleshooting and implementing fixes for an existing Java-based XXXcenter management software product which had a direct effect on team productivity.Designed and created Orbital Strike: Arena, a team based multiplayer shooter targeting virtual reality devices and released on Steam.Built on XXX of a previous side project to create a real-time multiplayer library using state synchronization for the Unity Engine.Environment: Unity 5.3x/5.4x, C#, Python, Flask, SQLAlchemy, Linode Achievements: Created a RESTful back-end service deployed on Linode cloud VPS's using Flask web framework and SQLAlchemy ORM for XXX persistence.Selected for self publishing on the Steam platform for PC, utilizing Steam's API for authenticating users.resumesample@example.com Jessica Claire www.bClaire.com.QA ENGINEER,08/2014to07/2015–Owego,NY,Headed up the QA efforts for a virtual XXXcenter management product that included creating the testing process, writing test cases, writing test automation, regular sprint and regression tests, and training junior test engineers.Environment: Python, Selenium Webdriver, unittest, Flask Achievements: Reduced the amount of time for a full end to end regression test from one month to 5 days.Created a testing framework in Python using Selenium WebDriver, unittest, and Flask that allowed defining dependencies between test cases into test suites, propagating testing parameters, and running test suites from a web server.Wrote automated tests for HTML5 and Adobe Flex applications, set their dependencies in test suites, and ran them regularly for regression and end to end system tests.Wore many other hats in an agile startup environment, including: troubleshooting customer issues on a Debian-Linux based platform, fixing bugs in the application, and writing the user guide.Sole developer,2014to08/2014Lockheed Martin–City,STATE,of Embersol Mercenaries, a cross-platform multiplayer game for mobile devices with real- time action gameplay, on-demand dedicated servers, persistent galaxy, user account management and social squads.See Embersol Mercenaries Release Trailer and Embersol Mercenaries on Google Play.Environment: Java SE 7, Python 2.7, libgdx, box2d, Netty.io, JDBC/c3p0, PostgreSQL, RabbitMQ/AMQP protocol, SSL/TLS, OpenGL, Amazon Web Services (EC2, S3), Linode API, Google Play Developer Services, Gimp.Achievements: Created a distributed messaging service using RabbitMQ to allow the backend to scale and load balance players across servers.Designed the XXXbase model along with creating a secure XXXbase client using JDBC/c3p0 to connect with a remote PostgreSQL server.Designed a multithreaded game server to create game instances on demand.Created a network library for real-time gameplay.This involved writing a reliability layer over UDP, efficient object synchronization using priority factors, attribute bits, and compression/quantization techniques.Gained experience deploying applications using cloud services, deploying to the Google Play Store, and implementing serverside verification of in-app purchases.Air Support Control Officer/Platoon Commander,01/2010to11/2013JAVA DEVELOPER SANDGLASS GAMES LLC–,,Responsible for the accountability, professional conduct, operational performance, as well as physical and mental welfare of detachment Marines.Acted as a subject matter expert and liaison between the Marine Air Command and Control System and United Kingdom Task Force Helmand personnel, facilitating the free flow of information between coalition partners regarding air operations and assisting in the deconfliction of hundreds of air support requests and airXXX control measures.",
"Allergan Data Labs is on a mission to transform the Allergan Aesthetics beauty business at AbbVie, one of the largest pharmaceutical companies in the world. Our iconic brands include BOTOX Cosmetic, CoolSculpting, JUVDERM and more.\n\nAllergan Data Labs is on a mission to transform the Allergan Aesthetics beauty business at Abbvie, one of the largest pharmaceutical companies in the world. Allergan Aesthetics brands include Botox, CoolSculpting, Juvderm and many more. The medical aesthetics business is ripe for disruption and we're building a high performing Data Science and Engineering team to do just that.\n\nOur team has successfully launched a new and innovative technology platform, All, which serves millions of consumers, tens of thousands of aesthetics providers, and thousands of colleagues throughout the US. Since its launch in November 2020, All has delivered curated promotions, personalized experiences, and millions of consumers use it as part of their beauty journey.\n\nWe're looking for a Senior Data Engineer interested in working within a startup-oriented environment while having the backing of a very large company. If that's you, please read on.\n\nYou Will\nWork with cross functional partners - Data Scientists, Engineers, Product Managers to understand and deliver data needs.Champion code quality, reusability, scalability, security and help make strategic architecture decisions with the lead engineerDesign, build and launch extremely efficient and reliable data pipelines to move data across a number of platforms including Data Warehouse, online caches and real-time systems.Build product-focused datasets and scalable, fault-tolerant pipelines.Build data quality checks, data anomaly detection, and optimize pipelines for ideal compute and storage.Develop APIs and Microservices to expose and integrate data products with software systems\nRequired Experience & Skills\n5+ years of experience as a Data Engineer writing code to extract, ingest, process and store data within SQL, NoSQL and MPP databases like SnowflakeStrong development experience with Python (or ScalaJava)Experience with complex SQL, batch and streaming pipelines with Apache Spark framework.Knowledge of relational and dimensional data modelingExperience with data quality checks, data validation and data anomaly detection.Experience with workflow management engines like AirflowExperience with Git, CICD pipelines, Docker, KubernetesExperience with architecting solutions on AWS or similar public clouds.Experience with Microservices and Event Driven Architecture\nAdditional Desired Competencies\nExperience with offline and online feature engineering solutions for Machine LearningPrevious domain knowledge in the digital marketingExperience with API development to expose data productsExperience with building Data and ML platforminfrastructure\nPerks\nCompetitive salary.Competitive annual bonus targets.401k with dollar-for-dollar match, up to 6% of eligible earnings (base, bonus). Plus, additional company contribution.RSU grants (Long Term Incentives) for approved roles.Comprehensive medical, dental, vision and life insurance.17 paid holidays per year, including 3 floating holidays.Annual Paid Time Off (PTO), with separate sick daysGenerous discounts on SkinMedica skin care products.Discounted aesthetic treatment days multiple times a year.$600 worth of Alle benefits each year to use towards aesthetic treatments and products.Eligible for donation matching to over 1.5 million nonprofit organizations.\nApplicable only to applicants applying to a position in any location with pay disclosure requirements under state or local law:\nThe compensation range described below is the range of possible base pay compensation that the Company believes in good faith it will pay for this role at the time of this posting based on the job grade for this position. Individual compensation paid within this range will depend on many factors including geographic location, and we may ultimately pay more or less than the posted range. This range may be modified in the future.We offer a comprehensive package of benefits including paid time off. (vacation, holidays, sick), medicaldentalvision insurance and 401(k) to eligible employees.This job is eligible to participate in our short-term incentive programs.This job is eligible to participate in our long-term incentive programs.\nNote: No amount of pay is considered to be wages or compensation until such amount is earned, vested and determinable. The amount and availability of any bonus, commission, incentive, benefits, or any other form of compensation and benefits that are allocable to a particular employee remains in the Company's sole and absolute discretion unless and until paid and may be modified at the Company's sole and absolute discretion, consistent with applicable law.\n\nCompensation Range (Minimum - Maximum)\n\n$109,500$208,000 USD\n\nCore Values\nBe Humble: You're smart yet always interested in learning from others.Work Transparently: You always deal in an honest, direct and transparent way.Take Ownership: You embrace responsibility and find joy in having the answers.Learn More: Through blog posts, newsletters, podcasts, video tutorials and meetups you regularly self educate and improve your skill set.Show Gratitude: You show appreciation and return kindness to those you work with.\nPerks For Our Full Time Employees\nCompetitive salary.Competitive annual bonus targets.401k with dollar for dollar match, up to 6% of eligible earnings (base, bonus). Plus additional company contribution.RSU grants (Long Term Incentives) for approved roles.Comprehensive medical, dental, vision and life insurance.17 paid holidays per year, including 3 floating holidays.Annual Paid Time Off (PTO), with separate sick days12 weeks paid Parental LeaveCaregiver LeaveAdoption and Surrogacy Assistance PlanFlexible workplace accommodations.We celebrate our wins with opportunities to attend Lakers, Knicks, Anaheim Ducks, Anaheim Angels and NY Rangers games.Opportunities to attend concerts, festivals and other live entertainment events in recognition of delivering great work.Tuition reimbursement.Attend a tech or marketing conference of your choice each year.A MacBook Pro and accompanying hardware to do great work.A modern productivity toolset to get work done: Slack, Miro, Loom, Lucid, Google Docs, Atlassian and more.Generous discounts on SkinMedica skin care products.Discounted aesthetic treatment days multiple times a year.$600 worth of Alle benefits each year to use towards aesthetic treatments and products.Eligible for donation matching to over 1.5 million nonprofit organizations.Attend AWS Re:Invent in person (Las Vegas) or virtually each year (for certain roles)",
"You're ready to gain the skills and experience needed to grow within your role and advance your career - and we have the perfect software engineering opportunity for you.\nAs a Software Engineer II at JPMorgan Chase within the Consumer & Community Banking - Authentication Team, you are part of an agile team that works to enhance, design, and deliver the software components of the firm's state-of-the-art technology products in a secure, stable, and scalable way. As an emerging member of a software engineering team, you execute software solutions through the design, development, and technical troubleshooting of multiple components within a technical product, application, or system, while gaining the skills and experience needed to grow within your role.\nJob Responsibilities\nExecutes standard software solutions, design, development, and technical troubleshootingWrites secure and high-quality code using the syntax of at least one programming language with limited guidanceDesigns, develops, codes, and troubleshoots with consideration of upstream and downstream systems and technical implicationsApplies knowledge of tools within the Software Development Life Cycle toolchain to improve the value realized by automationApplies technical troubleshooting to break down solutions and solve technical problems of basic complexityGathers, analyzes, and draws conclusions from large, diverse data sets to identify problems and contribute to decision-making in service of secure, stable application developmentLearns and applies system processes, methodologies, and skills for the development of secure, stable code and systemsAdds to team culture of diversity, equity, inclusion, and respect\nRequired Qualifications, Capabilities, And Skills\nDemonstrable ability to code in JavaFormal training or certification on software engineering concepts and 2+ years applied experienceHands-on practical experience in system design, application development, testing, and operational stabilityExperience in developing, debugging, and maintaining code in a large corporate environment with one or more modern programming languages and database querying languagesExperience across the whole Software Development Life CycleExposure to agile methodologies such as CICD, Applicant Resiliency, and SecurityEmerging knowledge of software applications and technical processes within a technical discipline (e.g., cloud, artificial intelligence, machine learning, mobile, etc.)\nPreferred Qualifications, Capabilities, And Skills\nAWS hands on experience preferredFamiliarity with modern front-end technologiesExposure to cloud technologies\nChase is a leading financial services firm, helping nearly half of America's households and small businesses achieve their financial goals through a broad range of financial products. Our mission is to create engaged, lifelong relationships and put our customers at the heart of everything we do. We also help small businesses, nonprofits and cities grow, delivering solutions to solve all their financial needs.\nWe recognize that our people are our strength and the diverse talents they bring to our global workforce are directly linked to our success. We are an equal opportunity employer and place a high value on diversity and inclusion at our company. We do not discriminate on the basis of any protected attribute, including race, religion, color, national origin, gender, sexual orientation, gender identity, gender expression, age, marital or veteran status, pregnancy or disability, or any other basis protected under applicable law. In accordance with applicable law, we make reasonable accommodations for applicants' and employees' religious practices and beliefs, as well as any mental health or physical disability needs.\nThe health and safety of our colleagues, candidates, clients and communities has been a top priority in light of the COVID-19 pandemic. JPMorgan Chase was awarded the \"WELL Health-Safety Rating\" for all of our 6,200 locations globally based on our operational policies, maintenance protocols, stakeholder engagement and emergency plans to address a post-COVID-19 environment.\nAs a part of our commitment to health and safety, we have implemented various COVID-related health and safety requirements for our workforce. Employees are expected to follow the Firm's current COVID-19 or other infectious disease health and safety requirements, including local requirements. Requirements include sharing information including your vaccine card in the firm's vaccine record tool, and may include mask wearing. Requirements may change in the future with the evolving public health landscape. JPMorgan Chase will consider accommodation requests as required by applicable law.\nWe offer a competitive total rewards package including base salary determined based on the role, experience, skill set, and location. For those in eligible roles, discretionary incentive compensation which may be awarded in recognition of individual achievements and contributions. We also offer a range of benefits and programs to meet employee needs, based on eligibility. These benefits include comprehensive health care coverage, on-site health and wellness centers, a retirement savings plan, backup childcare, tuition reimbursement, mental health support, financial coaching and more. Additional details about total compensation and benefits will be provided during the hiring process.\nEqual Opportunity EmployerDisabilityVeterans\nBase PaySalary\nNew York,NY $109,250.00 - $145,000.00 year",
"10627 Software Engineer II (Heroku Architect) \nPurpose: \nThe Heroku Software Engineer II is responsible for analyzing, designing, developing, and implementing software projects and operational maintenance Data hub tasks using Heroku platform. \nEssential Functions: \nEvaluate existing solutions and recommend potential Heroku-enabled enhancements Develops or updates support documentation as needed and leads Peer Review to allow acceptance of systems changes into production Communicates design, requirements, functionality, and limitations of systemsapplications Collaborates with other Business and IT partner teams on successful delivery of product enhancements and support Working with testers and DevOps engineers for testing and deploying web applications on the Heroku platform Partner with team to debug and diagnose complex defects, conduct root cause analysis, and make resolution recommendations. Maintains technical skills and expertise through continuing education and training. \nPlease note this job description is not designed to cover or contain a comprehensive listing of activities, duties or responsibilities that are required of the employee for this job. Duties, responsibilities and activities may change at any time with or without notice. \nBasic Requirements: Bachelors degree in Computer Science, ElectricalElectronic Engineering, Information Technology or another related field or Equivalent 3+ years work experience in software development and three years of Salesforce application development Minimum 2 years professional experience using 3 or more development languages or tools (e.g., Java, J2EE Application Framework) Experience in building solutions on Heroku Platform Knowledge in SQLSOQL and experience in building database schemas. Experience working closely across a variety of teams including product management, other platform developers and end users Understanding the UI design parameters from UI designers Ability to translate technical design options into business and functional impacts Heroku Certification preferred \nSalary Range - $79,800 to $114,103"
]
embeddings = model.encode(sentences)
similarities = model.similarity(embeddings, embeddings)
print(similarities.shape)
# [4, 4] 
