voIsung/bge-reranker-jdcv

CrossEncoder based on BAAI/bge-reranker-base

This is a Cross Encoder model finetuned from BAAI/bge-reranker-base using the sentence-transformers library. It computes scores for pairs of texts, which can be used for text reranking and semantic search.

Model Details

Model Description

• Model Type: Cross Encoder
• Base model: BAAI/bge-reranker-base
• Maximum Sequence Length: 512 tokens
• Number of Output Labels: 1 label

Model Sources

• Documentation: Sentence Transformers Documentation
• Documentation: Cross Encoder Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Cross Encoders on Hugging Face

Usage

Direct Usage (Sentence Transformers)

First install the Sentence Transformers library:

pip install -U sentence-transformers

Then you can load this model and run inference.

from sentence_transformers import CrossEncoder

# Download from the 🤗 Hub
model = CrossEncoder("cross_encoder_model_id")
# Get scores for pairs of texts
pairs = [
    ['*This position requires US Citizenship or Green Card work authorization status* \nMust Haves:Experience facilitating communication between technical teams and business stakeholders to ensure that projects align with organization goals and deliver value.Experience gathering and analyzing business process requirements and proposing solutions. Strong understanding of business process modeling, analysis techniques, and process improvement methodologies.5 years in a Business Analyst role Experience in an Agile team environment  Plusses:RPA Development experience Familiarity with RPA platforms and tools  Day to Day:Insight Global is seeking a Senior level Business Analyst to join the team of a large electric utility company in Oklahoma City, OK. This individual will be joining the Automation and Productivity team. The main responsibilities of this role will be gathering and analyzing requirements, facilitating communication between internal stakeholders and RPA developers, documenting business processes, and assisting the implementation of projects to improve processes and systems', 'Professional SummaryExperienced Data Analyst committed to maintaining cutting edge technical skills and up-to-date industry knowledge.\nSkillsPython and R \xa0proficientTableau, Power BISQL, MySQL, HadoopMicrosoft Excel proficientExcellent communication skillsPhotoshop, SharePoint, Adobe Creative \xa0SuiteHTML5, CSS3, JavaScriptJava, AndroidExcellent problem-solving abilities\nWork History01/2018toPresentData Analyst–Long Island City,,Implementing data pre-processing using python to clean a dataset containing over million entries and generating valuable insights from the clean dataset through visualizations.Using Natural Language Processing toolkit- NLTLK package to perform topic segmentation and analyzing the trends in equipment features over years at John Deere.Using Google Analytics to analyze data of the mobile applications and make data driven decisions to improve customer support and experience.01/2018toPresentTechnology ConsultantJones Lange Lasalle Inc.–,,Providing strategic consulting for a leading company in the electrical data networking industry to implement a governance framework on their intranet portal.Developing a business model for the client to improvise their intranet design, optimizing item placement, usability and searchability.11/2017to01/2018Data Analyst InternHewlett Packard Enterprise–,,Worked with AACSB process manager for data extraction and cleaning using R and analyzed the data using descriptive visualizations in Tableau.Compiled information on faculty activities, collected data for surveys, performed data quality control activities using Microsoft Excel.Transformed the data using data wrangling in a format specified by the management.12/2015to01/2016Application Developer and Content Management InternDo It Best Corp–,,IndiaInteracted with senior professionals to develop and design business processes to enhance the functionality of the Android application.Implemented the business processes on the backend using JSON.Used Tableau for data collected from multiple sites to generate insights for the senior professionals to carry out decision making.\nEducationExpected inDec 2018totoM.S:Information ManagementUniversity of Illinois-Urbana Champaign,ILGPA:Information Management GPA: 3.50Expected inMay 2017totoB.E:Information TechnologyUniversity of Mumbai-Mumbai,GPA:Information Technology GPA: 3.95Expected inMay 2014totoDiploma:Information TechnologyShri Bhagubhai Mafatlal Polytechnic-,GPA:Information Technology GPA: 3.75\nSkillsAdobe Illustrator, Photoshop, Big Data, BI, Business Intelligence, business processes, Business Research, Competitive Intelligence, consulting, CSS3, Client, customer support, Data Processing, Data Mining, Data Modelling, Data Visualization, Database Management, decision making, features, Google Analytics, HTML5, Java, JavaScript, JSON, Knowledge Management, lEADERSHIP, Microsoft Excel, Microsoft Office, SharePoint, MySQL, Natural Language Processing, networking, Programming, Project Management, Python, quality control, SQL, Statistics, strategic, surveys, Tableau'],
    ['Purpose StatementThe Software Engineering Manager will be responsible for hiring and leading technical teams within our digital & IT department. This leader should have a vision and technical understanding for modernizing internal software infrastructure and coordinating with and insourcing from external vendors. The position will oversee a staff of internal and consultant developers and will be responsible for architecting and delivering prioritized cross-functional software development needs across websites, portals, CRMs, and ERP platforms. This person should be experienced at developing and following best practices in agile methodologies, building secure applications according to modern best practices. An analytical mindset and ability to resource effectively will be essential for this role. Essential Functions To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. The requirements listed below are representative of the knowledge, skill, andor ability required.\nReasonable accommodations may be made to enable individuals with disabilities to perform the essential functions:Responsibility to analyze, architect, design, develop and support all software application systems.Lead software development team to develop, document and maintain modern web-based applications. Develop and manage software engineering applications utilizing standard development tools.Develop and implement software engineering plans appropriately.Manage all software engineering schedules, budget, and resource allocation.Manage joint development with 3rd party vendors as well as outsourced development.Assist software development team to attain optimal team performance through removing technical obstacles.Help improve team processes and handle resource conflicts when they arise.Provide leadership, development, and technical vision to the engineering team and consultantscontractors across different geographic locations.Collaborate with product teams on priorities, along with infrastructure and security teams for best practices. Skills and Abilities.Strong leadership, communication, organization, and problem-solving skills.Must be highly organized with the ability to effectively prioritize work.Expertise in web-based 3-tier application and security architecture.Experience building consumer-facing web and mobile software solutions at scale, within the agile framework.Ability to influence and adapt to continuous improvement driven change. Qualifications  Education & Experience.A BSMS degree in Computer Science, Software Engineering, or related field.5+ years of technical resource supervision or management experience.10+ years of hands-on professional coding experience.Experience with change management and agile methodologies. Experience with waterfall methodologies would be helpful.Knowledge of common security vulnerabilities and how to mitigate them.Experience with techniques such as input validation, encryption, and secure authentication.Experience with security and compliance. Understanding of data privacy regulations such as GDPR and experience in ensuring applications comply with accessibility and security standards.Strong knowledge of PHP. Experience with CMS systems such as WordPress, Drupal, Shopify, Squarespace, and Joomla.Deep understanding of PHP frameworks such as Slim, Laravel, and Symfony.Good understanding of JavaScriptNode and JavaScript frameworks, such as ReactReact Native, Sencha, Vue.js, etc.Experience with relational, NoSQL, and key-value databases such as MySQL, MongoDB, and Redis.Excellent knowledge of API development. Experience with RESTful APIs using OAuth2JWT tokens and an understanding of the efficient delivery of payloads for mobile devices.Modern understanding of web markup, using HTML5, CSS3, and other related technologies such as Babel, Webpack, TypeScript, LESSSASS, etc.Proficient with GitMercurialSVN.Experience with Docker for containerization for orchestration.Proficiency in writing unit tests, integration tests and end-to-end tests. Familiar with testing frameworks such as PHPUnit, Jest, or Mocha.Experience with Atlassian suite of tools (Jira, Confluence, Bitbucket).', "ProfileSoftware Test Engineer with two years of experience and a recent Computer Information Systems degree. Earned a reputation as a hard worker with a strong work ethic and a team player. Regularly volunteer for extra work or helps others to get the job done.\nSkillsMicrosoft Test Management, Jira, VMWare, Test Complete, Test Execute, SeleniumProgramming: C#, C++, Java, JavaScript, .Net, HTML, XML,Software: Microsoft Office, Microsoft Visio, Microsoft Project, Microsoft Visual Studio, Microsoft Team Foundation ServerCertificationsCompTIA Security+, June 2013, CompTIA A+, May 2013, Microsoft Windows 7, August 2013\nProfessional Experience10/2015toPresentSoftware Test EngineerConduent Incorporated–Elkridge,MD,Work on the software testing for the Navy System for Naval Target Control.Troubleshoot the software to find any imperfections causing issues with the program's functionality.Created test scripts in Word according to the requirements designated by the Navy.Modified the proprietary testing tool to be more efficient for every day work.Helped in the planning and organizing of the software testing for the Navy Command Datalink Program.Verified that the software and hardware were properly working as described in the software requirements.Prepared and maintained the Requirements Verification Traceability Matrix in Excel.Excellent written and verbal communication skills.Ability to work well within a team to accomplish tasks and goals.Tools Used: VMware, Microsoft Office 2016, Microsoft Visio 2015, Microsoft Test Management 2015.12/2014to07/2015Software Test EngineerConduent Incorporated–Harrisburg,PA,Worked as part of team of 8 to monitor small business application to monitor and track bugs in the program.Manually tested the product in Jira for bugs on a daily basis.Team ensured releases were finished on time.Created test scripts in Excel and imported into Jira using a proprietary tool according to requirements.Modified the proprietary testing tool to be more efficient for every day work.Helped in the planning and organizing of the AWS German Language project.Verified bugs were fixed by developers in a timely manner and working properly within the product.Selected to write and scripted test cases for localization of product in the German market.Created and maintained virtual machines for the company's testing environment for potential clients.Accomplished weekly hot fixes for software releases for the company's small business application.Excellent written and verbal communication skills.Ability to work well within a team to accomplish tasks and goals.Tools Used: VMware, Microsoft Office 2013, Jira, Microsoft Visio 2013, Microsoft Test Management 2013.06/2013to10/2014Software Engineer/Quality AssuranceSURVICE Engineering Company, AFLCMC/EZJW–City,STATE,Work with CLASSIFIED Material daily.Programmed in C#, Visual Basic, and C++ to complete and develop projects for the JTCG/ME contract on a daily basis.Troubleshoot programs to find and fix bugs causing issues with the program's functionality.Generated Software Description documents and Testing Plan documents from test reports.Created test scripts using C# and Visual Basic to detect classification issues within the product.Selected to modify and update Microsoft Team Foundation Server.Developed test scripts for 5 stand-alone programs for the JTCG/ME contract.Setup automation testing for 5 stand-alone programs for the JTCG/ME contract.Prepared the product's Engineering Builds to be shipped to the external developers and customer.Assisted in the setup and maintenance of SQL Server 2014 for the JWS contract.Tools Used:  Microsoft Visual Studio 2013, Microsoft Team Foundation Server 2013, Microsoft Office 2013, and Test Complete/Test Execute.06/2006to12/2007Airborne InfantrymanUnited States Army–City,STATE,Conducted Team Leader duties for an element of 6 personnel.Generated and maintained After Action Review Reports for the Commander.Planned and organized team movements during training missions.Maintained team equipment in excess of $200K on a daily basis.U.S.Army EOD training.Utilized knowledge of Personnel Weapon Systems and US Army EOD training.\nEducation and TrainingExpected inMay 2015totoBS:Computer Information SystemsSaint Leo University-Saint Leo,FLGPA:GPA: 3.566Computer Information Systems GPA: 3.566\nSkills.Net, A+, Army, automation, C++, hardware, clients, XML, German, HTML, Java, JavaScript, Team Leader, market, C#, Excel, Microsoft Office, Microsoft Project, Microsoft Visio, Microsoft Windows 7, Word, Navy, Naval, organizing, Personnel, Programming, scripts, software testing, SQL Server, Troubleshoot, verbal communication skills, Visual Basic, Microsoft Visual Studio, Excellent written"],
    ['-> Share resume to shan@imrsoft.com\nJob Title : JDE Business AnalystLocation : REMOTE\nMandatory Skills : JDE World Homebuilder\n Job Description : \nExtensive experience (>10 years) in JDE World Homebuilder, Job Cost, and Procurement module functions functionality and associated business processes. (Primary)Hands on Experience in World and E1 will be added advantage.Experience working in migration of JDE World to EnterpriseOne.Experience in data preparation, conversion and validation World to E1 migration.Works effectively in a collaborative environment with project team peers, leadership and vendors.', "Career OverviewMerrimack College Alumnus possessing a strong aptitude and interest in topics of Mathematics and Finance. Currently employed at AIR Worldwide as an SQA Engineer III. Additionally I have further developed my skill sets and broadened my professional expertise through two internships with Fidelity Investments.\nQualificationsSQL, C++, C#\n*Microsoft Office Suite\nEducation and TrainingMerrimack CollegeNorth Andover,MAExpected inMay 2014––B.A:Mathematics-GPA:Mathematics,Expected in––B.S:Business Administration Finance-GPA:3.17Business Administration Finance 3.17 Member of Pi Mu Epsilon: National Mathematics Honor Society,Expected inJuly 2016––Exam P/1          September 2014\nExam FM/2          October 2015\nExam MFE/3          Expected:-GPA:\nWork ExperienceAbbott Laboratories-Software Quality Assurance Engineer IIAugusta,GA,11/2014-PresentEnsure the quality of flagship product Touchstone, a platform for assessing the catastrophic risk associated with an insurer's portfolio, through quality assurance methods, performance benchmarking and bug testing.Utilize automated testing to ensure the addition of new features/bug fixes does not result in performance and quality regressions.Regularly present findings to stakeholders in order to aid in the decision making process of prioritizing new features and bug fixes.Hca-Process Innovation InternWest Hills,CA,06/2013-08/2013Developed a process map detailing the workflows and deliverables of the various Asset Management divisions in support of their multi-year business plans.Collaborated with business unit representatives to understand the interdependencies across teams, in an effort to streamline internal operations.Fidelity Investments-Global Data Services InternCity,STATE,05/2012-08/2012Worked closely with members of the Investment Services team in order to develop an acute understanding of their data needs regarding department wide investment decisions.Led quality assurance of data received from Bloomberg, Morningstar and other industry resources to ensure accurate global security reference data.\nSkillsstreamline, Asset Management, benchmarking, Bloomberg, business plans, C++, decision making, features, financial analyses, Mathematics, C#, Microsoft Office Suite, quality, quality assurance, FM, SQL"],
    ["X is Alphabets moonshot factory. We are a diverse group of inventors and entrepreneurs who build and launch technologies that aim to improve the lives of millions, even billions, of people. Our goal: 10x impact on the worlds most intractable problems, not just 10% improvement. We approach projects that have the aspiration and riskiness of research with the speed and ambition of a startup.\nAbout The Team\nTidal is a team at X working on a moonshot to protect the ocean and preserve its ability to support life and help feed humanity, sustainably. Our initial area of focus is on developing hardware and software technologies that bring greater visibility and understanding of whats happening under the water. Learn more about Project Tidal .\nAbout The Role\nProject Tidal is looking for a software engineer to design critical applications using machine learning and computer vision models for real world use cases, working closely with customers and partners to deploy solutions. This is an opportunity to work end to end with revolutionary hardware, real world customer applications, and cutting edge technologies. If you love to work on challenging and real world problems, please apply!\nHow You Will Make 10X Impact\nDesign and implement applications using machine learning and computer vision models to find solutions for real world problems.Develop hybrid enterprise applications with solid API support.Work closely with customers and partners to simplify solutions.Build insights to help customers visualize and analyze the trend to further optimize their business.\nWhat You Should Have\nBachelor's degree in Computer Science, a related technical field involving softwaresystems engineering, or equivalent practical experience.4+ years of software development experience.Strong programming skills (preferred Golang, C++ or Python).Solid data analysis and troubleshooting skills.Experience in developing large scale cloud applications using APIs and developer platforms.Excellent communication skills.\nI'd Be Great If You Also Have These\nExperience working with IoT andor sensors.Knowledge of ML models and pipelines.Experience working with large enterprise customers.", 'Professional SummaryArdent and intelligent software engineer capable of providing sterling service using my technical prowess, hard working nature and interpersonal skills.\nSkillsJava, C, C++, XML, HTML, CSS, JavaScript, Spring MVC, RESTful Web Services, J2EE-JSP, Servlet, JDBC, SQL - MySQL, Oracle, SQL Server, Hadoop-MapReduce, Hive. · MATLAB-programming and Modeling, Neural Network Regression Tool, Genetic Programming GPTIPS Tool.Proficient in developing Machine Learning Algorithms viz. Neural Network, Genetic Algorithms, Genetic Programming, Swarm intelligence based algorithms. · Microsoft Excel Functions, Regression Tool Box and VBA for Data cleansing, normalizing and scaling . · VLSI Chip Designing using CADENCE Tool. · Windows, Linux, Unix. · Eclipse, MS Office, Latex, Visual Studio\nWork History12/2015toPresentSoftware DeveloperRapid Global Business Solutions, Inc–,,Client: State Teachers Retirement System, Ohio.Technologies Used: Java, Spring and Hibernate Frameworks, GWT Framework, RESTful Web Services, XML, JSON, JDBC, JSP, HTML, CSS, Oracle, PL/SQL.08/2013to08/2014Graduate Teaching AssistantPurdue University–,,for the courses: Objected Oriented Programming and Data Structures, Network Security, Data Driven Websites, Engineering Calculus, Unix and C.Grader for the.\nEducationExpected inAugust, 2015totoM.S:Computer Science and EngineeringUniversity of Toledo-,GPA:Computer Science and Engineering GPA: 3.83 / 4.0Expected in2013totoB. E:Electrical and Electronics EngineeringAnna University-,GPA:Electrical and Electronics Engineering GPA: 8.32 / 10.0\nSkillsC++, Calculus, Eclipse, XML, Java, JSP, JavaScript, JDBC, JSON, Linux, Machine Learning, Math, MATLAB, MySQL, Network Security, Oracle, PL/SQL, scaling, SQL, SQL Server, Unix and C, Unix, VBA, Visual Studio'],
    ['Position: Senior Business Analyst (Production Support)Location: Remote  East CoastJob Type: Direct Hire\nJob DescriptionThe Sr. Business Analyst elicits, analyzes, specifies, and validates the needs of business stakeholders. This includes understanding, documenting, and evaluating business processes through interviewing stakeholders. The Sr. Business Analyst elicits, gathers compiles and documents user requirements and translates them into functional requirements for technology solutions with an eye to improving processes and systems, enhancing their sustainability, and delivering maximum return on investment. The Sr. Business Analyst must have a thorough understanding of the business, functional, and technical aspects of the applications used within the portfolio they support.\nCore ResponsibilitiesEvaluate business processes anticipating requirements, uncovering areas for improvement, and eliciting requirements for change.Lead ongoing reviews of business processes and develop optimization strategies.Conduct interviews to gather user requirements via workshops, questionnaires, surveys, site visits, workflow storyboards, use cases, scenarios, and other methods.Prepare business cases which define potential benefits, options for achievingthese benefits through development of new or changed processes, and associated business risks.Assist with the interpretation of user requirements into feasible options and communicate this back to the business stakeholders.Prepare effort estimation.Perform requirements analysis. Document and Communicate the results of the analysis.Translate business requirements into functional requirements in a clear manner that is comprehensible to developersthe project team.Analyze and verify requirements for completeness, consistency, comprehensibility, feasibility, and conformity to standards.Develop and utilize standard templates to accurately and concisely write requirements specifications.Create process models, specifications, diagrams, and charts to provide direction to business owner(s), developers andor the project team.Develop and conduct peer reviews of the business requirements to ensure that requirement specifications are correctly interpreted.Select, adopt and adapt appropriate business analysis methods, tools and techniques; selecting appropriately from predictive (plan-driven) approaches or adaptive (iterativeagile) approaches.Collaborate with stakeholders at all levels, conducting of investigations for strategy studies, business requirements specifications and feasibility studies.Provide leadership, training, coaching, and guidance to junior staff.Collaborate with ITS teams and business partners to evaluate and prioritize work.Triage and analyze incidents and problems. Provide clear analysis results including business impact.Assist test analyst(s) with testing duties as necessary.On-Call andor after-hours work required.Essential CompetenciesProfessionalismPersonal Accountability, Collaboration and Teamwork, Communication, Flexible and Adapts to Change, Service to Customers and Clients\nSkill QualificationsRequired:Proven experience with business and technical requirements analysis, elicitation, modeling, verification, and methodology developmentExceptional analytical and conceptual thinking skillsAbility to influence stakeholders and work closely with them to determine acceptable solutionsExcellent documentation skillsFundamental analytical and conceptual thinking skillsExperience creating detailed reports and giving presentationsExcellent planning, organizational, and time management skillsAbility to create systematic and consistent requirements specifications in both technical and user-friendly languageExceptional analytical and statistical skills with the ability to apply them to systems issues and products as requiredAbility to translate business requirements of packaged solutionsAbility to research and understand packaged solution upgrades both minor and major. Translates the technical upgrade documentation into business terms the end-user can understand to make decision on. Makes recommendation on these upgrades.Experience in in Agile, Waterfall, and Hybrid environmentsUnderstanding of application development and software development life cycle conceptsEffectively participates in teams and moves the team toward completion of goalsSystemsTechnical Knowledge:Basic Technical understanding of the digital platform, cloud applications, web services, server-side components and APIsData analysis skills including ability to perform ad hoc SQL queriesCompetency in Microsoft applications including Word, Excel, PowerPoint Visio and Outlook\nEducation and Experience Qualifications Required:BS or BA with emphasis in computer science, information systems or business administration7-10 or more years related work experience as a business analystPreferred:Certification of Competency in Business Analysis (CCBA) andor Certified Business Analysis professions (CBAP) preferred', 'SummaryTo be a representative of Mechanical, Manufacturing or Quality Engineering.  I have improved the Manufacturing Quality systems through Root Cause and Continuous Improvements in the areas of PCB, Wire Harness, Semiconductor, Road Maintenance and Military Mechanical processes. I worked in areas from Development to High Volume Manufacturing in areas such as Failure Analysis, Yields, Customer Support, Product Delivery, Heavy Equipment, Leadership and Community Involvement. I am currently working toward my ASC QSC Certification.\nHighlightsVoyager, EATS, Crystal Ball, ACAD, Speed, Data View, KEA VT, JMP statistical SW, Documentum, Exceed, Allegro, C programming, Basic, Fortran, HP UX\n*Highway construction, road maintenance and community subdivision street preservation\nExperience01/2015to03/2016Quality Assurance EngineerAmazon Lab126|Burlingame,CA,Missile Systems - RDF Excalibur, Javelin, Major Subs (AMRAAM, AIM-9X, Paveway, SM-6) & Co-Pro.Lead, implement, and improve process and products through the root cause and corrective actions system.Ensure audit readiness for Corporate, RMS, and Local Process Product audits.Confirm product meets Class 3 standards regarding IPC-A-610E-2010 and IPC J-STD-001E-2010.Comply with INTERNATIONAL STANDARDS ISO 9001 and SAE AS9100.Participate in Statistical Process Control on Quality, Test, and wire pull.Generate Certificate of Conformances regarding Products.Complete First Article Inspections on product to ensure product meets drawings and material requirements.Participate in Peer Reviews on work instruction changes.Take part in disposition of discrepant material for use on product lines.Work daily issues and communicate with Program leadership, counterparts, technicians, etc.IPC-A-610 Acceptability of Electronic Assemblies "Certified IPC Specialist".Completed requirements for "RAYTHEON SIX SIGMA SPECIALIST QUALIFICATION".PCB, Cable and Harness, and Mechanical Manufacturing Assemblies.2015 Certified IPC Specialist for end product acceptance criteria for consumer and high reliability printed wiring assemblies\' standards, IPC-A-610 Acceptability of Electronic Assemblies.Raytheon Six Sigma Specialist Qualification.01/2014to08/2014Senior Manufacturing EngineerAbbott Laboratories|Sidney,OH,Lead Engineers in process improvements; work with Manufacturing/Quality to improve processes.Improve product/supplier selection.Supervise technician\'s to uphold ISO production equipment standards, availability and build specialized tooling.Provide quality products and services to the railroad industry worldwide.ISO-certified monitoring, Quality implementation and specifications.IPC Class 2 and Class 3 PCBs, Surface Mount Technology and Through-Hole product lines.Work with equipment and tooling vendors on production equipment selection.Establish assembly processes to maximize efficiency for low to high complexity assemblies that integrate PCB assembly with final assembly requirements.Also provide quick-turn prototype assemblies.Prepare and recommend layouts in production for facility/building maintenance, equipment maintenance, efficiency, quality and cost reduction.12/2010to07/2013Mechanical EngineerLockheed Martin|Courtland,AL,Information Technology Factory Automation - Automated Material Handling Systems.Experience with operational use of AMHS in a silicon manufacturing factory for integrated transport, delivery and storage using automated scheduling and dispatch for two different Equipment platforms.Management of Projects, Suppliers, Piece Parts, Rail Infrastructure, and Maintenance schedules.Product Rail Delivery and Storage for factory.Equipment transport Installs, Inspection, Qualification, Projection and Metrics.Construction Collaboration, Final Decisions, Problem Solving, 5W\'s, 7-Step Method, along with Crisis Management and Recovery.Ensure to delivering the right wafer to the right tool in a timely and efficient manner.Prepare and recommend layouts in production for efficiency, quality and cost reduction.Facility Maintenance interaction.12/2005to12/2010Customer/Product Quality EngineerIntel Corporation|City,STATE,Embedded Communications Group /Digital Home Group / Enterprise Platforms Services Division - Divisional.Main interface between customers and Intel on resolving customer\'s issues quickly.Lead communication with end customers which directly influence the critical success indicators for customer response and closure related to Product Quality & Reliability and Manufacturing standards.Manage collaboration across worldwide GEO teams to share information and coordinate on status worldwide.Reports cover the microprocessors, chipsets, and board system products.Support includes product health summaries, problem identification, problem correlation, electrical evaluations, and failure signature analysis.Works with the Division Quality & Reliability or High Volume Manufacturing factory on completing root cause failure analysis.Provide technical expertise on production build and manufacturing release.12/1999to12/2005Electrical/Thermal Line Yield Analysis EngineerIntel Corporation|City,STATE,Provide automated test, parametric test, and Quality & Reliability investigation support.Deliver baseline support for test vehicle data interpretation, communication of results, management of team resources, manufacturing FOL (Initial Silicon Packaging) & EOL (Test & Final Assembly) modules engagement, task force participation, coordinating product support transfers, new product introductions, Feedback to Design, Suppliers, Test, & Manufacturing on test vehicle yield issues, and meeting timeline deliverables.Drive Product support by establishing & documenting BKM\'s& Flows for failure resolution.Plan, schedule, manage & work priorities to meet technology certifications.Multi task, integrate Platform Maturity Table (PMT) deliverables with other competing technologies.Manage the resources to reduce sampling plans for productivity gains.Provide technical expertise during development, pre-production build and through manufacturing release.06/1995to12/1999Analysis Engineer TechnicianIntel Corporation|City,STATE,Assembly Technology Development - Integration Line Yield.Provide failure analysis using leading edge techniques and equipment to identify root cause failure on test vehicles and functional product.Sustain& manage the HP/UX Tester on test vehicle parametric measurements, test program generation and system maintenance.Multiple product development support on different process timelines on ICT/FX/HPTS/S9K tester fails with INT1/FCPGA, Cartridge, PLGA, C4 Ball Attach, and Inner Lead Bonding platforms or modules.Use of Quality and Reliability laboratories for resource support and investigation results.\nEducationExpected in12/1998totoBachelor of Science Engineering|Mechanical EngineeringArizona State University,,GPA:Mechanical Engineering Power emphasis i.e. Thermodynamics, Heat Transfer and Fluid DynamicsExpected in2003totoProject Management Executive Education Certificate in High Impact Project Management|Arizona State University W. P. Carey School of Business,,GPA:Expected in2006totoCertificate in Robust Design for Six Sigma|Arizona State University Ira A. Fulton School of Engineering,,GPA:\nSkills3D, ACAD, Automation, Basic, Business Objects, C programming, Cable, interpersonal communication, concise, cost reduction, Crisis Management, Crystal, data collection, databases, Delivery, Design of Experiments I, Documentum, edge, equipment maintenance, experiment design, Facility Maintenance, failure analysis, Fortran, functional, HP/UX, HP UX, Information Technology, Inspection, instruction, Intel, interpretation, ISO, ISO 9001, layout, leadership, listening, Maintenance schedules, Mechanical, MES, microprocessors, 9X, Works, Enterprise, Packaging, problem solving, processes, improve processes, improve process, product development, Improve product, Project Management, Quality, quick, relationship management, Reporter, RMS, scheduling, servers, Sigma, Six Sigma, Solder, Statistical Process Control, statistical analysis, Structured, supplier selection, technician, Trainer, Unix, View, wiring, X-rays'],
]
scores = model.predict(pairs)
print(scores.shape)
# (5,)

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    '*This position requires US Citizenship or Green Card work authorization status* \nMust Haves:Experience facilitating communication between technical teams and business stakeholders to ensure that projects align with organization goals and deliver value.Experience gathering and analyzing business process requirements and proposing solutions. Strong understanding of business process modeling, analysis techniques, and process improvement methodologies.5 years in a Business Analyst role Experience in an Agile team environment  Plusses:RPA Development experience Familiarity with RPA platforms and tools  Day to Day:Insight Global is seeking a Senior level Business Analyst to join the team of a large electric utility company in Oklahoma City, OK. This individual will be joining the Automation and Productivity team. The main responsibilities of this role will be gathering and analyzing requirements, facilitating communication between internal stakeholders and RPA developers, documenting business processes, and assisting the implementation of projects to improve processes and systems',
    [
        'Professional SummaryExperienced Data Analyst committed to maintaining cutting edge technical skills and up-to-date industry knowledge.\nSkillsPython and R \xa0proficientTableau, Power BISQL, MySQL, HadoopMicrosoft Excel proficientExcellent communication skillsPhotoshop, SharePoint, Adobe Creative \xa0SuiteHTML5, CSS3, JavaScriptJava, AndroidExcellent problem-solving abilities\nWork History01/2018toPresentData Analyst–Long Island City,,Implementing data pre-processing using python to clean a dataset containing over million entries and generating valuable insights from the clean dataset through visualizations.Using Natural Language Processing toolkit- NLTLK package to perform topic segmentation and analyzing the trends in equipment features over years at John Deere.Using Google Analytics to analyze data of the mobile applications and make data driven decisions to improve customer support and experience.01/2018toPresentTechnology ConsultantJones Lange Lasalle Inc.–,,Providing strategic consulting for a leading company in the electrical data networking industry to implement a governance framework on their intranet portal.Developing a business model for the client to improvise their intranet design, optimizing item placement, usability and searchability.11/2017to01/2018Data Analyst InternHewlett Packard Enterprise–,,Worked with AACSB process manager for data extraction and cleaning using R and analyzed the data using descriptive visualizations in Tableau.Compiled information on faculty activities, collected data for surveys, performed data quality control activities using Microsoft Excel.Transformed the data using data wrangling in a format specified by the management.12/2015to01/2016Application Developer and Content Management InternDo It Best Corp–,,IndiaInteracted with senior professionals to develop and design business processes to enhance the functionality of the Android application.Implemented the business processes on the backend using JSON.Used Tableau for data collected from multiple sites to generate insights for the senior professionals to carry out decision making.\nEducationExpected inDec 2018totoM.S:Information ManagementUniversity of Illinois-Urbana Champaign,ILGPA:Information Management GPA: 3.50Expected inMay 2017totoB.E:Information TechnologyUniversity of Mumbai-Mumbai,GPA:Information Technology GPA: 3.95Expected inMay 2014totoDiploma:Information TechnologyShri Bhagubhai Mafatlal Polytechnic-,GPA:Information Technology GPA: 3.75\nSkillsAdobe Illustrator, Photoshop, Big Data, BI, Business Intelligence, business processes, Business Research, Competitive Intelligence, consulting, CSS3, Client, customer support, Data Processing, Data Mining, Data Modelling, Data Visualization, Database Management, decision making, features, Google Analytics, HTML5, Java, JavaScript, JSON, Knowledge Management, lEADERSHIP, Microsoft Excel, Microsoft Office, SharePoint, MySQL, Natural Language Processing, networking, Programming, Project Management, Python, quality control, SQL, Statistics, strategic, surveys, Tableau',
        "ProfileSoftware Test Engineer with two years of experience and a recent Computer Information Systems degree. Earned a reputation as a hard worker with a strong work ethic and a team player. Regularly volunteer for extra work or helps others to get the job done.\nSkillsMicrosoft Test Management, Jira, VMWare, Test Complete, Test Execute, SeleniumProgramming: C#, C++, Java, JavaScript, .Net, HTML, XML,Software: Microsoft Office, Microsoft Visio, Microsoft Project, Microsoft Visual Studio, Microsoft Team Foundation ServerCertificationsCompTIA Security+, June 2013, CompTIA A+, May 2013, Microsoft Windows 7, August 2013\nProfessional Experience10/2015toPresentSoftware Test EngineerConduent Incorporated–Elkridge,MD,Work on the software testing for the Navy System for Naval Target Control.Troubleshoot the software to find any imperfections causing issues with the program's functionality.Created test scripts in Word according to the requirements designated by the Navy.Modified the proprietary testing tool to be more efficient for every day work.Helped in the planning and organizing of the software testing for the Navy Command Datalink Program.Verified that the software and hardware were properly working as described in the software requirements.Prepared and maintained the Requirements Verification Traceability Matrix in Excel.Excellent written and verbal communication skills.Ability to work well within a team to accomplish tasks and goals.Tools Used: VMware, Microsoft Office 2016, Microsoft Visio 2015, Microsoft Test Management 2015.12/2014to07/2015Software Test EngineerConduent Incorporated–Harrisburg,PA,Worked as part of team of 8 to monitor small business application to monitor and track bugs in the program.Manually tested the product in Jira for bugs on a daily basis.Team ensured releases were finished on time.Created test scripts in Excel and imported into Jira using a proprietary tool according to requirements.Modified the proprietary testing tool to be more efficient for every day work.Helped in the planning and organizing of the AWS German Language project.Verified bugs were fixed by developers in a timely manner and working properly within the product.Selected to write and scripted test cases for localization of product in the German market.Created and maintained virtual machines for the company's testing environment for potential clients.Accomplished weekly hot fixes for software releases for the company's small business application.Excellent written and verbal communication skills.Ability to work well within a team to accomplish tasks and goals.Tools Used: VMware, Microsoft Office 2013, Jira, Microsoft Visio 2013, Microsoft Test Management 2013.06/2013to10/2014Software Engineer/Quality AssuranceSURVICE Engineering Company, AFLCMC/EZJW–City,STATE,Work with CLASSIFIED Material daily.Programmed in C#, Visual Basic, and C++ to complete and develop projects for the JTCG/ME contract on a daily basis.Troubleshoot programs to find and fix bugs causing issues with the program's functionality.Generated Software Description documents and Testing Plan documents from test reports.Created test scripts using C# and Visual Basic to detect classification issues within the product.Selected to modify and update Microsoft Team Foundation Server.Developed test scripts for 5 stand-alone programs for the JTCG/ME contract.Setup automation testing for 5 stand-alone programs for the JTCG/ME contract.Prepared the product's Engineering Builds to be shipped to the external developers and customer.Assisted in the setup and maintenance of SQL Server 2014 for the JWS contract.Tools Used:  Microsoft Visual Studio 2013, Microsoft Team Foundation Server 2013, Microsoft Office 2013, and Test Complete/Test Execute.06/2006to12/2007Airborne InfantrymanUnited States Army–City,STATE,Conducted Team Leader duties for an element of 6 personnel.Generated and maintained After Action Review Reports for the Commander.Planned and organized team movements during training missions.Maintained team equipment in excess of $200K on a daily basis.U.S.Army EOD training.Utilized knowledge of Personnel Weapon Systems and US Army EOD training.\nEducation and TrainingExpected inMay 2015totoBS:Computer Information SystemsSaint Leo University-Saint Leo,FLGPA:GPA: 3.566Computer Information Systems GPA: 3.566\nSkills.Net, A+, Army, automation, C++, hardware, clients, XML, German, HTML, Java, JavaScript, Team Leader, market, C#, Excel, Microsoft Office, Microsoft Project, Microsoft Visio, Microsoft Windows 7, Word, Navy, Naval, organizing, Personnel, Programming, scripts, software testing, SQL Server, Troubleshoot, verbal communication skills, Visual Basic, Microsoft Visual Studio, Excellent written",
        "Career OverviewMerrimack College Alumnus possessing a strong aptitude and interest in topics of Mathematics and Finance. Currently employed at AIR Worldwide as an SQA Engineer III. Additionally I have further developed my skill sets and broadened my professional expertise through two internships with Fidelity Investments.\nQualificationsSQL, C++, C#\n*Microsoft Office Suite\nEducation and TrainingMerrimack CollegeNorth Andover,MAExpected inMay 2014––B.A:Mathematics-GPA:Mathematics,Expected in––B.S:Business Administration Finance-GPA:3.17Business Administration Finance 3.17 Member of Pi Mu Epsilon: National Mathematics Honor Society,Expected inJuly 2016––Exam P/1          September 2014\nExam FM/2          October 2015\nExam MFE/3          Expected:-GPA:\nWork ExperienceAbbott Laboratories-Software Quality Assurance Engineer IIAugusta,GA,11/2014-PresentEnsure the quality of flagship product Touchstone, a platform for assessing the catastrophic risk associated with an insurer's portfolio, through quality assurance methods, performance benchmarking and bug testing.Utilize automated testing to ensure the addition of new features/bug fixes does not result in performance and quality regressions.Regularly present findings to stakeholders in order to aid in the decision making process of prioritizing new features and bug fixes.Hca-Process Innovation InternWest Hills,CA,06/2013-08/2013Developed a process map detailing the workflows and deliverables of the various Asset Management divisions in support of their multi-year business plans.Collaborated with business unit representatives to understand the interdependencies across teams, in an effort to streamline internal operations.Fidelity Investments-Global Data Services InternCity,STATE,05/2012-08/2012Worked closely with members of the Investment Services team in order to develop an acute understanding of their data needs regarding department wide investment decisions.Led quality assurance of data received from Bloomberg, Morningstar and other industry resources to ensure accurate global security reference data.\nSkillsstreamline, Asset Management, benchmarking, Bloomberg, business plans, C++, decision making, features, financial analyses, Mathematics, C#, Microsoft Office Suite, quality, quality assurance, FM, SQL",
        'Professional SummaryArdent and intelligent software engineer capable of providing sterling service using my technical prowess, hard working nature and interpersonal skills.\nSkillsJava, C, C++, XML, HTML, CSS, JavaScript, Spring MVC, RESTful Web Services, J2EE-JSP, Servlet, JDBC, SQL - MySQL, Oracle, SQL Server, Hadoop-MapReduce, Hive. · MATLAB-programming and Modeling, Neural Network Regression Tool, Genetic Programming GPTIPS Tool.Proficient in developing Machine Learning Algorithms viz. Neural Network, Genetic Algorithms, Genetic Programming, Swarm intelligence based algorithms. · Microsoft Excel Functions, Regression Tool Box and VBA for Data cleansing, normalizing and scaling . · VLSI Chip Designing using CADENCE Tool. · Windows, Linux, Unix. · Eclipse, MS Office, Latex, Visual Studio\nWork History12/2015toPresentSoftware DeveloperRapid Global Business Solutions, Inc–,,Client: State Teachers Retirement System, Ohio.Technologies Used: Java, Spring and Hibernate Frameworks, GWT Framework, RESTful Web Services, XML, JSON, JDBC, JSP, HTML, CSS, Oracle, PL/SQL.08/2013to08/2014Graduate Teaching AssistantPurdue University–,,for the courses: Objected Oriented Programming and Data Structures, Network Security, Data Driven Websites, Engineering Calculus, Unix and C.Grader for the.\nEducationExpected inAugust, 2015totoM.S:Computer Science and EngineeringUniversity of Toledo-,GPA:Computer Science and Engineering GPA: 3.83 / 4.0Expected in2013totoB. E:Electrical and Electronics EngineeringAnna University-,GPA:Electrical and Electronics Engineering GPA: 8.32 / 10.0\nSkillsC++, Calculus, Eclipse, XML, Java, JSP, JavaScript, JDBC, JSON, Linux, Machine Learning, Math, MATLAB, MySQL, Network Security, Oracle, PL/SQL, scaling, SQL, SQL Server, Unix and C, Unix, VBA, Visual Studio',
        'SummaryTo be a representative of Mechanical, Manufacturing or Quality Engineering.  I have improved the Manufacturing Quality systems through Root Cause and Continuous Improvements in the areas of PCB, Wire Harness, Semiconductor, Road Maintenance and Military Mechanical processes. I worked in areas from Development to High Volume Manufacturing in areas such as Failure Analysis, Yields, Customer Support, Product Delivery, Heavy Equipment, Leadership and Community Involvement. I am currently working toward my ASC QSC Certification.\nHighlightsVoyager, EATS, Crystal Ball, ACAD, Speed, Data View, KEA VT, JMP statistical SW, Documentum, Exceed, Allegro, C programming, Basic, Fortran, HP UX\n*Highway construction, road maintenance and community subdivision street preservation\nExperience01/2015to03/2016Quality Assurance EngineerAmazon Lab126|Burlingame,CA,Missile Systems - RDF Excalibur, Javelin, Major Subs (AMRAAM, AIM-9X, Paveway, SM-6) & Co-Pro.Lead, implement, and improve process and products through the root cause and corrective actions system.Ensure audit readiness for Corporate, RMS, and Local Process Product audits.Confirm product meets Class 3 standards regarding IPC-A-610E-2010 and IPC J-STD-001E-2010.Comply with INTERNATIONAL STANDARDS ISO 9001 and SAE AS9100.Participate in Statistical Process Control on Quality, Test, and wire pull.Generate Certificate of Conformances regarding Products.Complete First Article Inspections on product to ensure product meets drawings and material requirements.Participate in Peer Reviews on work instruction changes.Take part in disposition of discrepant material for use on product lines.Work daily issues and communicate with Program leadership, counterparts, technicians, etc.IPC-A-610 Acceptability of Electronic Assemblies "Certified IPC Specialist".Completed requirements for "RAYTHEON SIX SIGMA SPECIALIST QUALIFICATION".PCB, Cable and Harness, and Mechanical Manufacturing Assemblies.2015 Certified IPC Specialist for end product acceptance criteria for consumer and high reliability printed wiring assemblies\' standards, IPC-A-610 Acceptability of Electronic Assemblies.Raytheon Six Sigma Specialist Qualification.01/2014to08/2014Senior Manufacturing EngineerAbbott Laboratories|Sidney,OH,Lead Engineers in process improvements; work with Manufacturing/Quality to improve processes.Improve product/supplier selection.Supervise technician\'s to uphold ISO production equipment standards, availability and build specialized tooling.Provide quality products and services to the railroad industry worldwide.ISO-certified monitoring, Quality implementation and specifications.IPC Class 2 and Class 3 PCBs, Surface Mount Technology and Through-Hole product lines.Work with equipment and tooling vendors on production equipment selection.Establish assembly processes to maximize efficiency for low to high complexity assemblies that integrate PCB assembly with final assembly requirements.Also provide quick-turn prototype assemblies.Prepare and recommend layouts in production for facility/building maintenance, equipment maintenance, efficiency, quality and cost reduction.12/2010to07/2013Mechanical EngineerLockheed Martin|Courtland,AL,Information Technology Factory Automation - Automated Material Handling Systems.Experience with operational use of AMHS in a silicon manufacturing factory for integrated transport, delivery and storage using automated scheduling and dispatch for two different Equipment platforms.Management of Projects, Suppliers, Piece Parts, Rail Infrastructure, and Maintenance schedules.Product Rail Delivery and Storage for factory.Equipment transport Installs, Inspection, Qualification, Projection and Metrics.Construction Collaboration, Final Decisions, Problem Solving, 5W\'s, 7-Step Method, along with Crisis Management and Recovery.Ensure to delivering the right wafer to the right tool in a timely and efficient manner.Prepare and recommend layouts in production for efficiency, quality and cost reduction.Facility Maintenance interaction.12/2005to12/2010Customer/Product Quality EngineerIntel Corporation|City,STATE,Embedded Communications Group /Digital Home Group / Enterprise Platforms Services Division - Divisional.Main interface between customers and Intel on resolving customer\'s issues quickly.Lead communication with end customers which directly influence the critical success indicators for customer response and closure related to Product Quality & Reliability and Manufacturing standards.Manage collaboration across worldwide GEO teams to share information and coordinate on status worldwide.Reports cover the microprocessors, chipsets, and board system products.Support includes product health summaries, problem identification, problem correlation, electrical evaluations, and failure signature analysis.Works with the Division Quality & Reliability or High Volume Manufacturing factory on completing root cause failure analysis.Provide technical expertise on production build and manufacturing release.12/1999to12/2005Electrical/Thermal Line Yield Analysis EngineerIntel Corporation|City,STATE,Provide automated test, parametric test, and Quality & Reliability investigation support.Deliver baseline support for test vehicle data interpretation, communication of results, management of team resources, manufacturing FOL (Initial Silicon Packaging) & EOL (Test & Final Assembly) modules engagement, task force participation, coordinating product support transfers, new product introductions, Feedback to Design, Suppliers, Test, & Manufacturing on test vehicle yield issues, and meeting timeline deliverables.Drive Product support by establishing & documenting BKM\'s& Flows for failure resolution.Plan, schedule, manage & work priorities to meet technology certifications.Multi task, integrate Platform Maturity Table (PMT) deliverables with other competing technologies.Manage the resources to reduce sampling plans for productivity gains.Provide technical expertise during development, pre-production build and through manufacturing release.06/1995to12/1999Analysis Engineer TechnicianIntel Corporation|City,STATE,Assembly Technology Development - Integration Line Yield.Provide failure analysis using leading edge techniques and equipment to identify root cause failure on test vehicles and functional product.Sustain& manage the HP/UX Tester on test vehicle parametric measurements, test program generation and system maintenance.Multiple product development support on different process timelines on ICT/FX/HPTS/S9K tester fails with INT1/FCPGA, Cartridge, PLGA, C4 Ball Attach, and Inner Lead Bonding platforms or modules.Use of Quality and Reliability laboratories for resource support and investigation results.\nEducationExpected in12/1998totoBachelor of Science Engineering|Mechanical EngineeringArizona State University,,GPA:Mechanical Engineering Power emphasis i.e. Thermodynamics, Heat Transfer and Fluid DynamicsExpected in2003totoProject Management Executive Education Certificate in High Impact Project Management|Arizona State University W. P. Carey School of Business,,GPA:Expected in2006totoCertificate in Robust Design for Six Sigma|Arizona State University Ira A. Fulton School of Engineering,,GPA:\nSkills3D, ACAD, Automation, Basic, Business Objects, C programming, Cable, interpersonal communication, concise, cost reduction, Crisis Management, Crystal, data collection, databases, Delivery, Design of Experiments I, Documentum, edge, equipment maintenance, experiment design, Facility Maintenance, failure analysis, Fortran, functional, HP/UX, HP UX, Information Technology, Inspection, instruction, Intel, interpretation, ISO, ISO 9001, layout, leadership, listening, Maintenance schedules, Mechanical, MES, microprocessors, 9X, Works, Enterprise, Packaging, problem solving, processes, improve processes, improve process, product development, Improve product, Project Management, Quality, quick, relationship management, Reporter, RMS, scheduling, servers, Sigma, Six Sigma, Solder, Statistical Process Control, statistical analysis, Structured, supplier selection, technician, Trainer, Unix, View, wiring, X-rays',
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Evaluation

Metrics

Cross Encoder Correlation

• Dataset: val
• Evaluated with CECorrelationEvaluator

Metric	Value
pearson	0.6405
spearman	0.6395

Training Details

Training Dataset

Unnamed Dataset

• Size: 4,368 training samples
• Columns: sentence_0, sentence_1, and label
• Approximate statistics based on the first 1000 samples:

  	sentence_0	sentence_1	label
  type	string	string	float
  details	min: 72 characters mean: 2754.52 characters max: 7669 characters	min: 1547 characters mean: 5782.01 characters max: 23309 characters	min: 0.0 mean: 0.37 max: 1.0

• Samples:

  sentence_0	sentence_1	label
  This position requires US Citizenship or Green Card work authorization status Must Haves:Experience facilitating communication between technical teams and business stakeholders to ensure that projects align with organization goals and deliver value.Experience gathering and analyzing business process requirements and proposing solutions. Strong understanding of business process modeling, analysis techniques, and process improvement methodologies.5 years in a Business Analyst role Experience in an Agile team environment Plusses:RPA Development experience Familiarity with RPA platforms and tools Day to Day:Insight Global is seeking a Senior level Business Analyst to join the team of a large electric utility company in Oklahoma City, OK. This individual will be joining the Automation and Productivity team. The main responsibilities of this role will be gathering and analyzing requirements, facilitating communication between internal stakeholders and RPA developers, documenting busines...	Professional SummaryExperienced Data Analyst committed to maintaining cutting edge technical skills and up-to-date industry knowledge. SkillsPython and R  proficientTableau, Power BISQL, MySQL, HadoopMicrosoft Excel proficientExcellent communication skillsPhotoshop, SharePoint, Adobe Creative  SuiteHTML5, CSS3, JavaScriptJava, AndroidExcellent problem-solving abilities Work History01/2018toPresentData Analyst–Long Island City,,Implementing data pre-processing using python to clean a dataset containing over million entries and generating valuable insights from the clean dataset through visualizations.Using Natural Language Processing toolkit- NLTLK package to perform topic segmentation and analyzing the trends in equipment features over years at John Deere.Using Google Analytics to analyze data of the mobile applications and make data driven decisions to improve customer support and experience.01/2018toPresentTechnology ConsultantJones Lange Lasalle Inc.–,,Providing strategic consulting...	0.0
  Purpose StatementThe Software Engineering Manager will be responsible for hiring and leading technical teams within our digital & IT department. This leader should have a vision and technical understanding for modernizing internal software infrastructure and coordinating with and insourcing from external vendors. The position will oversee a staff of internal and consultant developers and will be responsible for architecting and delivering prioritized cross-functional software development needs across websites, portals, CRMs, and ERP platforms. This person should be experienced at developing and following best practices in agile methodologies, building secure applications according to modern best practices. An analytical mindset and ability to resource effectively will be essential for this role. Essential Functions To perform this job successfully, an individual must be able to perform each essential duty satisfactorily. The requirements listed below are representative of the knowledge...	ProfileSoftware Test Engineer with two years of experience and a recent Computer Information Systems degree. Earned a reputation as a hard worker with a strong work ethic and a team player. Regularly volunteer for extra work or helps others to get the job done. SkillsMicrosoft Test Management, Jira, VMWare, Test Complete, Test Execute, SeleniumProgramming: C#, C++, Java, JavaScript, .Net, HTML, XML,Software: Microsoft Office, Microsoft Visio, Microsoft Project, Microsoft Visual Studio, Microsoft Team Foundation ServerCertificationsCompTIA Security+, June 2013, CompTIA A+, May 2013, Microsoft Windows 7, August 2013 Professional Experience10/2015toPresentSoftware Test EngineerConduent Incorporated–Elkridge,MD,Work on the software testing for the Navy System for Naval Target Control.Troubleshoot the software to find any imperfections causing issues with the program's functionality.Created test scripts in Word according to the requirements designated by the Navy.Modified the proprietary te...	0.0
  -> Share resume to shan@imrsoft.com Job Title : JDE Business AnalystLocation : REMOTE Mandatory Skills : JDE World Homebuilder Job Description : Extensive experience (>10 years) in JDE World Homebuilder, Job Cost, and Procurement module functions functionality and associated business processes. (Primary)Hands on Experience in World and E1 will be added advantage.Experience working in migration of JDE World to EnterpriseOne.Experience in data preparation, conversion and validation World to E1 migration.Works effectively in a collaborative environment with project team peers, leadership and vendors.	Career OverviewMerrimack College Alumnus possessing a strong aptitude and interest in topics of Mathematics and Finance. Currently employed at AIR Worldwide as an SQA Engineer III. Additionally I have further developed my skill sets and broadened my professional expertise through two internships with Fidelity Investments. QualificationsSQL, C++, C# *Microsoft Office Suite Education and TrainingMerrimack CollegeNorth Andover,MAExpected inMay 2014––B.A:Mathematics-GPA:Mathematics,Expected in––B.S:Business Administration Finance-GPA:3.17Business Administration Finance 3.17 Member of Pi Mu Epsilon: National Mathematics Honor Society,Expected inJuly 2016––Exam P/1 September 2014 Exam FM/2 October 2015 Exam MFE/3 Expected:-GPA: Work ExperienceAbbott Laboratories-Software Quality Assurance Engineer IIAugusta,GA,11/2014-PresentEnsure the quality of flagship product Touchstone, a platform for assessing the catastrophic risk associated with an insurer's portfolio, thro...	0.0

• Loss: BinaryCrossEntropyLoss with these parameters:

  {
      "activation_fn": "torch.nn.modules.linear.Identity",
      "pos_weight": null
  }
  

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• per_device_train_batch_size: 32
• per_device_eval_batch_size: 32
• num_train_epochs: 10
• fp16: True

All Hyperparameters

Click to expand

• do_predict: False
• eval_strategy: steps
• prediction_loss_only: True
• per_device_train_batch_size: 32
• per_device_eval_batch_size: 32
• gradient_accumulation_steps: 1
• eval_accumulation_steps: None
• torch_empty_cache_steps: None
• learning_rate: 5e-05
• weight_decay: 0.0
• adam_beta1: 0.9
• adam_beta2: 0.999
• adam_epsilon: 1e-08
• max_grad_norm: 1
• num_train_epochs: 10
• max_steps: -1
• lr_scheduler_type: linear
• lr_scheduler_kwargs: None
• warmup_ratio: None
• warmup_steps: 0
• log_level: passive
• log_level_replica: warning
• log_on_each_node: True
• logging_nan_inf_filter: True
• enable_jit_checkpoint: False
• save_on_each_node: False
• save_only_model: False
• restore_callback_states_from_checkpoint: False
• use_cpu: False
• seed: 42
• data_seed: None
• bf16: False
• fp16: True
• bf16_full_eval: False
• fp16_full_eval: False
• tf32: None
• local_rank: -1
• ddp_backend: None
• debug: []
• dataloader_drop_last: False
• dataloader_num_workers: 0
• dataloader_prefetch_factor: None
• disable_tqdm: False
• remove_unused_columns: True
• label_names: None
• load_best_model_at_end: False
• ignore_data_skip: False
• fsdp: []
• fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': 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
• deepspeed: None
• label_smoothing_factor: 0.0
• optim: adamw_torch
• optim_args: None
• group_by_length: False
• length_column_name: length
• project: huggingface
• trackio_space_id: trackio
• ddp_find_unused_parameters: None
• ddp_bucket_cap_mb: None
• ddp_broadcast_buffers: False
• dataloader_pin_memory: True
• dataloader_persistent_workers: False
• skip_memory_metrics: True
• push_to_hub: False
• resume_from_checkpoint: None
• hub_model_id: None
• hub_strategy: every_save
• hub_private_repo: None
• hub_always_push: False
• hub_revision: None
• gradient_checkpointing: False
• gradient_checkpointing_kwargs: None
• include_for_metrics: []
• eval_do_concat_batches: True
• auto_find_batch_size: False
• full_determinism: False
• ddp_timeout: 1800
• torch_compile: False
• torch_compile_backend: None
• torch_compile_mode: None
• include_num_input_tokens_seen: no
• neftune_noise_alpha: None
• optim_target_modules: None
• batch_eval_metrics: False
• eval_on_start: False
• use_liger_kernel: False
• liger_kernel_config: None
• eval_use_gather_object: False
• average_tokens_across_devices: True
• use_cache: False
• prompts: None
• batch_sampler: batch_sampler
• multi_dataset_batch_sampler: proportional
• router_mapping: {}
• learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss	val_spearman
1.0	137	-	0.4381
2.0	274	-	0.5250
3.0	411	-	0.5762
3.6496	500	0.5408	-
4.0	548	-	0.5986
5.0	685	-	0.6106
6.0	822	-	0.6267
7.0	959	-	0.6269
7.2993	1000	0.3935	-
8.0	1096	-	0.6340
9.0	1233	-	0.6381
10.0	1370	-	0.6395

Framework Versions

• Python: 3.12.10
• Sentence Transformers: 5.2.2
• Transformers: 5.0.0
• PyTorch: 2.6.0+cu124
• Accelerate: 1.12.0
• Datasets: 4.5.0
• Tokenizers: 0.22.2

Citation

BibTeX

Sentence Transformers

@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",
}