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 = [
    ['A Los Angeles based entertainment technology firm is seeking an experienced and driven Accounts Payable professional to join their growing team. The ideal candidate should hold a minimum of 3+ years work experience owning and managing the accounts payable function for a fast-paced organization. This is an exciting and unique opportunity for someone looking to continue their career in accounting with a leading firm in the industry. If you are someone with a strong knowledge of accounts payable principals, advanced in Excel, with strong organizational and attention to detail, apply now!\n\nResponsibilities:Managing the full-cycle Accounts Payable process including tracking, coding, keying, and paying all invoices in a timely manner Researching invoices and liaising with external parties, vendors, and production teams Ensures invoices are properly approved and coded (correct GL , correct period, department, cost center etc.) and are entered in the system timely Perform month-end close process including account analysis, account reconciliation, accruals, and resolution of stale dated transitions Vendor Management; reviewing invoices against purchase orders to ensure they match, researching and correcting discrepancies with vendors and production, reconciling statements, setting up new vendors, and issuing 1099s Develop, implement, and maintain systems, policies & procedures to ensure timely, consistent, and efficient workflow \n\nQualifications:Minimum 3-5+ years of direct accounts payable experience Bachelors degree in Accounting or Finance is highly preferred, not required Experience working in a relevant industry; entertainment, technology, manufacturing etc. Advanced in Microsoft Excel (pivot tables and vlookups) is requiredStrong organizational, time management skills, and the ability to handle complex work efficiently and effectivelySelf-starter, independent-worker, proactive, and takes initiative to take on new projectsAbility to work onsite in Los Angeles 5x a week is required\nPlease submit your resume for consideration.\nYou can use WorkGrades to collect and manage your references for free and share them with us or anyone else you choose by visiting workgrades.comhomecandidate. Candidates with references are always preferred by our clients. Now is the most important time to stand out from the crowd. We suggest that you ensure you have updated your LinkedIn profile and that you start collecting your references early.\n We will consider qualified candidates with criminal histories in a manner consistent with the requirements of the Los Angeles Fair Chance Initiative for Hiring.', "SummaryHighly motivated Electrical Project Engineer with expertise in delivering large, complicated engineering projects in the oil and gas industry in the united states and globally, From HV/MV/LV maintenance and hands on experience with power system to engineering, major projects and project management, capable and expert in delivering a cutting-edge FEED, construction, commissioning and close out expertise. Works diligently towards schedule, budget, and scope of each project utilizing internal and external resources to achieve strategic business plan and project goals, passionate and proactive in solving problems and improving the built environment, comfortably working with others on a multi-discipline engineering team.\nHighlightsHV/MV/LV Power System DesignPower System StudiesRelaying and Protection SchemesMajor Projects FEEDEquipment Specification, Design, Selection and FATElectrical specifications development and updatesMentoring and Training\nExperience06/2018toCurrentLead Electrical Project Engineer - STAR ProjectCargill, Inc.–Wa Keeney,KS,Electrical Engineering Lead for South Texas Asset Re-positioning (“STAR”) program, $ 1.5 Billion project with scope split between Fluor Engineering and Worley (Jacobs)Perform Power System studies to support scope development and identify power system requirements and upgradesProject electrical scope development and equipment specificationContract development and negotiationMajor equipment vendor selection, purchase, design drawing reviews, FAT and SATWorked with ABB, Frankfurt to complete the 138 kV GIS equipment design, manufacturing, FAT and SATWorked with ABB, South Boston, Virginia factory to completed the design, manufacturing, FAT and SAT for several large power transformersConstruction Administration phase, processes as built drawings, responds to RFI's, and performs site visits during the construction phase to ensure projects are adhering to specifications and design layoutApplies appropriate techniques, procedures, and criteria to complete assignments, maintaining high level of accuracy, particularly in electrical design documentation for areas of conflict with other disciplinesReviewed and approved design documents, equipment specifications and drawings06/2018toCurrentLead Electrical Project Engineer - TIER3 ProjectCleveland-Cliffs Inc.–Ishpeming,MI,Tier3 project consist of 2 new processing units, Naphtha de-Sulfurization and Sulfur Hydro-treating, 16,000 HP Hydrogen compressor , 200HP-8000HP MV motors , new large scale substation building including 13.8kV switchgear, 4.16kV switchgear and MCC, 480V switchgear and MCC, Battery systems, UPS's for critical process equipment and controls, SCADA system and auxiliary systemsPerformed all electrical equipment design, selection and FATLead and personally performed all electrical equipment SAT'sPerformed substation and major equipment commissioning, lead field commissioning teams, hands on commissioning efforts, troubleshooting any issues during SAT, final commissioning and startupReviewed all electrical drawings red lines for final submission to the vault and handover to plant Operations, this include all electrical on lines , electrical equipment drawings, breaker control schemes, final relay programming, protection relays settingsActed as project electrical SME for design, construction, commissioning, startup and handoverWorked with our major projects document control teams to ensure the project documentation, drawings, equipment data and spare parts are adequate and handed over to the plantWorked with Plant maintenance to train maintenance employee on new equipment and general project equipment operation and maintenanceLead all electrical management of change (MOC) process action items to ensure all regulatory, environmental and company policies are metCarefully and efficiently handled project interpersonal and interdisciplinary conflicts to ensure positive outcome and team cohesivenessTrained plant electrical engineering interns and new employees06/2018toCurrentLead Electrical Project Engineer - WWTP ProjectCleveland-Cliffs Inc.–Mansfield,OH,WWTP project is a challenging plant wide project with several small scopes all over Galveston Bay Refinery. several new and upgraded equipment and challenging integration scopeCoordinated with plant Operations and different departments to secure electrical distribution system outages for tie ins to the existing system and adding new distribution equipmentUtilized Plant Etap model to conduct power flow studies, short circuit analysis and arch flash studiesProvided the project with protection relays coordination studies and settingsReviewed SAT reports and approved equipment startup01/2018to06/2018Electrical Engineer - Major Project EngineeringMarathon Petroleum Company–City,STATE,Monitor large-scale, complex design, and/or electrical construction projects from a professional perspective to ensure compliance with contract specifications and drawingsSupported the PENEX/ISOM unit major project and provided field execution and commissioning supportDetermine improvements, replacements, and re-engineering of electrical equipment to improve power system safety, reliability, and efficiencyPrepare engineering studies, alternative evaluation reports, final designs, and cost estimatesEffectively communicate both orally and in writing with all levels and types of organizations and audiencesLearns basic plant Operations needs and expectations; makes an effort to identify problems and solutions within assigned workReviewed project construction work packages (CWP's)03/2015to01/2018Electrical Reliability EngineerMarathon Petroleum Company–City,STATE,As an electrical reliability engineer my major role was to ensure safe and reliable operation of the plant distribution system and plant electrical equipment at the process unit levelSupported routine maintenance and day to day troubleshooting activitiesLead electrical reliability initiatives to improve overall distribution system safety and reliability also process electrical equipment reliability upgradesManged SAP's electrical equipment record, PM work orders reliability reviewsUtilized several RCM software to collect and analyze data and conduct several reliability studiesSupported electrical distribution foremen in distribution system daily operation/switchingResponsible for all distribution system and electrical equipment PM creation, reviews and supporting electrical PM foremenCoordinate electrical outages for PMs and Turnarounds activitiesAs the power system owner, i was responsible for providing support for engineering department and project teams by reviewing all engineering work packages for new and modified electrical equipment that will be tied in to the plant distribution systemParticipated in new projects electrical equipment FAT's as maintenance representativeConducted majority of the electrical system and electrical equipment related incident investigations, utilizing root cause analysis to identify and create recommendationsLead investigation teams on several major incidents and participated as the electrical SME's for multiple plant wide and major incidentsLead the electrical team to execute several Turnarounds and unit outages electrical PM scopeCreated commissioning procedures for new electrical equipment, including substations and large sync/induction motors07/2014to02/2015Electrical EngineerAlian Consulting Engineers LLc–City,STATE,Design, drafting related services for electrical projects, including power and lighting distribution systems for new buildings and infrastructure, building renovations, power and controls for water and wastewater systems, site utilities, medium voltage systems, short circuit, coordination and arc flash studies, generator systems, photovoltaic systems, field investigations, construction observations, and managing work with other team membersSurvey a wide variety of facilities and processes for determining as-built conditions, energy conservation opportunities, and deficienciesSelects equipment, electrical power and communications systems and devices in schematic, design development and construction document phasesUsed CAD software and equipment to perform assignmentsPerform power density, voltage drop and fault current analysesCollaborate on establishing plans to achieve goals or schedules set by the clientConstruction Administration phase, processes shop drawings, responds to RFI's, and performs site visits during the construction phase to ensure projects are adhering to specifications and design layoutApplies appropriate techniques, procedures, and criteria to complete assignments, maintaining high level of accuracy, particularly in electrical design documentation for areas of conflict with other disciplines2011to07/2014Electrical EngineerCIRTA Electromechanical Contracting And Maintenance LLc–City,STATE,Meets with clients' technical staff to discuss technical information and features.Prepares equipment specifications, inquiry and purchase requisitions for approvalEvaluates vendors' bids and drawings to assure compliance with specificationsReviews and approves design drawings for assigned segment of a projectMonitors subcontracted technical services' activities.Participates in preparation of design guides, guide specifications and contract proposalsParticipates in plant start-ups and field assignments as requiredParticipates in equipment inspections at vendors' facilitiesParticipate with construction personnel concerning construct-ability issues as related to field conditions, sequencing and scheduling of construction activitiesConduct or participate in a field trip to an operating plant or construction site to gather operating data and equipment information\nEducationExpected in2020totoMaster of Science:Engineering ManagementUniversity of Louisville-Louisville, KY,GPA:Expected Graduation date is March 2020. 3.9 GPA.Expected in2007totoBachelor of Science:Electrical EngineeringSudan University of Science and Technology-khartoum,GPA:"],
    ["Job Description\nJr. Java Developer\nDeveloper I - Software Engineering\nWho We Are\nBorn digital, UST transforms lives through the power of technology. We walk alongside our clients and partners, embedding innovation and agility into everything they do. We help them create transformative experiences and human-centered solutions for a better world.\nUST is a mission-driven group of over 29,000+ practical problem solvers and creative thinkers in over 30+ countries. Our entrepreneurial teams are empowered to innovate, act nimbly, and create a lasting and sustainable impact for our clients, their customers, and the communities in which we live.\nWith us, youll create a boundless impact that transforms your careerand the lives of people across the world.\nVisit us at UST.com .\nYou Are\nUST is looking for Jr. Java Developer for one of the leading healthcare providers in the United States. Act under continuous guidance and support to develop, test, and document applications.\nThe Opportunity\nInterpret the applications, features, and component design developing the same in accordance with user stories specifications per the directions providedCode, debug, test. document and communicate productcomponentfeature development stages.Identify and report opportunities to improve efficiency, and quality (e.g. repeatable processes that can be automated)Adhere to project timelines and communicate effectively over e-mails and conversationsConduct unit testing to validate unit-level functionalitiesPractice FAST goals; seek and accept feedbackLearn technology, business domain, and system domain, individually and as recommended by the projectaccount\nThis position description identifies the responsibilities and tasks typically associated with the performance of the position. Other relevant essential functions may be required.\nWhat You Need\nLanguages: Python, JavascriptTypescript, HTML5, CSS, MASM, Java, PHP, MongoDBTools & Technologies: SQL, React, Git, Flask, Node, Express, MongoMongoose, Linux, Maven, SpringMust have one year of experience\nOur full-time, regular associates are eligible for 401K matching, and vacation accrual and are covered from day 1 for paid sick time, healthcare, dental, vision, life, and disability insurance benefits. Depending on the role, some associates may also be eligible for stock options.\nWhat We Believe\nWere proud to embrace the same values that have shaped UST since the beginning. Since day one, weve been building enduring relationships and a culture of integrity. And today, it's those same values that are inspiring us to encourage innovation from everyone to champion diversity and inclusion and to place people at the center of everything we do.\nHumility\nWe will listen, learn, be empathetic, and help selflessly in our interactions with everyone.\nHumanity\nThrough business, we will better the lives of those less fortunate than ourselves.\nIntegrity\nWe honor our commitments and act with responsibility in all our relationships.\nEqual Employment Opportunity Statement\nUST is an Equal Opportunity Employer.\nAll qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or status as a protected veteran.\nUST reserves the right to periodically redefine your roles and responsibilities based on the requirements of the organization andor your performance.", 'Professional SummarySeeking a position in an organization which allows building of technical skills with a \nChallenging role and continuous professional growth\nCore QualificationsDatabasesOracle, MS SQL Server, My SQL, DB2, PostgreSQL,MS AccessLanguagesC++ ,Java , Shell Scripting , PL/SQLInternet TechnologiesPHP, Perl, HTML, JavaScript, JSPSoftware and ToolsMicroStrategy, Informatica, Eclipse , Data Mining -WekaOperating SystemsWindows 7/Vista/XP/2000/9x, Linux\nExperience06/2013toCurrentData & Business Intelligence EngineerJones Lange Lasalle Inc.–,,3+ years of hands-on experience in BI and Data warehousing projects Experience in areas of R-OLAP, M-OLAP, star/snow-flake schema design, report generation, UI design, creation and maintenance of Data Marts/Data warehouses 3+ years of hands-on experience in various database technologies including Oracle, SQL Server , PostgreSQL and DB2 Experienced MicroStrategy developer with expertise in MicroStrategy Desktop, MicroStrategy Web, Dashboards Certified Oracle PL/SQL Developer Associate Good hands on data mining algorithms.For e.g.Classification algorithms like C4.5, Naive Bayesian classifier, Clustering algorithms like K-means, K-meloids, DBSCAN Excellent understanding of ETL techniques and tools Experience in Java Enterprise Edition (Java EE), Java Server Pages (JSP) and Java database Connectivity (JDBC) technologies.Excellent, analytical and communication skills Well acquainted with all stages of SDLC.08/2012to06/2013Data AnalystSolarbridge Technologies–,,Working closely with product team to understand business and responsible for modeling data and designing data warehouse.Responsible for creation, interpretation and management of large datasets to achieve business goals.Identify and solve issues concerning data management to improve data quality.Responsible for data updates, indexing, and maintenance in production database Responsible for developing end to end JAVA application for database migration from PostgreSQL to MySQL Responsible for developing UNIX shell scripts to automate production database scripts.01/2008to01/2011BI and Database Developer–,,Designed and implemented data warehouse and dashboard based solution for the Toll Systems In capacity of a team leader, handled a team of two developers to implement end to end solution for the Toll Systems using dashboards and data warehousing technologies Analyzed various key performance indicators for Toll System such as generated revenue, budgeted amount, forecasted amount and net profit Designed and developed various dashboards to display key performance indicators Designed, developed and deployed the desktop and web based reports using BI and Data warehousing tool MicroStrategy Created and managed oracle application table spaces, tables, views, indexes, schemas, synonyms required for the project Handled deployment and administration of the application in production environments Optimized performance of dashboards by developing summarized oracle database views Analyzed, documented, and transformed user requirements to the technical team Designed and developed database and dashboard based solution for leading retail manufacturer in USA Participated in data warehouse design to provide solutions to various business needs In capacity of a senior database developer designed and developed the PL/SQL stored procedures, functions and packages Worked with the ETL team and managed the user acceptance testing to ensure to data quality Built object prompts like metric prompts and attribute prompts Created facts and metrics using pass through functions like ApplySimple Created transformations for time cycle reports that is fiscal year or month Designed the database and dashboard based solution for leading home construction materials supplier company in USA Created analytical report containing order KPI/analytics, status tracking, ageing analysis, and ranking Top 10 customers Built metrics like conditional and level metrics using MicroStrategy desktop Designed and developed the static SQL, dynamic SQL, PL/SQL stored procedures, functions, packages to extract, transform and migrate data from various data sources to staging database with exception handling Created reports, prompts, provided hyperlinks for drilling/navigation Interacted with End users for creating Customized reports.\nEducationExpected in2013totoMasters:Computer ScienceTexas State University-San Marcos,GPA:Computer ScienceExpected in2008totoBachelor of Engineering:Computer Science-,GPA:Computer Science\nSkillsautomate, BI, C++, Clustering, communication skills, data management, Data Mining, modeling data, data warehouse, Data warehouses, Databases, database, Data warehousing, designing, Eclipse, ETL, HTML, PHP, DB2, indexing, Informatica, Internet Technologies, interpretation, Java, JSP, Java Server Pages (JSP), JavaScript, JDBC, team leader, Linux, materials, MS Access, Windows 7, 2000, 9x, MicroStrategy, migration, MySQL, My SQL, Enterprise, navigation, OLAP, Operating Systems, Oracle 9, Oracle, oracle application, oracle database, developer, Oracle PL/SQL, PL/SQL, Perl, PostgreSQL, profit, quality, retail, SDLC, scripts, Shell Scripting, MS SQL Server, SQL, SQL Server, tables, UNIX shell scripts, UI design, Vista'],
    ["Job Title : Fullstack Java EngineerJob Location: RemoteDuration: Long Term Contract About Edify Technologies:Transforming Businesses with Innovative Digital Solutions!  Headquartered in Naperville, IL, we are a dynamic team with over two decades of industry expertise, dedicated to delivering robust business solutions, staff augmentation, and a comprehensive range of application and web services. As a former recipient of INC. Magazine's prestigious '5000 Fastest Growing Private Companies' award, we take immense pride in our proven track record of success.At Edify Technologies, we partner with both small and large customers globally, empowering them to enhance their technology footprint, reduce unnecessary costs, develop sustainable IT solutions, and gain a competitive edge in today's digital world. We believe in creating an impact through innovation, driving tangible results that propel businesses forward. Join our passionate team and make a difference in the ever-evolving tech landscape!  Join Our Team:Are you a Fullstack Java Engineer, looking for a dynamic opportunity to accelerate your career?  JOB REQUIREMENTS:Required Skills: Minimum 8 years experience in Fullstack Java Engineer (application, integration, solution). 2+ years with event driven architecture, 3+ years with Microservices architecture 4+ years with legacy monolithic architectures. 4+ years hands on experience migrating from one framework to another. Developing scalable, secure, access-controlled Java SOAP and REST service APIs and implementations. Historical and proven knowledge and practical application of Java 8 and above, Spring (Framework, Data JPA, Security, Scheduler), Hibernate (JPA, Validator), JSF (Primefaces), J2EE (EJB and JSP), Oracle 12C and higher, Junit Framework, JMeter, Web Services, slf4j, JavaScript, PERL, XML, and HTML. Understanding and the ability to code in event driven, microservices, and SOA architectures. Court case management experience. Education: B.S. in Computer Science or related field.  We Believe in Diversity & Inclusion:As a minority-owned company, we deeply value and prioritize inclusion and diversity within our organization. We believe that a diverse and inclusive workforce fosters innovation, creativity, and empathy, leading to a richer and more rewarding work environment. We are committed to cultivating a workplace where every team member feels valued, respected, and empowered to contribute their unique perspectives and talents. Join us and be a part of a team that celebrates diversity, cherishes different perspectives, and fosters a collaborative and supportive community.  #InclusionAndDiversity #Empowerment #EdifyTechnologies #JoinOurTeam #Hiring", "SummaryHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market.\nHighlightsMicrosoft Office :\tIntermediate in all the Microsoft Office components( Excel, Word, PowerPoint, Outlook and Access); Very familiar with ( Macros, V-look ups, SQL, calculating formulas and manipulating reports as well as smart view) Running query reports and creating reports.  SAP PeopleSoft:          Navigate within Resource one to retrieve financial reports and run queries\nExperienceAccountant,08/2014toPresentAar Corporation–Rockford,IL,An accountant within the Experimental Therapeutics Research department, which prepares grant, restricted and non-restricted financial reports to  PI's within the department.Create financial models and analysis for all restricted and non-restricted accounts within our department.Prepares monthly financial reports for PI's.Reconcile the ncRNA Core on a monthly basis.Assists with the completion of effort reporting as well as completes Job Data Update Form ( JDUF) via the EPAF system and expense transfers as needed to clear deficit.Assist with the preparation of operating budget.Assist with financial model for specific grants within our department.Monitors and reviews departmental transactions to ensure compliance with established financial controls in accordance with divisional and institutional policies and to ensure applicable revenue and expenses are captured.Communicates with Grants and Contracts to ensure that requests completed in a timely manner.Reviews Open PO on a monthly basis and close all PO's as necessary.Analyzes and evaluates operations of financial systems, prepares recommendations and documents to update fiscal services and other related policies and procedures with respect to operating systems.Assist with the invoicing via ILABS.Construct a macro-enabled reconciliation template which significantly reduces keying errors while maximize reconciliation efficiency.Implemented a macro-enabled reconciliation template, which increased effectiveness by twenty percent and significantly reduced keying errors.Prepares training materials within the department to increase productivity and standardized processes.Completes special projects as assigned by the department Administrator.Staff Accountant,12/2012to08/2014Heico Corp.–Highland Heights,OH,Full cycle accountant for several operating companies within Sysco Foods Company; completed and issued weekly, monthly, and quarterly financial statements to the operating companies for review and submit to the corporate office.Uplaod and run reports in business objects for CFO ofoperating company to review.Verified journal ledger entries of cash and check payments, purchases, expenses and trial balances by examining and authenticating inventory items.Prepared monthly P&L for several operating companies within the Sysco Corporation and research variances, reviewed transactions in the GL for accuracy, and researched transactions that deviate from the purpose of the account.Reconciled aging AR transactions and performed financial analysis, identified and explained deviations from planned or historical data.Assisted in evaluating control systems in the accounting process to ensure operating companies comply with GAAP as well as provided the necessary information to both internal and external auditors on an as needed basis.Reviewed account reconciliation from other accountants in a timely manner.Accountant /Auditor,01/2010to02/2012Prairie View A&M University–City,STATE,Served as both an accountant and auditor within the department of financial services.The role consisted of utilizing software applications to compile, retrieve, and summarize accounting information for analysis and reporting purposes.Examined accounting source documents for accuracy, completeness, and compliance with departmental and state rules, regulations, and agreements.Provided financial trainings for over 240 faculty and staff employees to enforce the rules and regulations of the procurement card set by set the State of Texas procurement regulation.Maintained controlling records required to ensure accuracy of all data entered into the accounting system.Identified and reported situations not in compliance with PVAMU internal controls, policies, and procedures, recommending improvements to the accounting process to optimize internal control.Performed duties in compliance with GAAP, company and department policies and procedures, internal controls and Sarbanes-Oxley requirements.Reviewed expense report for irregularities and recommended corrective measures to improve internal controls.Prepared adjusting and closing entries, statements, and analyze financial operations.\nEducationMasters of Science:Accounting,Expected inMay 2011toPrairie View A&M University-Prairie View,TXGPA:AccountingBBA:Accounting,Expected inDec 2009toPrairie View A&M University-Prairie View,TXGPA:Accounting\nSkillsaccount reconciliation, accounting, accountant, accounting system, AR, budget, business objects, closing, Contracts, financial, financial analysis, financial controls, financial operations, financial reports, financial statements, GL, Grants, inventory, invoicing, ledger, Macros, Access, Excel, Microsoft Office, office, Outlook, PowerPoint, Word, Monitors, operating systems, PeopleSoft, policies, processes, procurement, reporting, Research, SAP, Sarbanes-Oxley, training materials, view"],
    ['Job Title: Software DeveloperLocation: Pittsburgh, PADuration: 6+ MonthsPosition Type  Only W2 Role (No Corp to Corp)Job Description:\nJob Description: A developer (Playbook, Ansible) that understands how DevOps functions. Understand how to check their code into Git and how Jenkins monitors it, cognizant of the automation testing, putting the new test cases into the DevOps pipeline, if it fails being able to turn it around and watch it go through the testing again. Make sure the codeplaybooks are easy to understand and work with not only by the developer but by the team. Communication, collaboration, and trust are very important to the teams success.Responsibilities: Modern and efficient ways of doing tasks than how they are done manually Doing work in an automated waySkills: AnsibleAWXTower- the stronger with Ansible the better (hard requirement; MUST HAVE) Shell scripting Oracle Database queries understanding Reverse engineer programming languages Agile methodologies REST API gitcode reviewtesting CICD Python K8sOpenshiftAbout US Tech Solutions:US Tech Solutions is a global staff augmentation firm providing a wide range of talent on-demand and total workforce solutions. To know more about US Tech Solutions, please visit www.ustechsolutions.com.\nRecruiter Details:\nName: Akash SinghEmail: akash.singh@ustechsolutionsinc.comInternal Reference Id: 23-25608', 'Summary•\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nOver\nThree years of extensive experience as a Front-End UI Developer with solid\nunderstanding of database designing, development and installation of different\nmodules. \n\n•\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nProfessional\nunderstanding of System development life cycle (SDLC) as well as various phases such as Analysis Design,\nDevelopment and Testing. \n\n•\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nExpert\nin developing User Interface (UI) applications and professional web\napplications using JavaScript, JSP, XML,\nHTML5 /DHTML, DOM, XHTML, jQuery, CSS3, and Ajax.• Extensive\nexperience in various UI widgets using JavaScript\nlibraries like Angular.js, Node.js and developing Rich Internet Applications RIA.• Experience\nin implementing Web Services (RESTful/SOAP)\nand REST services.• \xa0Experience\nin \xa0SQL Server and T-SQL\nservers.• Experience in Hadoop,\nHive, Postgres, Cassandra, Mongo.• Sound\nknowledge in working with browsers compatibility issues with browsers like IE, Firefox, Safari, Opera, Chrome.Good\nexperience in automation testing\nwith Mocha and Jasmine using Selenium.• \xa0Good\nExperience in Jasmine framework to\nwrite the unit tests in order to\nprevent the functional defects from being deployed to production.•Good\nknowledge in the configuration management and version control software like TFS, Bit bucket, GitHub.• Highly motivated self-starter, hard worker, team player and research orientated.•Flexible, team player, “get-it-done” personality.\nSkillsProgramming Languages: C, Java, PythonOperating Systems: WindowsDatabase: MySQLWeb Technologies: HTML, CSS, JavaScript, JQuery, Java Servlets, BootstrapProject DetailsPlay TombolaDuration: 30 DaysTeam size: 1 Java, MySQL, CSS, JavaScript, JQuery, HTML, Bootstrap, Java Servlets\nExperienceSoftware Engineer Intern,10/2016-CurrentViasat Inc.–AR,State,Responsibilities:\n\n· \xa0Designed\nFrontend with in VB Scripting.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nDeveloped\nSingle page application using the Router concept.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nUsed\xa0 CISA,\nPYTHON,CISM.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\n\xa0Used Powershell,\xa0 Perl for fast going application.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nImproved the performance of the application by replacing the\nexisting process and controls with most suitable process flow, optimized\nqueries and code snippets\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nIntroduced\nmethodologies and best practices that enhanced product definition, release processes and customization of applications\nto user needs.\nEducation and TrainingMaster Of Science:Information Technology,Expected in--Hyderabad,GPA:Status-Information TechnologyB.Tech:Electrical and Electronics Engineering,Expected in2016--,GPA:Status-Electrical and Electronics Engineering Kakinada with 70.40% marksDiploma:Electrical and Electronics Engineering,Expected in2013--,GPA:Status-Electrical and Electronics Engineering from SBTET Andhra Pradesh with 69.49% marks\n*S.S.C. (2010) from State Board of Andhra Pradesh with 74.00% marks\nSkillsC, CSS, Database, HTML, Java, Java Servlets, JavaScript, JQuery, Windows, MySQL, Operating Systems, Developer, Programming, Python'],
    ["About UsAt Pacific Science & Engineering, were designing human-centered solutions and user interfaces that allow humans to partner effectively and safely with leading edge, high-complexity and high-consequence military and commercial systems. Were a diverse, multi-disciplined team of talented, energetic, and innovative scientists, engineers, analysts, designers, and support professionals working together in an inclusive and collaborative environment. If you are excited to contribute to the future of successful human-technology, Pacific Science & Engineering could be the perfect team for you!\n\nWhat You Will ImpactThe Senior Staff Accountant will take ownership of all aspects of accounting by working closely with the CFO and Finance Team to implement, maintain, and adhere to internal processes and systems. You will be an integral part of our organization where you will champion our guiding principles of technical excellence, teamwork, integrity, and innovation.As the Senior Staff Accountant, you will impact our business by successfully managing all aspects of full cycle accounting and payroll, managing data and reporting, and strategically improving department processes.\nManage company's financials including monthly account reconciliations, general ledger maintenance, journal entries, AR, and payroll processingPrepare and deliver financial status, transaction, P&L, and other necessary reportsCreate and analyze liability, asset, and capital accounts by compiling data and required documentationAssist CFO in annual reportingdisclosures required for government agencies and benefit providersCollaborate with Contracts Team to verify accurate contract reconciliationsEnsure proper and accurate benefits administrationRecommend areas of opportunities to improve current processesContribute to team effort by serving as a mentor and accomplishing related results as neededOther duties as assigned\n\nQualifications & Success FactorsBachelor's degree in Finance or Accounting required3+ years of progressive experience in finance or accounting requiredPrevious payroll, accounting practices, reporting, and data security experienceAbility to operate in compliance of government regulations, DCAA and DCMA preferredRequired knowledge of MS Suite, QuickBooks, and other applications related to accountingDetail-oriented, highly organized, and skilled in multitasking and problem solvingCollaborative and promoter of efficiencies and innovationAble to communicate and influence across multiple departmentsAdvocate for document quality assurance\n\nPerks & BenefitsGenerous Earned Time Off (ETO)11 company holidaysMedical, dental, and vision offeringsFSADCALife Insurance401KCompany equity opportunityProfessional development and growthHybrid work schedulePay range is $78,000 to $85,000", "SummaryHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market.\nSkillsMachine Learning/Data Mining & NLP - Linear Regression, neural networks/deep learning, Naive Bayes, SVM, Logistic Regression,decision trees, K-mean, KNN, N- Grams, edit distance, gradient descentStatistical Programming & Packages - R, Python, NumPy, Matplotlib, scikit-learn, pandas, ggplot2, Shiny, dplyr, caret, e1071,kerasBusiness Intelligence & Visualization - Tableau, Qlik View, Qlik Sense, Excel, OBIEEHadoop Ecosystem Components - Spark, Hive, Sqoop, Flume, Kafka, ImpalaDatabases - Oracle, MySql, PostgreSqlOracle ERP & Fusion Middleware - Oracle E-Business Suite 11i & R12, Oracle SOA, Oracle Service BusOther Languages & Tools - SQL, PL/SQL, core java, Scala, RStudio, Jupyter, SqlDeveloper, Toad, AtomCertifications - Tableau, SQL & PL/SQL\nExperienceData Science & Data Engineer Intern,01/2017-PresentEnvestnet–Secaucus,NJ,Working on Big Data Ingestion using Sqoop for transferring data from multiple MySql database servers to transient storage in\namazon EMR Hcatalog and using Hive to transfer data to persistent storage in amazon S3 bucket\n-> Developing Sqoop and Hive scripts for data ingestion\n-> Using R and spark in amazon EMR for filtering, exploring, analyzing, providing insights on data and developing reports.Oracle Technical Consultant & Data Analyst,02/2013-07/2016First American Corporation–City,,IndiaCreated SQL scripts for daily extracts, ad-hoc requests , reporting and for analyzing large data sets\n-> Designed ER diagrams, conceptual models, logical and physical models, created database objects - Tables, Indexes, Sequences\nand Views\n-> Developed Oracle Business Intelligence reports, created and modified Oracle database objects - Tables, Views and Indexes which\nincreased the performance of Oracle Business Intelligence reports by 60% in production environment\n-> Prepared SQL.Loader scripts for loading data from other systems into oracle ERP system, worked with on-site business team in\nperforming data fixes\n-> Created PL/SQL interfaces for doing business validation, transferring data between ERP modules and loading data to base tables.Data Analyst Intern,11/2012-01/2013CMC Limited–City,,Indiagt; Developed SQL scripts, worked on oracle 11i database and oracle reports.\nEducation and TrainingMaster of Science:Information Systems,Expected inAugust 2017-University of Utah, David Eccles School of Business-Salt Lake City,UtahGPA:Status-Information Systems Data Science and Analytics specialization \n-> Recipient of $15,000 Graduate Fellowship from David Eccles School of Business\nAcademic Capstone Project - Big Data\n-> Building statistical regression and classification models, cleaning, exploring data and developing interactive web interface using R\nShiny, which helps the company to classify clients loan type and predicting the amount of loan they will take in future\nKaggle - House Prices Predictions\n-> Applied different machine learning simple and advanced models on housing predictors for predicting the sales prices of houses,\nused imputation methods for filling missing and null values in the data set\nIndependent Study & Research - Apache Spark using Scala and Python\nRajeev Gandhi Memorial College of Engineering and Technology          IndiaBachelor of Science:Computer Science and Engineering,Expected inMay 2012--,GPA:Status-Computer Science and Engineering Designed `Hand Draw Shape Recognition' interface which helps the user to invoke desired application just by drawing the shape,\nlinked to the application\nSkillsAcademic, ad, Apache, Big Data, Business Intelligence, Draw, clients, Data Mining, Databases, database, E-Business, edit, ERP, filling, drawing, java, Machine Learning, Excel, Middleware, MySql, NLP, networks, neural, Oracle, Oracle database, PL/SQL, PostgreSql, Programming, Python, reporting, Research, sales, servers, scripts, SQL, SQL*Loader, Tableau, Tables, Toad, type, validation, View"],
]
scores = model.predict(pairs)
print(scores.shape)
# (5,)

# Or rank different texts based on similarity to a single text
ranks = model.rank(
    'A Los Angeles based entertainment technology firm is seeking an experienced and driven Accounts Payable professional to join their growing team. The ideal candidate should hold a minimum of 3+ years work experience owning and managing the accounts payable function for a fast-paced organization. This is an exciting and unique opportunity for someone looking to continue their career in accounting with a leading firm in the industry. If you are someone with a strong knowledge of accounts payable principals, advanced in Excel, with strong organizational and attention to detail, apply now!\n\nResponsibilities:Managing the full-cycle Accounts Payable process including tracking, coding, keying, and paying all invoices in a timely manner Researching invoices and liaising with external parties, vendors, and production teams Ensures invoices are properly approved and coded (correct GL , correct period, department, cost center etc.) and are entered in the system timely Perform month-end close process including account analysis, account reconciliation, accruals, and resolution of stale dated transitions Vendor Management; reviewing invoices against purchase orders to ensure they match, researching and correcting discrepancies with vendors and production, reconciling statements, setting up new vendors, and issuing 1099s Develop, implement, and maintain systems, policies & procedures to ensure timely, consistent, and efficient workflow \n\nQualifications:Minimum 3-5+ years of direct accounts payable experience Bachelors degree in Accounting or Finance is highly preferred, not required Experience working in a relevant industry; entertainment, technology, manufacturing etc. Advanced in Microsoft Excel (pivot tables and vlookups) is requiredStrong organizational, time management skills, and the ability to handle complex work efficiently and effectivelySelf-starter, independent-worker, proactive, and takes initiative to take on new projectsAbility to work onsite in Los Angeles 5x a week is required\nPlease submit your resume for consideration.\nYou can use WorkGrades to collect and manage your references for free and share them with us or anyone else you choose by visiting workgrades.comhomecandidate. Candidates with references are always preferred by our clients. Now is the most important time to stand out from the crowd. We suggest that you ensure you have updated your LinkedIn profile and that you start collecting your references early.\n We will consider qualified candidates with criminal histories in a manner consistent with the requirements of the Los Angeles Fair Chance Initiative for Hiring.',
    [
        "SummaryHighly motivated Electrical Project Engineer with expertise in delivering large, complicated engineering projects in the oil and gas industry in the united states and globally, From HV/MV/LV maintenance and hands on experience with power system to engineering, major projects and project management, capable and expert in delivering a cutting-edge FEED, construction, commissioning and close out expertise. Works diligently towards schedule, budget, and scope of each project utilizing internal and external resources to achieve strategic business plan and project goals, passionate and proactive in solving problems and improving the built environment, comfortably working with others on a multi-discipline engineering team.\nHighlightsHV/MV/LV Power System DesignPower System StudiesRelaying and Protection SchemesMajor Projects FEEDEquipment Specification, Design, Selection and FATElectrical specifications development and updatesMentoring and Training\nExperience06/2018toCurrentLead Electrical Project Engineer - STAR ProjectCargill, Inc.–Wa Keeney,KS,Electrical Engineering Lead for South Texas Asset Re-positioning (“STAR”) program, $ 1.5 Billion project with scope split between Fluor Engineering and Worley (Jacobs)Perform Power System studies to support scope development and identify power system requirements and upgradesProject electrical scope development and equipment specificationContract development and negotiationMajor equipment vendor selection, purchase, design drawing reviews, FAT and SATWorked with ABB, Frankfurt to complete the 138 kV GIS equipment design, manufacturing, FAT and SATWorked with ABB, South Boston, Virginia factory to completed the design, manufacturing, FAT and SAT for several large power transformersConstruction Administration phase, processes as built drawings, responds to RFI's, and performs site visits during the construction phase to ensure projects are adhering to specifications and design layoutApplies appropriate techniques, procedures, and criteria to complete assignments, maintaining high level of accuracy, particularly in electrical design documentation for areas of conflict with other disciplinesReviewed and approved design documents, equipment specifications and drawings06/2018toCurrentLead Electrical Project Engineer - TIER3 ProjectCleveland-Cliffs Inc.–Ishpeming,MI,Tier3 project consist of 2 new processing units, Naphtha de-Sulfurization and Sulfur Hydro-treating, 16,000 HP Hydrogen compressor , 200HP-8000HP MV motors , new large scale substation building including 13.8kV switchgear, 4.16kV switchgear and MCC, 480V switchgear and MCC, Battery systems, UPS's for critical process equipment and controls, SCADA system and auxiliary systemsPerformed all electrical equipment design, selection and FATLead and personally performed all electrical equipment SAT'sPerformed substation and major equipment commissioning, lead field commissioning teams, hands on commissioning efforts, troubleshooting any issues during SAT, final commissioning and startupReviewed all electrical drawings red lines for final submission to the vault and handover to plant Operations, this include all electrical on lines , electrical equipment drawings, breaker control schemes, final relay programming, protection relays settingsActed as project electrical SME for design, construction, commissioning, startup and handoverWorked with our major projects document control teams to ensure the project documentation, drawings, equipment data and spare parts are adequate and handed over to the plantWorked with Plant maintenance to train maintenance employee on new equipment and general project equipment operation and maintenanceLead all electrical management of change (MOC) process action items to ensure all regulatory, environmental and company policies are metCarefully and efficiently handled project interpersonal and interdisciplinary conflicts to ensure positive outcome and team cohesivenessTrained plant electrical engineering interns and new employees06/2018toCurrentLead Electrical Project Engineer - WWTP ProjectCleveland-Cliffs Inc.–Mansfield,OH,WWTP project is a challenging plant wide project with several small scopes all over Galveston Bay Refinery. several new and upgraded equipment and challenging integration scopeCoordinated with plant Operations and different departments to secure electrical distribution system outages for tie ins to the existing system and adding new distribution equipmentUtilized Plant Etap model to conduct power flow studies, short circuit analysis and arch flash studiesProvided the project with protection relays coordination studies and settingsReviewed SAT reports and approved equipment startup01/2018to06/2018Electrical Engineer - Major Project EngineeringMarathon Petroleum Company–City,STATE,Monitor large-scale, complex design, and/or electrical construction projects from a professional perspective to ensure compliance with contract specifications and drawingsSupported the PENEX/ISOM unit major project and provided field execution and commissioning supportDetermine improvements, replacements, and re-engineering of electrical equipment to improve power system safety, reliability, and efficiencyPrepare engineering studies, alternative evaluation reports, final designs, and cost estimatesEffectively communicate both orally and in writing with all levels and types of organizations and audiencesLearns basic plant Operations needs and expectations; makes an effort to identify problems and solutions within assigned workReviewed project construction work packages (CWP's)03/2015to01/2018Electrical Reliability EngineerMarathon Petroleum Company–City,STATE,As an electrical reliability engineer my major role was to ensure safe and reliable operation of the plant distribution system and plant electrical equipment at the process unit levelSupported routine maintenance and day to day troubleshooting activitiesLead electrical reliability initiatives to improve overall distribution system safety and reliability also process electrical equipment reliability upgradesManged SAP's electrical equipment record, PM work orders reliability reviewsUtilized several RCM software to collect and analyze data and conduct several reliability studiesSupported electrical distribution foremen in distribution system daily operation/switchingResponsible for all distribution system and electrical equipment PM creation, reviews and supporting electrical PM foremenCoordinate electrical outages for PMs and Turnarounds activitiesAs the power system owner, i was responsible for providing support for engineering department and project teams by reviewing all engineering work packages for new and modified electrical equipment that will be tied in to the plant distribution systemParticipated in new projects electrical equipment FAT's as maintenance representativeConducted majority of the electrical system and electrical equipment related incident investigations, utilizing root cause analysis to identify and create recommendationsLead investigation teams on several major incidents and participated as the electrical SME's for multiple plant wide and major incidentsLead the electrical team to execute several Turnarounds and unit outages electrical PM scopeCreated commissioning procedures for new electrical equipment, including substations and large sync/induction motors07/2014to02/2015Electrical EngineerAlian Consulting Engineers LLc–City,STATE,Design, drafting related services for electrical projects, including power and lighting distribution systems for new buildings and infrastructure, building renovations, power and controls for water and wastewater systems, site utilities, medium voltage systems, short circuit, coordination and arc flash studies, generator systems, photovoltaic systems, field investigations, construction observations, and managing work with other team membersSurvey a wide variety of facilities and processes for determining as-built conditions, energy conservation opportunities, and deficienciesSelects equipment, electrical power and communications systems and devices in schematic, design development and construction document phasesUsed CAD software and equipment to perform assignmentsPerform power density, voltage drop and fault current analysesCollaborate on establishing plans to achieve goals or schedules set by the clientConstruction Administration phase, processes shop drawings, responds to RFI's, and performs site visits during the construction phase to ensure projects are adhering to specifications and design layoutApplies appropriate techniques, procedures, and criteria to complete assignments, maintaining high level of accuracy, particularly in electrical design documentation for areas of conflict with other disciplines2011to07/2014Electrical EngineerCIRTA Electromechanical Contracting And Maintenance LLc–City,STATE,Meets with clients' technical staff to discuss technical information and features.Prepares equipment specifications, inquiry and purchase requisitions for approvalEvaluates vendors' bids and drawings to assure compliance with specificationsReviews and approves design drawings for assigned segment of a projectMonitors subcontracted technical services' activities.Participates in preparation of design guides, guide specifications and contract proposalsParticipates in plant start-ups and field assignments as requiredParticipates in equipment inspections at vendors' facilitiesParticipate with construction personnel concerning construct-ability issues as related to field conditions, sequencing and scheduling of construction activitiesConduct or participate in a field trip to an operating plant or construction site to gather operating data and equipment information\nEducationExpected in2020totoMaster of Science:Engineering ManagementUniversity of Louisville-Louisville, KY,GPA:Expected Graduation date is March 2020. 3.9 GPA.Expected in2007totoBachelor of Science:Electrical EngineeringSudan University of Science and Technology-khartoum,GPA:",
        'Professional SummarySeeking a position in an organization which allows building of technical skills with a \nChallenging role and continuous professional growth\nCore QualificationsDatabasesOracle, MS SQL Server, My SQL, DB2, PostgreSQL,MS AccessLanguagesC++ ,Java , Shell Scripting , PL/SQLInternet TechnologiesPHP, Perl, HTML, JavaScript, JSPSoftware and ToolsMicroStrategy, Informatica, Eclipse , Data Mining -WekaOperating SystemsWindows 7/Vista/XP/2000/9x, Linux\nExperience06/2013toCurrentData & Business Intelligence EngineerJones Lange Lasalle Inc.–,,3+ years of hands-on experience in BI and Data warehousing projects Experience in areas of R-OLAP, M-OLAP, star/snow-flake schema design, report generation, UI design, creation and maintenance of Data Marts/Data warehouses 3+ years of hands-on experience in various database technologies including Oracle, SQL Server , PostgreSQL and DB2 Experienced MicroStrategy developer with expertise in MicroStrategy Desktop, MicroStrategy Web, Dashboards Certified Oracle PL/SQL Developer Associate Good hands on data mining algorithms.For e.g.Classification algorithms like C4.5, Naive Bayesian classifier, Clustering algorithms like K-means, K-meloids, DBSCAN Excellent understanding of ETL techniques and tools Experience in Java Enterprise Edition (Java EE), Java Server Pages (JSP) and Java database Connectivity (JDBC) technologies.Excellent, analytical and communication skills Well acquainted with all stages of SDLC.08/2012to06/2013Data AnalystSolarbridge Technologies–,,Working closely with product team to understand business and responsible for modeling data and designing data warehouse.Responsible for creation, interpretation and management of large datasets to achieve business goals.Identify and solve issues concerning data management to improve data quality.Responsible for data updates, indexing, and maintenance in production database Responsible for developing end to end JAVA application for database migration from PostgreSQL to MySQL Responsible for developing UNIX shell scripts to automate production database scripts.01/2008to01/2011BI and Database Developer–,,Designed and implemented data warehouse and dashboard based solution for the Toll Systems In capacity of a team leader, handled a team of two developers to implement end to end solution for the Toll Systems using dashboards and data warehousing technologies Analyzed various key performance indicators for Toll System such as generated revenue, budgeted amount, forecasted amount and net profit Designed and developed various dashboards to display key performance indicators Designed, developed and deployed the desktop and web based reports using BI and Data warehousing tool MicroStrategy Created and managed oracle application table spaces, tables, views, indexes, schemas, synonyms required for the project Handled deployment and administration of the application in production environments Optimized performance of dashboards by developing summarized oracle database views Analyzed, documented, and transformed user requirements to the technical team Designed and developed database and dashboard based solution for leading retail manufacturer in USA Participated in data warehouse design to provide solutions to various business needs In capacity of a senior database developer designed and developed the PL/SQL stored procedures, functions and packages Worked with the ETL team and managed the user acceptance testing to ensure to data quality Built object prompts like metric prompts and attribute prompts Created facts and metrics using pass through functions like ApplySimple Created transformations for time cycle reports that is fiscal year or month Designed the database and dashboard based solution for leading home construction materials supplier company in USA Created analytical report containing order KPI/analytics, status tracking, ageing analysis, and ranking Top 10 customers Built metrics like conditional and level metrics using MicroStrategy desktop Designed and developed the static SQL, dynamic SQL, PL/SQL stored procedures, functions, packages to extract, transform and migrate data from various data sources to staging database with exception handling Created reports, prompts, provided hyperlinks for drilling/navigation Interacted with End users for creating Customized reports.\nEducationExpected in2013totoMasters:Computer ScienceTexas State University-San Marcos,GPA:Computer ScienceExpected in2008totoBachelor of Engineering:Computer Science-,GPA:Computer Science\nSkillsautomate, BI, C++, Clustering, communication skills, data management, Data Mining, modeling data, data warehouse, Data warehouses, Databases, database, Data warehousing, designing, Eclipse, ETL, HTML, PHP, DB2, indexing, Informatica, Internet Technologies, interpretation, Java, JSP, Java Server Pages (JSP), JavaScript, JDBC, team leader, Linux, materials, MS Access, Windows 7, 2000, 9x, MicroStrategy, migration, MySQL, My SQL, Enterprise, navigation, OLAP, Operating Systems, Oracle 9, Oracle, oracle application, oracle database, developer, Oracle PL/SQL, PL/SQL, Perl, PostgreSQL, profit, quality, retail, SDLC, scripts, Shell Scripting, MS SQL Server, SQL, SQL Server, tables, UNIX shell scripts, UI design, Vista',
        "SummaryHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market.\nHighlightsMicrosoft Office :\tIntermediate in all the Microsoft Office components( Excel, Word, PowerPoint, Outlook and Access); Very familiar with ( Macros, V-look ups, SQL, calculating formulas and manipulating reports as well as smart view) Running query reports and creating reports.  SAP PeopleSoft:          Navigate within Resource one to retrieve financial reports and run queries\nExperienceAccountant,08/2014toPresentAar Corporation–Rockford,IL,An accountant within the Experimental Therapeutics Research department, which prepares grant, restricted and non-restricted financial reports to  PI's within the department.Create financial models and analysis for all restricted and non-restricted accounts within our department.Prepares monthly financial reports for PI's.Reconcile the ncRNA Core on a monthly basis.Assists with the completion of effort reporting as well as completes Job Data Update Form ( JDUF) via the EPAF system and expense transfers as needed to clear deficit.Assist with the preparation of operating budget.Assist with financial model for specific grants within our department.Monitors and reviews departmental transactions to ensure compliance with established financial controls in accordance with divisional and institutional policies and to ensure applicable revenue and expenses are captured.Communicates with Grants and Contracts to ensure that requests completed in a timely manner.Reviews Open PO on a monthly basis and close all PO's as necessary.Analyzes and evaluates operations of financial systems, prepares recommendations and documents to update fiscal services and other related policies and procedures with respect to operating systems.Assist with the invoicing via ILABS.Construct a macro-enabled reconciliation template which significantly reduces keying errors while maximize reconciliation efficiency.Implemented a macro-enabled reconciliation template, which increased effectiveness by twenty percent and significantly reduced keying errors.Prepares training materials within the department to increase productivity and standardized processes.Completes special projects as assigned by the department Administrator.Staff Accountant,12/2012to08/2014Heico Corp.–Highland Heights,OH,Full cycle accountant for several operating companies within Sysco Foods Company; completed and issued weekly, monthly, and quarterly financial statements to the operating companies for review and submit to the corporate office.Uplaod and run reports in business objects for CFO ofoperating company to review.Verified journal ledger entries of cash and check payments, purchases, expenses and trial balances by examining and authenticating inventory items.Prepared monthly P&L for several operating companies within the Sysco Corporation and research variances, reviewed transactions in the GL for accuracy, and researched transactions that deviate from the purpose of the account.Reconciled aging AR transactions and performed financial analysis, identified and explained deviations from planned or historical data.Assisted in evaluating control systems in the accounting process to ensure operating companies comply with GAAP as well as provided the necessary information to both internal and external auditors on an as needed basis.Reviewed account reconciliation from other accountants in a timely manner.Accountant /Auditor,01/2010to02/2012Prairie View A&M University–City,STATE,Served as both an accountant and auditor within the department of financial services.The role consisted of utilizing software applications to compile, retrieve, and summarize accounting information for analysis and reporting purposes.Examined accounting source documents for accuracy, completeness, and compliance with departmental and state rules, regulations, and agreements.Provided financial trainings for over 240 faculty and staff employees to enforce the rules and regulations of the procurement card set by set the State of Texas procurement regulation.Maintained controlling records required to ensure accuracy of all data entered into the accounting system.Identified and reported situations not in compliance with PVAMU internal controls, policies, and procedures, recommending improvements to the accounting process to optimize internal control.Performed duties in compliance with GAAP, company and department policies and procedures, internal controls and Sarbanes-Oxley requirements.Reviewed expense report for irregularities and recommended corrective measures to improve internal controls.Prepared adjusting and closing entries, statements, and analyze financial operations.\nEducationMasters of Science:Accounting,Expected inMay 2011toPrairie View A&M University-Prairie View,TXGPA:AccountingBBA:Accounting,Expected inDec 2009toPrairie View A&M University-Prairie View,TXGPA:Accounting\nSkillsaccount reconciliation, accounting, accountant, accounting system, AR, budget, business objects, closing, Contracts, financial, financial analysis, financial controls, financial operations, financial reports, financial statements, GL, Grants, inventory, invoicing, ledger, Macros, Access, Excel, Microsoft Office, office, Outlook, PowerPoint, Word, Monitors, operating systems, PeopleSoft, policies, processes, procurement, reporting, Research, SAP, Sarbanes-Oxley, training materials, view",
        'Summary•\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nOver\nThree years of extensive experience as a Front-End UI Developer with solid\nunderstanding of database designing, development and installation of different\nmodules. \n\n•\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nProfessional\nunderstanding of System development life cycle (SDLC) as well as various phases such as Analysis Design,\nDevelopment and Testing. \n\n•\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nExpert\nin developing User Interface (UI) applications and professional web\napplications using JavaScript, JSP, XML,\nHTML5 /DHTML, DOM, XHTML, jQuery, CSS3, and Ajax.• Extensive\nexperience in various UI widgets using JavaScript\nlibraries like Angular.js, Node.js and developing Rich Internet Applications RIA.• Experience\nin implementing Web Services (RESTful/SOAP)\nand REST services.• \xa0Experience\nin \xa0SQL Server and T-SQL\nservers.• Experience in Hadoop,\nHive, Postgres, Cassandra, Mongo.• Sound\nknowledge in working with browsers compatibility issues with browsers like IE, Firefox, Safari, Opera, Chrome.Good\nexperience in automation testing\nwith Mocha and Jasmine using Selenium.• \xa0Good\nExperience in Jasmine framework to\nwrite the unit tests in order to\nprevent the functional defects from being deployed to production.•Good\nknowledge in the configuration management and version control software like TFS, Bit bucket, GitHub.• Highly motivated self-starter, hard worker, team player and research orientated.•Flexible, team player, “get-it-done” personality.\nSkillsProgramming Languages: C, Java, PythonOperating Systems: WindowsDatabase: MySQLWeb Technologies: HTML, CSS, JavaScript, JQuery, Java Servlets, BootstrapProject DetailsPlay TombolaDuration: 30 DaysTeam size: 1 Java, MySQL, CSS, JavaScript, JQuery, HTML, Bootstrap, Java Servlets\nExperienceSoftware Engineer Intern,10/2016-CurrentViasat Inc.–AR,State,Responsibilities:\n\n· \xa0Designed\nFrontend with in VB Scripting.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nDeveloped\nSingle page application using the Router concept.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nUsed\xa0 CISA,\nPYTHON,CISM.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\n\xa0Used Powershell,\xa0 Perl for fast going application.\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nImproved the performance of the application by replacing the\nexisting process and controls with most suitable process flow, optimized\nqueries and code snippets\n\n·\xa0\xa0\xa0\xa0\xa0\xa0\xa0\xa0\nIntroduced\nmethodologies and best practices that enhanced product definition, release processes and customization of applications\nto user needs.\nEducation and TrainingMaster Of Science:Information Technology,Expected in--Hyderabad,GPA:Status-Information TechnologyB.Tech:Electrical and Electronics Engineering,Expected in2016--,GPA:Status-Electrical and Electronics Engineering Kakinada with 70.40% marksDiploma:Electrical and Electronics Engineering,Expected in2013--,GPA:Status-Electrical and Electronics Engineering from SBTET Andhra Pradesh with 69.49% marks\n*S.S.C. (2010) from State Board of Andhra Pradesh with 74.00% marks\nSkillsC, CSS, Database, HTML, Java, Java Servlets, JavaScript, JQuery, Windows, MySQL, Operating Systems, Developer, Programming, Python',
        "SummaryHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market.\nSkillsMachine Learning/Data Mining & NLP - Linear Regression, neural networks/deep learning, Naive Bayes, SVM, Logistic Regression,decision trees, K-mean, KNN, N- Grams, edit distance, gradient descentStatistical Programming & Packages - R, Python, NumPy, Matplotlib, scikit-learn, pandas, ggplot2, Shiny, dplyr, caret, e1071,kerasBusiness Intelligence & Visualization - Tableau, Qlik View, Qlik Sense, Excel, OBIEEHadoop Ecosystem Components - Spark, Hive, Sqoop, Flume, Kafka, ImpalaDatabases - Oracle, MySql, PostgreSqlOracle ERP & Fusion Middleware - Oracle E-Business Suite 11i & R12, Oracle SOA, Oracle Service BusOther Languages & Tools - SQL, PL/SQL, core java, Scala, RStudio, Jupyter, SqlDeveloper, Toad, AtomCertifications - Tableau, SQL & PL/SQL\nExperienceData Science & Data Engineer Intern,01/2017-PresentEnvestnet–Secaucus,NJ,Working on Big Data Ingestion using Sqoop for transferring data from multiple MySql database servers to transient storage in\namazon EMR Hcatalog and using Hive to transfer data to persistent storage in amazon S3 bucket\n-> Developing Sqoop and Hive scripts for data ingestion\n-> Using R and spark in amazon EMR for filtering, exploring, analyzing, providing insights on data and developing reports.Oracle Technical Consultant & Data Analyst,02/2013-07/2016First American Corporation–City,,IndiaCreated SQL scripts for daily extracts, ad-hoc requests , reporting and for analyzing large data sets\n-> Designed ER diagrams, conceptual models, logical and physical models, created database objects - Tables, Indexes, Sequences\nand Views\n-> Developed Oracle Business Intelligence reports, created and modified Oracle database objects - Tables, Views and Indexes which\nincreased the performance of Oracle Business Intelligence reports by 60% in production environment\n-> Prepared SQL.Loader scripts for loading data from other systems into oracle ERP system, worked with on-site business team in\nperforming data fixes\n-> Created PL/SQL interfaces for doing business validation, transferring data between ERP modules and loading data to base tables.Data Analyst Intern,11/2012-01/2013CMC Limited–City,,Indiagt; Developed SQL scripts, worked on oracle 11i database and oracle reports.\nEducation and TrainingMaster of Science:Information Systems,Expected inAugust 2017-University of Utah, David Eccles School of Business-Salt Lake City,UtahGPA:Status-Information Systems Data Science and Analytics specialization \n-> Recipient of $15,000 Graduate Fellowship from David Eccles School of Business\nAcademic Capstone Project - Big Data\n-> Building statistical regression and classification models, cleaning, exploring data and developing interactive web interface using R\nShiny, which helps the company to classify clients loan type and predicting the amount of loan they will take in future\nKaggle - House Prices Predictions\n-> Applied different machine learning simple and advanced models on housing predictors for predicting the sales prices of houses,\nused imputation methods for filling missing and null values in the data set\nIndependent Study & Research - Apache Spark using Scala and Python\nRajeev Gandhi Memorial College of Engineering and Technology          IndiaBachelor of Science:Computer Science and Engineering,Expected inMay 2012--,GPA:Status-Computer Science and Engineering Designed `Hand Draw Shape Recognition' interface which helps the user to invoke desired application just by drawing the shape,\nlinked to the application\nSkillsAcademic, ad, Apache, Big Data, Business Intelligence, Draw, clients, Data Mining, Databases, database, E-Business, edit, ERP, filling, drawing, java, Machine Learning, Excel, Middleware, MySql, NLP, networks, neural, Oracle, Oracle database, PL/SQL, PostgreSql, Programming, Python, reporting, Research, sales, servers, scripts, SQL, SQL*Loader, Tableau, Tables, Toad, type, validation, View",
    ]
)
# [{'corpus_id': ..., 'score': ...}, {'corpus_id': ..., 'score': ...}, ...]

Training Details

Training Dataset

Unnamed Dataset

Size: 5,616 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: 2687.66 characters max: 7669 characters	min: 1547 characters mean: 5897.44 characters max: 25364 characters	min: 0.0 mean: 0.38 max: 1.0

Samples:

sentence_0	sentence_1	label
A Los Angeles based entertainment technology firm is seeking an experienced and driven Accounts Payable professional to join their growing team. The ideal candidate should hold a minimum of 3+ years work experience owning and managing the accounts payable function for a fast-paced organization. This is an exciting and unique opportunity for someone looking to continue their career in accounting with a leading firm in the industry. If you are someone with a strong knowledge of accounts payable principals, advanced in Excel, with strong organizational and attention to detail, apply now! Responsibilities:Managing the full-cycle Accounts Payable process including tracking, coding, keying, and paying all invoices in a timely manner Researching invoices and liaising with external parties, vendors, and production teams Ensures invoices are properly approved and coded (correct GL , correct period, department, cost center etc.) and are entered in the system timely Perform month-end close proce...	SummaryHighly motivated Electrical Project Engineer with expertise in delivering large, complicated engineering projects in the oil and gas industry in the united states and globally, From HV/MV/LV maintenance and hands on experience with power system to engineering, major projects and project management, capable and expert in delivering a cutting-edge FEED, construction, commissioning and close out expertise. Works diligently towards schedule, budget, and scope of each project utilizing internal and external resources to achieve strategic business plan and project goals, passionate and proactive in solving problems and improving the built environment, comfortably working with others on a multi-discipline engineering team. HighlightsHV/MV/LV Power System DesignPower System StudiesRelaying and Protection SchemesMajor Projects FEEDEquipment Specification, Design, Selection and FATElectrical specifications development and updatesMentoring and Training Experience06/2018toCurrentLead Electr...	`0.0`
Job Description Jr. Java Developer Developer I - Software Engineering Who We Are Born digital, UST transforms lives through the power of technology. We walk alongside our clients and partners, embedding innovation and agility into everything they do. We help them create transformative experiences and human-centered solutions for a better world. UST is a mission-driven group of over 29,000+ practical problem solvers and creative thinkers in over 30+ countries. Our entrepreneurial teams are empowered to innovate, act nimbly, and create a lasting and sustainable impact for our clients, their customers, and the communities in which we live. With us, youll create a boundless impact that transforms your careerand the lives of people across the world. Visit us at UST.com . You Are UST is looking for Jr. Java Developer for one of the leading healthcare providers in the United States. Act under continuous guidance and support to develop, test, and document applications. The Opportunity Interpre...	Professional SummarySeeking a position in an organization which allows building of technical skills with a Challenging role and continuous professional growth Core QualificationsDatabasesOracle, MS SQL Server, My SQL, DB2, PostgreSQL,MS AccessLanguagesC++ ,Java , Shell Scripting , PL/SQLInternet TechnologiesPHP, Perl, HTML, JavaScript, JSPSoftware and ToolsMicroStrategy, Informatica, Eclipse , Data Mining -WekaOperating SystemsWindows 7/Vista/XP/2000/9x, Linux Experience06/2013toCurrentData & Business Intelligence EngineerJones Lange Lasalle Inc.–,,3+ years of hands-on experience in BI and Data warehousing projects Experience in areas of R-OLAP, M-OLAP, star/snow-flake schema design, report generation, UI design, creation and maintenance of Data Marts/Data warehouses 3+ years of hands-on experience in various database technologies including Oracle, SQL Server , PostgreSQL and DB2 Experienced MicroStrategy developer with expertise in MicroStrategy Desktop, MicroStrategy Web, Dashboards...	`0.0`
Job Title : Fullstack Java EngineerJob Location: RemoteDuration: Long Term Contract About Edify Technologies:Transforming Businesses with Innovative Digital Solutions! Headquartered in Naperville, IL, we are a dynamic team with over two decades of industry expertise, dedicated to delivering robust business solutions, staff augmentation, and a comprehensive range of application and web services. As a former recipient of INC. Magazine's prestigious '5000 Fastest Growing Private Companies' award, we take immense pride in our proven track record of success.At Edify Technologies, we partner with both small and large customers globally, empowering them to enhance their technology footprint, reduce unnecessary costs, develop sustainable IT solutions, and gain a competitive edge in today's digital world. We believe in creating an impact through innovation, driving tangible results that propel businesses forward. Join our passionate team and make a difference in the ever-evolving tech landscap...	SummaryHighly motivated Sales Associate with extensive customer service and sales experience. Outgoing sales professional with track record of driving increased sales, improving buying experience and elevating company profile with target market. HighlightsMicrosoft Office : Intermediate in all the Microsoft Office components( Excel, Word, PowerPoint, Outlook and Access); Very familiar with ( Macros, V-look ups, SQL, calculating formulas and manipulating reports as well as smart view) Running query reports and creating reports. SAP PeopleSoft: Navigate within Resource one to retrieve financial reports and run queries ExperienceAccountant,08/2014toPresentAar Corporation–Rockford,IL,An accountant within the Experimental Therapeutics Research department, which prepares grant, restricted and non-restricted financial reports to PI's within the department.Create financial models and analysis for all restricted and non-restricted accounts within our department.Prepares monthly finan...	`0.0`

Loss: BinaryCrossEntropyLoss with these parameters:

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

Training Hyperparameters

Non-Default Hyperparameters

num_train_epochs: 2
fp16: True

All Hyperparameters

Click to expand

overwrite_output_dir: False
do_predict: False
eval_strategy: no
prediction_loss_only: True
per_device_train_batch_size: 8
per_device_eval_batch_size: 8
per_gpu_train_batch_size: None
per_gpu_eval_batch_size: None
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: 2
max_steps: -1
lr_scheduler_type: linear
lr_scheduler_kwargs: {}
warmup_ratio: 0.0
warmup_steps: 0
log_level: passive
log_level_replica: warning
log_on_each_node: True
logging_nan_inf_filter: True
save_safetensors: True
save_on_each_node: False
save_only_model: False
restore_callback_states_from_checkpoint: False
no_cuda: False
use_cpu: False
use_mps_device: False
seed: 42
data_seed: None
jit_mode_eval: False
bf16: False
fp16: True
fp16_opt_level: O1
half_precision_backend: auto
bf16_full_eval: False
fp16_full_eval: False
tf32: None
local_rank: 0
ddp_backend: None
tpu_num_cores: None
tpu_metrics_debug: False
debug: []
dataloader_drop_last: False
dataloader_num_workers: 0
dataloader_prefetch_factor: None
past_index: -1
disable_tqdm: False
remove_unused_columns: True
label_names: None
load_best_model_at_end: False
ignore_data_skip: False
fsdp: []
fsdp_min_num_params: 0
fsdp_config: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
fsdp_transformer_layer_cls_to_wrap: None
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
adafactor: False
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
use_legacy_prediction_loop: False
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_inputs_for_metrics: False
include_for_metrics: []
eval_do_concat_batches: True
fp16_backend: auto
push_to_hub_model_id: None
push_to_hub_organization: None
mp_parameters:
auto_find_batch_size: False
full_determinism: False
torchdynamo: None
ray_scope: last
ddp_timeout: 1800
torch_compile: False
torch_compile_backend: None
torch_compile_mode: None
include_tokens_per_second: False
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
prompts: None
batch_sampler: batch_sampler
multi_dataset_batch_sampler: proportional
router_mapping: {}
learning_rate_mapping: {}

Training Logs

Epoch	Step	Training Loss
0.7123	500	0.6448
1.4245	1000	0.5205

Framework Versions

Python: 3.12.10
Sentence Transformers: 5.2.0
Transformers: 4.57.3
PyTorch: 2.5.1+cu121
Accelerate: 1.12.0
Datasets: 4.4.2
Tokenizers: 0.22.1

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",
}

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Safetensors

Model size

0.3B params

Tensor type

F32

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Paper for voIsung/bge-reranker-cvjd

Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Paper • 1908.10084 • Published Aug 27, 2019 • 9