--- tags: - sentence-transformers - sentence-similarity - feature-extraction - generated_from_trainer - dataset_size:6241 - loss:CosineSimilarityLoss base_model: intfloat/e5-base-v2 widget: - source_sentence: 'SummaryLeadership-oriented certified technology professional entering a career in Computer Management. Critical thinker who can demonstrate the ability to succeed in a high paced environment and who consistently exceeds performance standards. I am level-headed and calm in stressful situations with well-developed people skills. Also can provide analysis data support in a company as a Data Analyst with experience using many forms of technology for data analysis. I have an attention to detail and am able to work in a deadline-oriented position with effective problem solving skills. I am looking for a company where I can expand on my skills and experiences in order to reach company''s goals. HighlightsScripting and DatabaseNetwork Operations System - WindowsNetwork Operations System - UnixVoice/VoIP AdministrationData Communications and NetworkingCommunications SystemsWired, Optical, and Wireless CommunicationsWireless TechnologyEnterprise Network DesignEnterprise Network ManagementNetwork FundamentalsData and Signal ProcessingPC MaintenanceSQLMicrosoft Server 2012Network System Administration FundamentalsWindows Active DirectoryComputer System MaintenanceInstalling and Uninstalling Various SoftwareReplace, Adding and Removing Various Hardware ComponentsOperating systems Windows Java ProgrammingJavaScriptMicrosoft Word, Excel, AccessAnalytical and Statistics programs: MinitabAS400Query LanguageUNIXPresentation: Microsoft PowerPointWiresharkFile Management EducationDeVry UniversityOrlando,FLExpected in2014––Bachelor of Science:Network and Communications Management-GPA:GPA: 3.87/4.0 Dean''s ListNetwork and Communications Management, Magna Cum LaudeDeVry UniversityMiramar,FLExpected in2012––Associate of Science:Network System Administration-GPA:Graduated with Honors, top 10 Percent of my class.Lake Weir High SchoolOcala,FLExpected in1996––High School Diploma:General Education-GPA: ExperienceAaron''s, Inc-Data Analyst Integrity SpecialistCovington,LA,12/2014-02/2016Work on an AS400 servers Manipulate files using Windows Server Platform Using Unix/Microsoft to check data quality Using Query Tab programs to ensure the data is correct Maintain several databases and using SQL updates to perform various duties Analyzing Data to ensure correctness Use of SalesForce platform.Research disputes and other queries from clients and consumers Respond to telephone and email queries, receive disputes and input for tracking Follow defined dispute and/or research procedures, and produce required metrics according to defined procedures Travel to different offices to train other staff members to create redundancy across the company Assist in creation of new programs as well as test and deploy them.Host seminars in different offices to teach updated procedures and programs.Belleview PC Doctor-Computer TechnicianCity,STATE,03/2010-01/2012Handle and resolve customer complaints Configured and installed new Microsoft systems Troubleshoot and resolve desktop support issues Repairing and upgrading hardware in desktops and notebooks Installing, uninstalling, or reinstalling various software packages Test systems to make sure that they are properly working Record and Log work done specifically to each customer.Logan''s Roadhouse-Cook/WaiterCity,STATE,06/2007-01/2015Prepare stations and provide excellent guest services.Cook during lunch shifts.Use excellent communication skills and work in a timely manner. SkillsActive Directory, AS400, excellent communication, Hardware, resolve customer complaints, clients, Data Communications, databases, Database, desktops, email, File Management, Java Programming, JavaScript, notebooks, Access, Excel, Microsoft PowerPoint, Windows, Microsoft Word, Minitab, Enterprise, Network Management, Network Design, Network, Networking, Operating systems, PC Maintenance, Project Management, quality, Repairing, Research, seminars, servers, Scripting, SQL, Statistics, System Administration, desktop support, telephone, Troubleshoot, UNIX, upgrading, VoIP, Windows Server' sentences: - Who we are?For the past 20 years, we have powered many Digital Experiences for the Fortune 500. Since 1999, we have grown from a few people to more than 4000 team members across the globe that are engaged in various Digital Modernization. For a brief 1 minute video about us, you can check https:youtu.beuJWBWQZEA6o.Responsibilities:Evaluating business processes, anticipating requirements, uncovering areas for improvement, and developing and implementing solutions.Leading ongoing reviews of business processes and developing optimization strategies.Staying up-to-date on the latest process and IT advancements to automate and modernize systems.Conducting meetings and presentations to share ideas and findings.Performing requirements analysis.Documenting and communicating the results of your efforts.Effectively communicating your insights and plans to cross-functional team members and management.Gathering critical information from meetings with various stakeholders and producing useful reports.Working closely with clients, technicians, and managerial staff.Providing leadership, training, coaching, and guidance to junior staff.Allocating resources and maintaining cost efficiency.Ensuring solutions meet business needs and requirements.Performing user acceptance testing.Managing projects, developing project plans, and monitoring performance.Updating, implementing, and maintaining procedures.Prioritizing initiatives based on business needs and requirements.Serving as a liaison between stakeholders and users.Managing competing resources and priorities.Monitoring deliverables and ensuring timely completion of projects.Requirements:A bachelors degree in ITComputer Science or related field or an MBA.10+ years of experience in business analysis or a related field.Exceptional analytical and conceptual thinking skills.The ability to influence stakeholders and work closely with them to determine acceptable solutions.Advanced technical skills.Excellent documentation skills.Fundamental analytical and conceptual thinking skills.Experience creating detailed reports and giving presentations.Competency in Microsoft applications including Word, Excel, and Outlook.A track record of following through on commitments.Excellent planning, organizational, and time management skills.Experience leading and developing top-performing teams.A history of leading and supporting successful projects. - Who we are?For the past 20 years, we have powered many Digital Experiences for the Fortune 500. Since 1999, we have grown from a few people to more than 4000 team members across the globe that are engaged in various Digital Modernization. For a brief 1 minute video about us, you can check https:youtu.beuJWBWQZEA6o.Responsibilities:Evaluating business processes, anticipating requirements, uncovering areas for improvement, and developing and implementing solutions.Leading ongoing reviews of business processes and developing optimization strategies.Staying up-to-date on the latest process and IT advancements to automate and modernize systems.Conducting meetings and presentations to share ideas and findings.Performing requirements analysis.Documenting and communicating the results of your efforts.Effectively communicating your insights and plans to cross-functional team members and management.Gathering critical information from meetings with various stakeholders and producing useful reports.Working closely with clients, technicians, and managerial staff.Providing leadership, training, coaching, and guidance to junior staff.Allocating resources and maintaining cost efficiency.Ensuring solutions meet business needs and requirements.Performing user acceptance testing.Managing projects, developing project plans, and monitoring performance.Updating, implementing, and maintaining procedures.Prioritizing initiatives based on business needs and requirements.Serving as a liaison between stakeholders and users.Managing competing resources and priorities.Monitoring deliverables and ensuring timely completion of projects.Requirements:A bachelors degree in ITComputer Science or related field or an MBA.10+ years of experience in business analysis or a related field.Exceptional analytical and conceptual thinking skills.The ability to influence stakeholders and work closely with them to determine acceptable solutions.Advanced technical skills.Excellent documentation skills.Fundamental analytical and conceptual thinking skills.Experience creating detailed reports and giving presentations.Competency in Microsoft applications including Word, Excel, and Outlook.A track record of following through on commitments.Excellent planning, organizational, and time management skills.Experience leading and developing top-performing teams.A history of leading and supporting successful projects. - 'Role: Java Developer Duration: 12 months Required Skills Developed web application using Java, J2EE, HTML, CSS, JavaScript, jQuery, JSON, XML, JavaScript Framework, Bootstrap 3 or 4, Angular, JSP (Java Server Pages)Angular Framework, AJAX' - source_sentence: "Summary12+ years of professional experience in Information Technology,\ \ this includes Design, Development and Testing of Application software.\n*Experienced\ \ in designing Business logic and User Interfaces\n*Experienced in developing\ \ cross-platform applications using Windows and Linux.\n*Experienced in developing\ \ software through Agile, Scrum and Water fall methodology.\nHighlightsC#.Net\ \ VB.NET, ADO.Net, WinForms, WPF, C++, VC++, and C programming C#.Net, VB.Net,\ \ ASP.Net, C++, VC++, ATL-COM, C, HTML,CSS, XML, SOAP, Java Script, Perl script,\ \ and VB ScriptMicrosoft Technologies: VB.NET, C#.NET, ADO.NET, WPF,\ \ WinForms, WCF, MVC,MVVM Pattern, ADO.NETOperating systems:\t Windows,\ \ Linux and UNIXDatabase:\t\t\t SQL Server 2008, and InformixIDEs:\t\t\t\ \t Visual Studio 2008, VS 2010, VS 2013 and EclipseCode Manager Tools\t \ \ IBM Rational ClearCase, StarTeam, and SVNDebugging Tools\t: \t\ WinDbg, Application Verifier, Pure coverage,LeakDiag and Runtime Checker, GDB\ \ and DDDDefect Tracking Tools\t ClearQuest, and, BugzillaConcepts\t \ \ UML, OOAD, Design patterns, IPC, Threading, SECSGEM,Semi Standards and TCP/IPDesign\ \ Tools\t\t\t MS VisioDevelopment Processes\t Agile, Scrum and Water\ \ fall MethodologiesOthers\t Install Shield, Wireshark, Code Collaborator,\ \ VersionOne C#, C++, and STAR TeamTeradyne Inc., North Reading, MA\t\t\t\t\t\ Jul' C++, MATLAB, and Medical Image Processing\nExperience01/1toCurrentSoftware\ \ Development ConsultantAkamai Technologies Inc|Westford,MA,Collecting requirements\ \ for next generation of test system in the semi-conduction sector.Preparation\ \ of Software Requirements Specifications and Design Specifications.Design and\ \ develop the software for various modules in multi-platform environments both\ \ in Windows and Linux (C++) and participate in design and code reviews.Integration\ \ of .Net framework host application and C++ embedded applications.Responsible\ \ for creating and execution of Component Integration Test Plan (CITP).Responsible\ \ for create and execution of Unit testing and also performing the integration\ \ testing between Host (Windows) and Embedded applications.Skills Used: C#.Net,\ \ VB.Net, ADO.Net, .Net 4.0, WPF, WinForms, Design Patterns, C++, LINUX, Remoting,\ \ VS2013, Clear Case, Clear Quest, Pure Coverage, Wireshark, Install Shield.01/1to01/1Sr.\ \ Software EngineerIheartmedia, Inc.|Dayton,OH,Analyzing the requirements and\ \ interacting with customer for any requirements clarifications.Design and develop\ \ the logic for newly added components functionalities.Implementing the GUI changes\ \ with .NET and control side changes in C++.Developed Nexus Recipe Editor GUI\ \ using WPF.Involved in designing and developing the middle tier using ADO.Net\ \ to perform and\nimplement business logic, updating/retrieving the data to/from\ \ SQL Server Database.Involved in the process of understanding, estimating, simulating,\ \ analyzing, fixing and testing the bugs.Being onsite coordinator, coordinating\ \ the task with offshore team and testing offshore implementation on the tool.Skills\ \ Used: C#.Net, VB.Net, ADO.Net, WPF, WinForms, C++, Remoting, SecsGem, Design\ \ Patterns, SQL Server 2008, SVN, VersionOne, Scrum, Runtime Checker, Code Collaborator,\ \ Bugzilla.01/1to01/1Software EngineerRudolph Technologies|City,STATE,Designed\ \ and developed several features in UI module.Analyzing the requirements and interacting\ \ with customer for any requirements clarifications.Involved in the process of\ \ understanding, estimating, simulating, analyzing, fixing and testing the bugs.Design\ \ and develop the logic for newly added components functionalities.Done the code\ \ migration from C++ to C#.Net.Being onsite coordinator, coordinating the task\ \ with offshore team and testing offshore implementation on the tool.Delivering\ \ the activities using SVN source management.\nEducationExpected in2004totoBachelor\ \ of Technology|Electronics and CommunicationsJNT University,Hyderabad,GPA:Electronics\ \ and Communications\nSkills.Net 4.0, .NET, ASP.Net, VB.NET, C#.NET, ADO, Agile,\ \ ATL, C, C programming, C++, ClearCase, COM, hardware, Consultant, CSS, client,\ \ Database, Debugging, designing, DSP, Eclipse, Editor, Electronics, estimating,\ \ XML, features, GUI, HTML, IBM, Image Processing, Image, Informix, Java Script,\ \ LINUX, logic, MA, MATLAB, memory, access, C#, Microsoft Technologies, Windows,\ \ migration, MVC, next, OOAD, Operating systems, Perl, Processes, Programming,\ \ quality, Quest, Reading, read, Scrum, script, SOAP, Software Development, Software\ \ Engineer, SQL Server, tables, TCP/IP, UML, UNIX, VB Script, Visio, VC++, Visual\ \ Studio" sentences: - 'Backed by a leading growth equity firm, an LA based CPGFood & Bev company is looking for a strong accounting professional who is motivated to join a dynamic, high-growth company. You will be a key contributor to a small Finance & Accounting team and will report directly to the Controller. As they continue to grow, there will be opportunities for learning and exposure to various key accounting areas. Responsibilities: Assist with annual audit and SOX compliance activities Collaborate with Finance Team on month close AP Assist with AR Prepare weekly bank reconciliation Inventory accounting activities Reconcile intercompany balances and review transactions Prepare Unrealized and Realized FX gain and loss analysis Create journal entries for month-end close and year-end close Prepare consolidated financial statements Prepare Monthly Flux Analysis Review, investigate, and correct errors in financial entries, documents, and reports Balance Sheet Reconciliations Develop and maintain internal controls and accounting policies and procedures. Requirements: Bachelors degree in accounting 5 years of accounting experience (CPG industry with inventory preferred) OR 2+ years of audit experience (with inventory) Experience in creating policies and procedures is a plus Experience in a high growth and fast-paced environment Intermediate to advanced Excel Compensation: Base + bonus + equity 95% of the employee health care cost 401k Dog friendly office Due to the high volume of applications we receive, we are unable to respond to every submission.' - 'The ideal candidate will be responsible for developing high-quality applications. They will also be responsible for designing and implementing testable and scalable code. ResponsibilitiesDevelop quality software and web applications Analyze and maintain existing software applications Design highly scalable, testable code Discover and fix programming bugs QualificationsBachelor''s degree or equivalent experience in Computer Science or related field Development experience with programming languages SQL database or relational database skills' - 'Our client is looking for experienced professional with a strong background in healthcare, including Pharmacy Benefit Manager (PBM) expertise. Proficient in SQL for data management and analysis. Skilled in working with messaging and event-based systems, facilitating seamless communication. Knowledgeable in optimizing prescription drug programs and navigating the complexities of healthcare dynamics for enhanced patient outcomes. QualificationsBachelor''s degree or equivalent experience10+ years of progressive experience in requirements gathering and management using both Waterfall and Agile SDLC methodologies.Extensive Healthcare experience is mandatoryPBM (Pharmacy Benefit Management) experience is mandatory Process development and implementation experience.Proficient in using SQL, Visio and Office Suite, including Word, Excel, and PowerPoint.Experience working with messaging or event-based systems ResponsibilitiesAssists andor leads in requirements management practices and principles.Participates andor provides product ownership.Creates business requirement documents, user stories, use cases, and supporting diagrams including sequence diagrams as needed.Contributes to the planning process with the Scrum Master andor project manager to plan activities including requirements gatheringrefinement, design reviews, SOPwork instruction development, training, and go-live.' - source_sentence: 'Professional SummaryEnergetic Data Engineer in developing robust code for high-volume businesses. Strong decision-maker with 6 years of experience in Data engineering and help firms in designing and executing solutions for complex business problems involving large scale data warehousing, real-time analytics and reporting solutions. Ability to translate business questions and concerns into specific quantitative questions that can be answered with available data using sound methodologies. SkillsPython 3.x, R, SQLHadoop, Apache SparkHive, Pig, Kafka, Sqoop, OozieTeradata, SnowflakeAmazon S3,EMR,LambdaGit, Jenkins, SplunkMS OfficeMicrosoft Visual C#.NET EducationThe University Of Texas At DallasRichardson,TXExpected in4 2020––Master of Science:Business Analytics-GPA: Work HistoryAvanade-Data EngineerBangor,ME,04/2020-CurrentCombining data from multiple source systems (Profile, Systematics, etc..) and multiple platforms (Snowflake, OneLake, Hubs) and computing canonical gold-star metrics “once and for all” to cut operational costs.Develop Spark jobs to transform data and apply business transformation rules to load/process data across enterprise and application specific layers.Experience in building/operating/maintaining fault tolerant and scalable data processing integrations using AWS.Configured S3 buckets with various life cycle policies to archive the infrequently accessed data based on requirement.Good working experience on submitting the Spark jobs which shows the metrics of the data which is used for Data Quality Checking.Working on building efficient data pipelines that transform high volume data into a format used for analytical, fraud prevention and ML use cases.Extensively used Splunk Search Processing Language (SPL) queries, Reports, Alerts and Dashboards.Excellent knowledge of source control management concepts such as Branching, Merging, Labeling/Tagging and Integration, with tool like Git.Performing Data Quality checks like row count, schema validation, Hash key validation for all data movement between applications.Avanade-Data EngineerBurlington,NC,08/2019-04/2020Responsible for designing and developing various analytical solutions for gaining analytical insights into large data sets by ingesting and transforming these datasets in the Big Data environment using technologies like Spark, Sqoop, Oozie, HIVE.Scheduling jobs to automate the process for regular executing jobs worked on using Oozie.Developed Oozie workflow schedulers to run multiple Hive and Pig jobs that run independently with time and data availability.Familiar with data architecture including data ingestion pipeline design, Hadoop information architecture, data modeling and data mining,machine learning and advanced data processing.All the projects which I have worked for are Open Source Projects and has been tracked using JIRA.Parallel copying of files between various clusters using Distcp, Kafka in Hadoop.Ascend Learning-Data Scientist InternMemphis,TN,09/2018-12/2018Acquire, clean, integrate, analyze and interpret disparate datasets using a variety of statistical data analysis and data visualization methodologies, reporting and authoring findings where appropriate.Developed Linear Mixed Effects Models for Boston Ed-fi dataset to estimate the teacher contribution to the student test scores.Random intercept model which utilized a pre-post-test design and included fixed effects for student demographics and a growth model where students were nested by time (random slope and intercept) and teacher was tested.Generated various Clustering models for entire West Virginia department of education and evaluated cluster’s performance.Verizon-Big Data Engineer,,01/2014-07/2017Identify customer''s digital analytical needs and engage with customer and principal architects daily, understand the business requirements for big data analytical solutions and break down large scale requirements into detailed system specifications.Moving data to HDFS framework using SQOOP from Teradata, SQL Server.Good working experience on Hadoop tools related to Data warehousing like Hive, Pig and also involved in extracting the data from these tools on to the cluster using Sqoop.Solved performance issues in Hive with understanding of joins, groups, bucketing, partitions and working on them using HiveQL.Deployed programs written in PySpark to run Spark MLlib, for analytics and reduced customers churn rate by 25%. SkillsPython 3.x, R, SQLHadoop, Apache SparkHive, Pig, Kafka, Sqoop, OozieTeradata, SnowflakeAmazon S3,EMR,LambdaGit, Jenkins, SplunkMS OfficeMicrosoft Visual C#.NET' sentences: - 'One of our clients is looking for someone with a strong emphasis in digital electronics microprocessor FPGA design, embedded software, and Xilinx experience a plus. Qualifications Candidates may be using the following software:VivadoAltiumMATLAB SimulinkMicro-Cap circuit simulationLTspiceDymolaCandidates must have a Bachelors degree in Electrical Engineering and 6 or more years of electronic circuit design experience.' - 'Qualifications:Accounting degreeCPA license required4+ years professional accounting experience, public accounting preferredSupervisory experienceAbility to learn on the job quickly and adapt to changesSelf-motivated, with the ability to work under limited supervisionExperience in a client-facing role leading multiple engagements What you will do:Supervise and train 1-3 fund accountantsOnboard new clients and implement preferred system platforms and processesDirect workflow and coordination of work amongst team members to meet deadlinesCultivate strong working relationships with client contactsAsist in preparation and review of capital call, distribution, LP communications, and other client deliverablesReviewing financial statements including balance sheet, income statement, statement of changes, cash flows, schedule of investments, and footnote disclosures including financial highlightsAssist with preparing and reviewing audited financials, footnotes, and supporting schedules and liaison with auditorsCollaborate with Senior Manager to develop and implement best practices' - Who we are?For the past 20 years, we have powered many Digital Experiences for the Fortune 500. Since 1999, we have grown from a few people to more than 4000 team members across the globe that are engaged in various Digital Modernization. For a brief 1 minute video about us, you can check https:youtu.beuJWBWQZEA6o.Responsibilities:Evaluating business processes, anticipating requirements, uncovering areas for improvement, and developing and implementing solutions.Leading ongoing reviews of business processes and developing optimization strategies.Staying up-to-date on the latest process and IT advancements to automate and modernize systems.Conducting meetings and presentations to share ideas and findings.Performing requirements analysis.Documenting and communicating the results of your efforts.Effectively communicating your insights and plans to cross-functional team members and management.Gathering critical information from meetings with various stakeholders and producing useful reports.Working closely with clients, technicians, and managerial staff.Providing leadership, training, coaching, and guidance to junior staff.Allocating resources and maintaining cost efficiency.Ensuring solutions meet business needs and requirements.Performing user acceptance testing.Managing projects, developing project plans, and monitoring performance.Updating, implementing, and maintaining procedures.Prioritizing initiatives based on business needs and requirements.Serving as a liaison between stakeholders and users.Managing competing resources and priorities.Monitoring deliverables and ensuring timely completion of projects.Requirements:A bachelors degree in ITComputer Science or related field or an MBA.10+ years of experience in business analysis or a related field.Exceptional analytical and conceptual thinking skills.The ability to influence stakeholders and work closely with them to determine acceptable solutions.Advanced technical skills.Excellent documentation skills.Fundamental analytical and conceptual thinking skills.Experience creating detailed reports and giving presentations.Competency in Microsoft applications including Word, Excel, and Outlook.A track record of following through on commitments.Excellent planning, organizational, and time management skills.Experience leading and developing top-performing teams.A history of leading and supporting successful projects. - source_sentence: 'Electrical EngineerElectrical Design Engineer with 2 years experience working on 14-bit imaging systems and motion control systems.  Emphasis on design for test using boundary scan.  Uniquely strong project management and programming skills due to 4 years of corporate IT work and management experience.  Project lead on Senior Capstone judged Best Project by unanimous vote of industry and faculty, UCSB ECE 188 Senior Capstone, 2015. Core QualificationsDC/DC Power Supply DesignLow Noise Mixed Analog and Digital DomainCircuit Board Design LeadJTAG Boundary Scan with CorelisLTSpiceMentor Graphics DxDesigner/PADS FlowCadence Orcad/AllegroCadsoft Eagle Schematic Capture and Layout ExperienceElectrical Design Engineer,05/2015-CurrentRockwell Automation, Inc.–Mequon,WI,Market segments for projects worked on:high volume commercial,maritime,security,mil-aeroTechnologies worked on:Video pipeline (DAC, ADC),Gimbal stabilization (three-axis gyro, three-axis accelerometer stabilization),Digital communication busses (I2C, SPI),Boundary scan testing with JTAG (Corelis ScanExpress),Uncooled infrared cameras,Cooled infrared camerasProducts worked on:FLIR Lepton,FLIR Muon,FLIR M400,FLIR M400XR,Undisclosed Mil-Aero Cooled productThings worked with recently:Boundary Scan Test Development in Corelis, DAC with op-amp buffering,Diff Amp to ADC design (with LTSpice simulation),Analog and digital power supplies,Schematic capture/symbol creation in DxDesigner and OrCAD,Board layout in PADS and Allegro​Electrical Engineering Intern,05/2014-05/2015Dlr Group–Phoenix,AZ,Transitioned 4 PCBs on FLIR M400 from engineering to production, refined document control process, hosted several design reviews, independently selected components on new and sustaining assemblies, main interface between engineering and contract manufacturer on M400, established relationships vendors (TI, LT), established relationships with CMs, qualified power consumption by power rail on FLIR Muon over temperature, qualified FLIR Lepton and shuttered Lepton over temperature with varying supply voltages, participated in Corelis Boundary Scan training, updated JTAG tests in production when silicon revs change, designed test fixtures and test procedures, ESD certified.Wrote PHP based application for finding DigiKey Part numbers from manufacturer part numbers, calculate quantity to buy based on number of boards being built and price breaks (e.g. round-up to next price break if it''s cheaper).Systems Engineer/Electrical Engineer (Academic),07/2014-05/2015Andritz–Novi,MI,Worked on inferno, a hands-free thermal imager for Firefighters.UCSB EE Capstone Project Sponsored by FLIR and based on the FLIR Lepton and Intel Edison, the Inferno is a joint product of an Electrical and Mechanical team at UCSB, winning Best Project for Electrical and recognized as Most Outstanding for Mechanical.Defined specifications for system, orientation of PCBs, electrical components, software packages, etc.Designed Lepton mounting board and created all footprints from scratch, as well as layout in CadSoft EAGLE.Designed the power delivery/LiPo charging system for both PCBsArchitected the software loop that grabbed frames, applied custom false color maps, and streamed video using MJPG Streamer.Rate/Systems Specialist,03/2009-06/2009St. Bernards Healthcare–Jonesboro,AR,In charge of writing reports that coalesced sales team rates quoted with rates billed for Classified Ad sales using SQL reporting tools.  Discovered bug in classified ad export that saved paper ~$3000 per month.Business Applications Manager,04/2007-08/2008Select Staffing–City,STATE,Managed programming team of four working chiefly on financial reporting software.Created Helpdesk dashboard by querying Sharepoint SQL server; used to motivate helpdesk team to close open IT tickets.Helpdesk II,08/2005-04/2007Select Staffing–City,STATE,Tech support for 1400 colleagues.  Won award for Outstanding Information Systems (IS) Operations. EducationBachelor of Science:Electrical Engineering,Expected in2015-University of California, Santa Barbara-Santa Barbara,CAGPA:Status-3.2GPARelevant Courses: Power Electronics, Intro to Computer Vision, Intro to Digital Image and Video Processing, Signal Analysis and Processing, Digital Design with VHDL and Synthesis, Probability and Stochastic Processes, Senior EE Capstone (inferno - Winner of Best Project) SkillsCircuit Board Design, DxDesigner, PADS Layout, Orcad, Cadence Allegro, Embedded Systems, Linux, Eagle PCB, Bash, C++, HTML/CSS/PHP/MYSQL, PHP, SQL, LTSpice, JTAG, Matlab, Switching Power Supply Design, Verilog, Linux, SQLite, ESP8266, Arduino, Raspberry Pi' sentences: - 'A mid-sized telecom company is looking for a Sr Data Engineer to join their Business Intelligence Insights team. This team is responsible for all of the data migration, data clean up, data integration, and warehousing for the company. In this role, you will primarily be responsible for data migration and clean up in existing platforms as well as newly or soon to be integrated systems. It is necessary to be well versed in MS SQL, with the ability to import data, manipulate data and put it back in, querying, and building indexes. It is also crucial to be versed with SSIS to load and validate dimensions and measures. Lastly, it will be important for this person to have exposure and understanding of Salesforce - ability to import data, query data, get data out of Salesforce, and use SOQL. This position is currently slated as a 12-month contract, with possibility to extend or convert to an FTE. This role is offering a pay rate of $58-68hr. During the contract period, health benefits and a 401k are offered by Insight Global. Priority is given to candidates sitting in Boston, Colorado, or Long Island, however the role is fully remote. If you''re interested, please apply today! Must-Haves*7 years of Data Engineering experience*5+ years of experience with MS SQL or SOQL*Experience with ETL tools, specifically SSIS*Familiarity and understanding of Salesforce if not SOQL PlusesOracle or PostgreSQL experienceTalend, Matillion, or similar tool' - 'Backed by a leading growth equity firm, an LA based CPGFood & Bev company is looking for a strong accounting professional who is motivated to join a dynamic, high-growth company. You will be a key contributor to a small Finance & Accounting team and will report directly to the Controller. As they continue to grow, there will be opportunities for learning and exposure to various key accounting areas. Responsibilities: Assist with annual audit and SOX compliance activities Collaborate with Finance Team on month close AP Assist with AR Prepare weekly bank reconciliation Inventory accounting activities Reconcile intercompany balances and review transactions Prepare Unrealized and Realized FX gain and loss analysis Create journal entries for month-end close and year-end close Prepare consolidated financial statements Prepare Monthly Flux Analysis Review, investigate, and correct errors in financial entries, documents, and reports Balance Sheet Reconciliations Develop and maintain internal controls and accounting policies and procedures. Requirements: Bachelors degree in accounting 5 years of accounting experience (CPG industry with inventory preferred) OR 2+ years of audit experience (with inventory) Experience in creating policies and procedures is a plus Experience in a high growth and fast-paced environment Intermediate to advanced Excel Compensation: Base + bonus + equity 95% of the employee health care cost 401k Dog friendly office Due to the high volume of applications we receive, we are unable to respond to every submission.' - "Company Overview\nDocuSign helps organizations connect and automate how they\ \ agree. Our flagship product, eSignature, is the worlds #1 way to sign electronically\ \ on practically any device, from virtually anywhere, at any time. Today, more\ \ than a million customers and a billion users in over 180 countries use DocuSign\ \ to accelerate the process of doing business and simplify peoples lives.\nWhat\ \ you'll do\nOur Engineering and Tech Operations team builds and operates complex\ \ solutions for global business challenges that cross cultures, legal jurisdictions,\ \ and impacts millions of people and businesses every day. We hire people with\ \ a broad set of skills and people who want to work on creating never-been-done-before\ \ solutions at scale while ensuring world-class reliability and security. Our\ \ Agreement Cloud is a revolutionary solution that changes the way people live,\ \ work, and come to agreement.\nDocuSign is looking for Senior Software Engineers\ \ to join the reporting team. This team is currently working on transitioning\ \ customer-facing reports to a modern highly-scalable cloud data platform. This\ \ position will demand critical thinking skills, ability to quickly understand\ \ existing systems and the ability to work in agile environments. The ability\ \ to take smart and educated risks is essential to the success of this position.\ \ If you have all that and a passion for building quality experiences to make\ \ it easier for customers to manage their users of DocuSign, then we want to talk\ \ to you\nThis position is an individual contributor role reporting to the Senior\ \ Manager of Engineering.\nResponsibility\nThink about how to solve problems at\ \ scale and build fault tolerant systems using micro service architectureDevelop\ \ testable, high-quality, and ship-ready code with ample test coverageWork with\ \ Product Management and other developers to understand and translate engineering\ \ requirements into design requirements and provide estimatesWork as part of a\ \ cross-site development team to drive design implementation, testing and release\ \ of products\nJob Designation\nHybrid: Employee divides their time between in-office\ \ and remote work. Access to an office location is required. (Frequency: Minimum\ \ 2 days per week; may vary by team but will be weekly in-office expectation)\n\ Positions at DocuSign are assigned a job designation of either In Office, Hybrid\ \ or Remote and are specific to the rolejob. Preferred job designations are not\ \ guaranteed when changing positions within DocuSign. DocuSign reserves the right\ \ to change a position's job designation depending on business needs and as permitted\ \ by local law.\nWhat you bring\nBasic \n8+ years software development experience\ \ in one or more object oriented programming languages, such as C#, Java, C++3+\ \ years of experience with large scale data systems, such as Cassandra, Elasticsearch\ \ and Presto or equivalent3+ years of experience with large scale distributed\ \ data processing frameworks such as Apache Spark2+ years of experience with cloud\ \ environments (Azure, AWS)BS degree in Computer Science or relevant field of\ \ studyMust be located in Chicago, Seattle or the Bay area or willing to relocate\n\ Preferred\nKnowledge and experience in high scale, highly available (99.99+) systemsExperience\ \ with Microsoft technology stack (.NET, C#, SQL Server, etc.)Experience with\ \ SaaSExperience with large scale data processing in cloud environmentsExperience\ \ with agile and test-driven development methodologiesA passion to learn new software\ \ technologiesMS in Computer Science or relevant field of study\nWage Transparency\n\ Based on applicable legislation, the below details pay ranges in the following\ \ locations:\nCalifornia: $146,800 - $235,025 base salary\nIllinois and Colorado:\ \ $139,800 - $197,400 base salary\nWashington and New York (including NYC metro\ \ area): $139,800 - $207,325 base salary\nThis role is also eligible for bonus,\ \ equity and benefits.\nLife at DocuSign\nWorking here\nDocuSign is committed\ \ to building trust and making the world more agreeable for our employees, customers\ \ and the communities in which we live and work. You can count on us to listen,\ \ be honest, and try our best to do whats right, every day. At DocuSign, everything\ \ is equal.\nWe each have a responsibility to ensure every team member has an\ \ equal opportunity to succeed, to be heard, to exchange ideas openly, to build\ \ lasting relationships, and to do the work of their life. Best of all, you will\ \ be able to feel deep pride in the work you do, because your contribution helps\ \ us make the world better than we found it. And for that, youll be loved by us,\ \ our customers, and the world in which we live.\nAccommodation\nDocuSign provides\ \ reasonable accommodations for qualified individuals with disabilities in job\ \ application procedures. If you need such an accommodation, including if you\ \ need accommodation to properly utilize our online system, you may contact us\ \ at accommodations@docusign.com.\nIf you experience any technical difficulties\ \ or issues during the application process, or with our interview tools, please\ \ reach out to us at taops@docusign.com for assistance.\nApplicant and Candidate\ \ Privacy Notice\nStates Not Eligible for Employment\nThis position is not eligible\ \ for employment in the following states: Alaska, Hawaii, Maine, Mississippi,\ \ North Dakota, South Dakota, Vermont, West Virginia and Wyoming.\n" - source_sentence: 'Professional SummaryArdent and intelligent software engineer capable of providing sterling service using my technical prowess, hard working nature and interpersonal skills. SkillsJava, 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 Work 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. EducationExpected 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 SkillsC++, 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' sentences: - "Novi Labs delivers world-class Oil & Gas forecasts via an end-to-end platform\ \ that leverages machine learning and data science. Join our talented technical\ \ team to help us improve and expand our products and further solidify our market-leading\ \ position. \n\nBenefits of Working at Novi Labs\nSmall, talented teamHighly collaborative\ \ work environment High autonomy with true project ownershipSmall company with\ \ visibility into company decisions and prioritiesEasy line-of-sight to how your\ \ contributions directly benefit customers\n\nRole\nWe are looking for a seasoned\ \ data engineer that has a passion for sound design and engineering practices\ \ and is adept at making reasoned short-term vs long-term trade-offs. In this\ \ role you will be leading the buildout of our next generation data and machine\ \ learning platform, while helping to support and transition from our current\ \ systems. This is a key role on a small team. To be successful, It will be important\ \ that you feel comfortable driving projects on your own, but also enjoy brainstorming\ \ and collaboration. \nWhat youll do here\nAfter joining Novi, you'll collaborate\ \ hand in hand with our team of data scientists and ETL specialists. Together,\ \ we're charting a course towards establishing an innovative greenfield platform\ \ that will unlock the power of machine-learning powered analytics products.\n\ As a key member of our team, you'll play a pivotal role in cultivating a culture\ \ of engineering excellence. Your responsibilities will encompass the establishment\ \ of standards and the integration of emerging technologies to uphold the zenith\ \ of software engineering practices in Python. Your expertise will contribute\ \ to the improvement of our existing analytics platform, encompassing the implementation\ \ of novel functionalities and the enhancement of both the scalability and reliability\ \ of our data transformation and storage. This will be achieved through precise\ \ profiling and optimization techniques, coupled with the strategic design of\ \ cloud computing solutions.\nIf you're driven by the prospect of making a profound\ \ impact within a collaborative and forward-thinking environment, we invite you\ \ to join us at Novi. Together, we'll continue to elevate the benchmark of data-driven\ \ solutions while nurturing your professional growth and development.\nRequired\ \ Skills & Experience\nMinimum of 5 years of experience building robust and scalable\ \ data pipelinesStrong foundation in software engineering principles in PythonKnowledge\ \ of the PyData stack (e.g. pandas) that goes deeper than the APIsExperience handling,\ \ storing and linking multi-modal data typesExperience with the full software\ \ development lifecycle (git, CI, Docker, test, etc.)Strong database knowledge\ \ (SQL & NoSQL)Strong cloud architecture skills - AWS preferred\n\nDesired Skills\ \ & Experience\nInterest in data science or previous experience working on a data\ \ science teamExperience working with GIS dataPrevious work on an agile teamExperience\ \ working for a start-up or small company\n\n\n\nCultural Fit\nAt Novi, the culture\ \ fit is as important as the technical fit. Our team will be a great fit for you\ \ if you:\nHave a positive attitude and a growth mindsetEnjoy working on small,\ \ highly collaborative teamsAre self-motivated to improve your technical capacitiesInfluence\ \ without authority via well-reasoned ideas and clear communicationAre comfortable\ \ working cross-functionally to deliver customer impactEnjoy team and company\ \ successes as much as your ownTake ownership of deliverables with strong attention\ \ to detailAre happy to task switch when necessary to help teams succeedEnjoy\ \ knowing whats happening across the entire company\n\nMore About Novi\nProfessional\ \ work environment with a clear understanding of worklife balanceFlexible Leave\ \ PolicyHeathDentalVision Insurance401K\n" - 'Allergan Data Labs is on a mission to transform the Allergan Aesthetics beauty business at AbbVie, one of the largest pharmaceutical companies in the world. Our iconic brands include BOTOX Cosmetic, CoolSculpting, JUVDERM and more. Allergan Data Labs is on a mission to transform the Allergan Aesthetics beauty business at Abbvie, one of the largest pharmaceutical companies in the world. Allergan Aesthetics brands include Botox, CoolSculpting, Juvderm and many more. The medical aesthetics business is ripe for disruption and we''re building a high performing Data Science and Engineering team to do just that. Our team has successfully launched a new and innovative technology platform, All, which serves millions of consumers, tens of thousands of aesthetics providers, and thousands of colleagues throughout the US. Since its launch in November 2020, All has delivered curated promotions, personalized experiences, and millions of consumers use it as part of their beauty journey. We''re looking for a Senior Data Engineer interested in working within a startup-oriented environment while having the backing of a very large company. If that''s you, please read on. You Will Work with cross functional partners - Data Scientists, Engineers, Product Managers to understand and deliver data needs.Champion code quality, reusability, scalability, security and help make strategic architecture decisions with the lead engineerDesign, build and launch extremely efficient and reliable data pipelines to move data across a number of platforms including Data Warehouse, online caches and real-time systems.Build product-focused datasets and scalable, fault-tolerant pipelines.Build data quality checks, data anomaly detection, and optimize pipelines for ideal compute and storage.Develop APIs and Microservices to expose and integrate data products with software systems Required Experience & Skills 5+ years of experience as a Data Engineer writing code to extract, ingest, process and store data within SQL, NoSQL and MPP databases like SnowflakeStrong development experience with Python (or ScalaJava)Experience with complex SQL, batch and streaming pipelines with Apache Spark framework.Knowledge of relational and dimensional data modelingExperience with data quality checks, data validation and data anomaly detection.Experience with workflow management engines like AirflowExperience with Git, CICD pipelines, Docker, KubernetesExperience with architecting solutions on AWS or similar public clouds.Experience with Microservices and Event Driven Architecture Additional Desired Competencies Experience with offline and online feature engineering solutions for Machine LearningPrevious domain knowledge in the digital marketingExperience with API development to expose data productsExperience with building Data and ML platforminfrastructure Perks Competitive salary.Competitive annual bonus targets.401k with dollar-for-dollar match, up to 6% of eligible earnings (base, bonus). Plus, additional company contribution.RSU grants (Long Term Incentives) for approved roles.Comprehensive medical, dental, vision and life insurance.17 paid holidays per year, including 3 floating holidays.Annual Paid Time Off (PTO), with separate sick daysGenerous discounts on SkinMedica skin care products.Discounted aesthetic treatment days multiple times a year.$600 worth of Alle benefits each year to use towards aesthetic treatments and products.Eligible for donation matching to over 1.5 million nonprofit organizations. Applicable only to applicants applying to a position in any location with pay disclosure requirements under state or local law: The compensation range described below is the range of possible base pay compensation that the Company believes in good faith it will pay for this role at the time of this posting based on the job grade for this position. Individual compensation paid within this range will depend on many factors including geographic location, and we may ultimately pay more or less than the posted range. This range may be modified in the future.We offer a comprehensive package of benefits including paid time off. (vacation, holidays, sick), medicaldentalvision insurance and 401(k) to eligible employees.This job is eligible to participate in our short-term incentive programs.This job is eligible to participate in our long-term incentive programs. Note: No amount of pay is considered to be wages or compensation until such amount is earned, vested and determinable. The amount and availability of any bonus, commission, incentive, benefits, or any other form of compensation and benefits that are allocable to a particular employee remains in the Company''s sole and absolute discretion unless and until paid and may be modified at the Company''s sole and absolute discretion, consistent with applicable law. Compensation Range (Minimum - Maximum) $109,500$208,000 USD Core Values Be Humble: You''re smart yet always interested in learning from others.Work Transparently: You always deal in an honest, direct and transparent way.Take Ownership: You embrace responsibility and find joy in having the answers.Learn More: Through blog posts, newsletters, podcasts, video tutorials and meetups you regularly self educate and improve your skill set.Show Gratitude: You show appreciation and return kindness to those you work with. Perks For Our Full Time Employees Competitive salary.Competitive annual bonus targets.401k with dollar for dollar match, up to 6% of eligible earnings (base, bonus). Plus additional company contribution.RSU grants (Long Term Incentives) for approved roles.Comprehensive medical, dental, vision and life insurance.17 paid holidays per year, including 3 floating holidays.Annual Paid Time Off (PTO), with separate sick days12 weeks paid Parental LeaveCaregiver LeaveAdoption and Surrogacy Assistance PlanFlexible workplace accommodations.We celebrate our wins with opportunities to attend Lakers, Knicks, Anaheim Ducks, Anaheim Angels and NY Rangers games.Opportunities to attend concerts, festivals and other live entertainment events in recognition of delivering great work.Tuition reimbursement.Attend a tech or marketing conference of your choice each year.A MacBook Pro and accompanying hardware to do great work.A modern productivity toolset to get work done: Slack, Miro, Loom, Lucid, Google Docs, Atlassian and more.Generous discounts on SkinMedica skin care products.Discounted aesthetic treatment days multiple times a year.$600 worth of Alle benefits each year to use towards aesthetic treatments and products.Eligible for donation matching to over 1.5 million nonprofit organizations.Attend AWS Re:Invent in person (Las Vegas) or virtually each year (for certain roles)' - 'Who we are:Founded in 2017, Gatik is the leader in autonomous middle mile logistics. We deliver goods safely and efficiently using medium duty trucks with a focus on short-haul, B2B logistics for Fortune 500 customers such as Walmart and Loblaw. Gatik enables our customers to optimize their hub-and-spoke operations, enhance service levels and product flow across multiple locations while reducing labor costs and meeting an unprecedented expectation for faster deliveries. About the role:We are seeking passionate Staff Software Engineers, who have strong fundamentals in software development practices and are experts in C++ language in production-oriented environment. The ideal candidate is a highly experienced C++ developer with a passion for enabling the world''s first safe, reliable & efficient network of autonomous vehicles. You will partner with the research and software engineers to design, develop, test and validate AV features for our autonomous fleet. This role will be onsite 4 days a week at our Mountain View office! What you''ll do:Design, implement, integrate, and support real-time mission-critical software for the Gatiks autonomy stackWork with the research engineers to develop maintainable, testable and robust software designsArchitect and implement solutions to complex issues between components partitioned across the large software stackBe at the forefront of guiding & ensuring best SDLC practices while contributing to improving the safety in the core autonomy stackCollaborate with the Infrastructure and DevOps teams for efficient, secure and scalable software delivery to a network of Gatiks autonomous fleetGuide and mentor autonomy researchers and algorithm developers to make sure their components are running efficiently and with optimal compute and memory usageReview and refine technical requirements and translate them into high-level design & plans to support the development of safe AV technologyConduct code and design reviews and advise on technical mattersWhat we''re looking for:Bachelor''s Degree in Computer Science, Robotics or in a related degreeMaster''s or PhD degree preferred7+ years relevant industry work experience in a production environmentExpert software developer in C++ and build systems (Conan, Cmake, Bazel)Experience using software project management software (Jira, Confluence, etc.)Proven system integration and software architecture skillsStrong background in linernon-liner optimization, linear algebra or statisticsExperience with building frameworkssoftware infrastructure for large scale projects More about Gatik:With headquarters in Mountain View, CA and offices in Canada, Texas, Louisiana and Arkansas, Gatik is establishing new standards of success for the autonomous trucking industry every day. Visit us at Gatik for more company information and Jobs @ Gatik for more open roles. Gatik News:The 10 most innovative companies in transportation of 2023Americas Best Startup Employers of 2023 by ForbesAmericas Best Startup Employers of 2022 by ForbesGatik been named as a 2023 FreightTech 25 winner!Gatik named a TIME Best Invention of 2022Apeksha Kumavat recognized on the Inc. 2022 Female Founders 100 ListGatiks Gautam Narang on the importance of knowing your customerGatik CEO Gautam Narang was Named Among the Most Exceptional Entrepreneurs of 2022 by Goldman Sachs Taking care of our team:At Gatik, we connect people of extraordinary talent and experience to an opportunity to create a more resilient supply chain and contribute to our environments sustainability. We are diverse in our backgrounds and perspectives yet united by a bold vision and shared commitment to our values. Our culture emphasizes the importance of collaboration, respect and agility. We at Gatik strive to create a diverse and inclusive environment where everyone feels they have opportunities to succeed and grow because we know that together we can do great things. We are committed to an inclusive and diverse team. We do not discriminate based on race, color, ethnicity, ancestry, national origin, religion, sex, gender, gender identity, gender expression, sexual orientation, age, disability, veteran status, genetic information, marital status or any legally protected status.' pipeline_tag: sentence-similarity library_name: sentence-transformers metrics: - pearson_cosine - spearman_cosine - cosine_accuracy - cosine_accuracy_threshold - cosine_f1 - cosine_f1_threshold - cosine_precision - cosine_recall - cosine_ap - cosine_mcc model-index: - name: SentenceTransformer based on intfloat/e5-base-v2 results: - task: type: semantic-similarity name: Semantic Similarity dataset: name: resume job sim type: resume-job-sim metrics: - type: pearson_cosine value: 0.5577845705415876 name: Pearson Cosine - type: spearman_cosine value: 0.5380916567723595 name: Spearman Cosine - task: type: binary-classification name: Binary Classification dataset: name: resume job bin type: resume-job-bin metrics: - type: cosine_accuracy value: 0.7554038680318543 name: Cosine Accuracy - type: cosine_accuracy_threshold value: 0.4004253149032593 name: Cosine Accuracy Threshold - type: cosine_f1 value: 0.7931688804554079 name: Cosine F1 - type: cosine_f1_threshold value: 0.3310902714729309 name: Cosine F1 Threshold - type: cosine_precision value: 0.693200663349917 name: Cosine Precision - type: cosine_recall value: 0.926829268292683 name: Cosine Recall - type: cosine_ap value: 0.8004986107292146 name: Cosine Ap - type: cosine_mcc value: 0.532646430512923 name: Cosine Mcc --- # SentenceTransformer based on intfloat/e5-base-v2 This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for retrieval. ## Model Details ### Model Description - **Model Type:** Sentence Transformer - **Base model:** [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2) - **Maximum Sequence Length:** 512 tokens - **Output Dimensionality:** 768 dimensions - **Similarity Function:** Cosine Similarity - **Supported Modality:** Text ### Model Sources - **Documentation:** [Sentence Transformers Documentation](https://sbert.net) - **Repository:** [Sentence Transformers on GitHub](https://github.com/huggingface/sentence-transformers) - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers) ### Full Model Architecture ``` SentenceTransformer( (0): Transformer({'transformer_task': 'feature-extraction', 'modality_config': {'text': {'method': 'forward', 'method_output_name': 'last_hidden_state'}}, 'module_output_name': 'token_embeddings', 'architecture': 'BertModel'}) (1): Pooling({'embedding_dimension': 768, 'pooling_mode': 'mean', 'include_prompt': True}) (2): Normalize({}) ) ``` ## Usage ### Direct Usage (Sentence Transformers) First install the Sentence Transformers library: ```bash pip install -U sentence-transformers ``` Then you can load this model and run inference. ```python from sentence_transformers import SentenceTransformer # Download from the 🤗 Hub model = SentenceTransformer("sentence_transformers_model_id") # Run inference sentences = [ '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', "Who we are:Founded in 2017, Gatik is the leader in autonomous middle mile logistics. We deliver goods safely and efficiently using medium duty trucks with a focus on short-haul, B2B logistics for Fortune 500 customers such as Walmart and Loblaw. Gatik enables our customers to optimize their hub-and-spoke operations, enhance service levels and product flow across multiple locations while reducing labor costs and meeting an unprecedented expectation for faster deliveries.\nAbout the role:We are seeking passionate Staff Software Engineers, who have strong fundamentals in software development practices and are experts in C++ language in production-oriented environment. The ideal candidate is a highly experienced C++ developer with a passion for enabling the world's first safe, reliable & efficient network of autonomous vehicles. You will partner with the research and software engineers to design, develop, test and validate AV features for our autonomous fleet.\nThis role will be onsite 4 days a week at our Mountain View office!\nWhat you'll do:Design, implement, integrate, and support real-time mission-critical software for the Gatiks autonomy stackWork with the research engineers to develop maintainable, testable and robust software designsArchitect and implement solutions to complex issues between components partitioned across the large software stackBe at the forefront of guiding & ensuring best SDLC practices while contributing to improving the safety in the core autonomy stackCollaborate with the Infrastructure and DevOps teams for efficient, secure and scalable software delivery to a network of Gatiks autonomous fleetGuide and mentor autonomy researchers and algorithm developers to make sure their components are running efficiently and with optimal compute and memory usageReview and refine technical requirements and translate them into high-level design & plans to support the development of safe AV technologyConduct code and design reviews and advise on technical mattersWhat we're looking for:Bachelor's Degree in Computer Science, Robotics or in a related degreeMaster's or PhD degree preferred7+ years relevant industry work experience in a production environmentExpert software developer in C++ and build systems (Conan, Cmake, Bazel)Experience using software project management software (Jira, Confluence, etc.)Proven system integration and software architecture skillsStrong background in linernon-liner optimization, linear algebra or statisticsExperience with building frameworkssoftware infrastructure for large scale projects\nMore about Gatik:With headquarters in Mountain View, CA and offices in Canada, Texas, Louisiana and Arkansas, Gatik is establishing new standards of success for the autonomous trucking industry every day. Visit us at Gatik for more company information and Jobs @ Gatik for more open roles.\nGatik News:The 10 most innovative companies in transportation of 2023Americas Best Startup Employers of 2023 by ForbesAmericas Best Startup Employers of 2022 by ForbesGatik been named as a 2023 FreightTech 25 winner!Gatik named a TIME Best Invention of 2022Apeksha Kumavat recognized on the Inc. 2022 Female Founders 100 ListGatiks Gautam Narang on the importance of knowing your customerGatik CEO Gautam Narang was Named Among the Most Exceptional Entrepreneurs of 2022 by Goldman Sachs\nTaking care of our team:At Gatik, we connect people of extraordinary talent and experience to an opportunity to create a more resilient supply chain and contribute to our environments sustainability. We are diverse in our backgrounds and perspectives yet united by a bold vision and shared commitment to our values. Our culture emphasizes the importance of collaboration, respect and agility. We at Gatik strive to create a diverse and inclusive environment where everyone feels they have opportunities to succeed and grow because we know that together we can do great things. We are committed to an inclusive and diverse team. We do not discriminate based on race, color, ethnicity, ancestry, national origin, religion, sex, gender, gender identity, gender expression, sexual orientation, age, disability, veteran status, genetic information, marital status or any legally protected status.", "Novi Labs delivers world-class Oil & Gas forecasts via an end-to-end platform that leverages machine learning and data science. Join our talented technical team to help us improve and expand our products and further solidify our market-leading position. \n\nBenefits of Working at Novi Labs\nSmall, talented teamHighly collaborative work environment High autonomy with true project ownershipSmall company with visibility into company decisions and prioritiesEasy line-of-sight to how your contributions directly benefit customers\n\nRole\nWe are looking for a seasoned data engineer that has a passion for sound design and engineering practices and is adept at making reasoned short-term vs long-term trade-offs. In this role you will be leading the buildout of our next generation data and machine learning platform, while helping to support and transition from our current systems. This is a key role on a small team. To be successful, It will be important that you feel comfortable driving projects on your own, but also enjoy brainstorming and collaboration. \nWhat youll do here\nAfter joining Novi, you'll collaborate hand in hand with our team of data scientists and ETL specialists. Together, we're charting a course towards establishing an innovative greenfield platform that will unlock the power of machine-learning powered analytics products.\nAs a key member of our team, you'll play a pivotal role in cultivating a culture of engineering excellence. Your responsibilities will encompass the establishment of standards and the integration of emerging technologies to uphold the zenith of software engineering practices in Python. Your expertise will contribute to the improvement of our existing analytics platform, encompassing the implementation of novel functionalities and the enhancement of both the scalability and reliability of our data transformation and storage. This will be achieved through precise profiling and optimization techniques, coupled with the strategic design of cloud computing solutions.\nIf you're driven by the prospect of making a profound impact within a collaborative and forward-thinking environment, we invite you to join us at Novi. Together, we'll continue to elevate the benchmark of data-driven solutions while nurturing your professional growth and development.\nRequired Skills & Experience\nMinimum of 5 years of experience building robust and scalable data pipelinesStrong foundation in software engineering principles in PythonKnowledge of the PyData stack (e.g. pandas) that goes deeper than the APIsExperience handling, storing and linking multi-modal data typesExperience with the full software development lifecycle (git, CI, Docker, test, etc.)Strong database knowledge (SQL & NoSQL)Strong cloud architecture skills - AWS preferred\n\nDesired Skills & Experience\nInterest in data science or previous experience working on a data science teamExperience working with GIS dataPrevious work on an agile teamExperience working for a start-up or small company\n\n\n\nCultural Fit\nAt Novi, the culture fit is as important as the technical fit. Our team will be a great fit for you if you:\nHave a positive attitude and a growth mindsetEnjoy working on small, highly collaborative teamsAre self-motivated to improve your technical capacitiesInfluence without authority via well-reasoned ideas and clear communicationAre comfortable working cross-functionally to deliver customer impactEnjoy team and company successes as much as your ownTake ownership of deliverables with strong attention to detailAre happy to task switch when necessary to help teams succeedEnjoy knowing whats happening across the entire company\n\nMore About Novi\nProfessional work environment with a clear understanding of worklife balanceFlexible Leave PolicyHeathDentalVision Insurance401K\n", ] embeddings = model.encode(sentences) print(embeddings.shape) # [3, 768] # Get the similarity scores for the embeddings similarities = model.similarity(embeddings, embeddings) print(similarities) # tensor([[1.0000, 0.8884, 0.5065], # [0.8884, 1.0000, 0.4200], # [0.5065, 0.4200, 1.0000]]) ``` ## Evaluation ### Metrics #### Semantic Similarity * Dataset: `resume-job-sim` * Evaluated with [EmbeddingSimilarityEvaluator](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.sentence_transformer.evaluation.EmbeddingSimilarityEvaluator) | Metric | Value | |:--------------------|:-----------| | pearson_cosine | 0.5578 | | **spearman_cosine** | **0.5381** | #### Binary Classification * Dataset: `resume-job-bin` * Evaluated with [BinaryClassificationEvaluator](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.sentence_transformer.evaluation.BinaryClassificationEvaluator) | Metric | Value | |:--------------------------|:-----------| | cosine_accuracy | 0.7554 | | cosine_accuracy_threshold | 0.4004 | | cosine_f1 | 0.7932 | | cosine_f1_threshold | 0.3311 | | cosine_precision | 0.6932 | | cosine_recall | 0.9268 | | **cosine_ap** | **0.8005** | | cosine_mcc | 0.5326 | ## Training Details ### Training Dataset #### Unnamed Dataset * Size: 6,241 training samples * Columns: sentence1, sentence2, and score * Approximate statistics based on the first 100 samples: | | sentence1 | sentence2 | score | |:---------|:--------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:--------------------------------------------------------------| | type | string | string | float | | modality | text | text | | | details | | | | * Samples: | sentence1 | sentence2 | score | |:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------| | 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.
Highlights-Soft Skills: Public Speaking, Public Relations, Team Building, Project Management, Procedure writing, Staff Supervision and Management, Ability to interface with professionals on all levels. Accomplishments, Honors, and Activities -Board of Directors Member for the Food Bank of Corpus Christi from November 2010 to April 2013. -Held Life Insurance License -Basketball Official (Referee) High School Varsity Level.
ExperienceAccountant,08/2014-05/2015Aspirus–Owen,WI,Perform daily and routine accounting functions for two main companies and five small royalty companies. Responsibilities include but are not limited to the following: Accounts Payable, Accounts Receivable, Manage and reconcile funds for multiple banks accounts, Payroll, Perfo...
| Net2Source Inc. is an award-winning total workforce solutions company recognized by Staffing Industry Analysts for our accelerated growth of 300% in the last 3 years with over 5500+ employees globally, with over 30+ locations in the US and global operations in 32 countries. We believe in providing staffing solutions to address the current talent gap Right Talent Right Time Right Place Right Price and acting as a Career Coach to our consultants.
Role: Basel Business AnalystLocation: Washington, D.C.Work Mode: HybridHire Type: 6+ Month Contract (extendable)
JD: Role Specific Experience: 6+ years of relevant technical and business work experience The Candidates who have worked on Basel related projects in Credit risks or at least are aware of credit risk. Banking & Financial domain experience, along with knowledge of risk management, familiarity with concepts of finance and accounting Proficiency in MS Excel Experience in defining and implementing technology solutions for a major...
| 0.0 | | Professional SummaryCurrently working with Caterpillar as an contract employee Active in several NPI and CPI projects Provide technical for CAT facilities worldwide 24-hours a day Willing to travel to meet job requirements Familiar with Power Distribution Systems, NETA, NFPA 70E, and OHSA electrical standards Graduating in December 2014 with a Master's Degree in Industrial Management Excellent communication and interpersonal skills
SkillsGuest servicesInventory control proceduresMerchandising expertiseLoss preventionCash register operationsProduct promotions
Work History08/2012toCurrentFacilities Software Coordinator\|City,STATE,Responsible for managing software across all products in Decatur IL, Joliet IL, and North Little Rock AR On-call 24 hours a day to provide support to field reps, assembly workers, and line supervisors around the world including India, Russia, China, and Brazil Traveled to various locations within the company including Russia, Mossville IL, East Peoria IL, and No...
| At Salas OBrien we tell our clients that were engineered for impact. This passion for making a difference applies just as much to our team as it does to our projects. Thats why were committed to living our values every day: inspiring, achieving, and connecting as shared owners of our success with a focus on a sustainable future.
Building for the long-term means that all of our team members can expect to work on amazing projects with a people-first approach to problem solving. It also means that each member of our team has truly limitless potential to build a unique, meaningful, and high-impact careerand theyll receive great total rewards along the way.
About Us
Founded in 1975, Salas OBrien is an employee-owned engineering and professional services firm focused on achieving impact for our clients, our team, and the world. We know that tomorrows requirements are todays opportunities, and we are here to design lasting solutions for pressing challenges.
We work across a variety of industr...
| 0.0 | | SummaryI started my construction career in June of 2017 in Jacksonville, Florida as an Electrical Apprentice working full time and attending the Jacksonville Electrical Training Alliance. this experience provided invaluable insight into electrical systems work and the related theory. Knowledgeable leader with record of accomplishment on diverse construction projects. Translates directives of architects, constructions managers and clients into actionable on-site directives to consistently meet project demands. Expert in tackling problems head-on and maintaining strict standards. Hardworking and reliable electrician apprentice with strong ability in electrical knowledge and mechanical. Offering leadership, reliability and accuracy. Highly organized, proactive and punctual with team-oriented mentality.
SkillsDiagnostics and troubleshootingOSHA requirementsElectrical codes familiaritySafety awarenessPower and hand tool operationSchematics and blueprintsLift up to 20,000 poundsElectrical di...
| Schweitzer Engineering Laboratories (SEL) Infrastructure Defense Division seeks a talented individual for a cybersecurity focused (Lead) Software Engineer position. The work we perform is some of the most fascinating, challenging, and rewarding that can be found in the power engineering community.
Lead a team, conducting white and black box testing of devices and software for security flaws and vulnerabilities. Identify areas of concern and recommendations for an improved cybersecurity stance. Will require staying up to date and training others about current security vulnerabilities and mitigation processes.
Note: United States Citizenship is required. As a Lead Software Engineer, a typical day might include the following: Lead the specification, design, implementation, and test of firmwaresoftware systems.Understand hardware and software interactions, and collaborate with Hardware Engineers.Lead the development of designs and test documentation.Mentor Engineers, Associate Engineers, a...
| 0.0 | * Loss: [CosineSimilarityLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters: ```json { "loss_fct": "torch.nn.modules.loss.MSELoss", "cos_score_transformation": "torch.nn.modules.linear.Identity" } ``` ### Evaluation Dataset #### Unnamed Dataset * Size: 879 evaluation samples * Columns: sentence1, sentence2, and score * Approximate statistics based on the first 100 samples: | | sentence1 | sentence2 | score | |:---------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:---------------------------------------------------------------| | type | string | string | float | | modality | text | text | | | details | | | | * Samples: | sentence1 | sentence2 | score | |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------| | Career OverviewHighly 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.
QualificationsDevelopment: Using Apache Tomcat Server, Web Services, MVC pattern and OOP.
*Programming Languages: C#, Java, JavaScript, CSS3 and HTML5
Work ExperienceSoftware Development Intern,11/2016-PresentKion Group–Indianapolis,IN,Design, develop and test Android and iOS applications.Involving with all phases of mobile app development from initial concept, through design, development, testing and deployment.Work with product managers to clarify function flows and provide technical insight on optimization.Work with the entire project team to balance creative objectives with business and technical requirements.Data Center Operations Associate,01/2016-PresentBoulder County, Co–Boulder,CO,Develop internal application to process trackin...
| Job Title: Software DeveloperLocation: Cleveland, OHDuration: 6+ MonthsPosition Type Only W2 Role (No Corp to Corp)Job Description:
Job 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 r...
| 0.0 | | Professional SummaryHighly skilled software development professional bringing more than 4 years in software design, development and integration.
Offering advanced knowledge of cloud components, data ingestion, and Java/Python/JavaScript programming languages.
SkillsPython, Java, HTML, CSS, JavaScript;Application Frameworks: GCP BigQuery, Pub/Sub, Apache Beam, k8s, Stackdriver, Grafana, Tableau, Sumo Logic, DataDog, New Relic, Apigee, Angular, Node.js, Spring, Spring MVC, Spring Boot, Spring Data, Spring Cloud, Netflix OSS,JPA, Maven, Tomcat, Hibernate, Express, Redis, PostgreSQL, MongoDB, Docker, RESTful API, Nginx, TensorFlow, NLP,React, Git, Apache Bench, PostmanApacheAPICookingCSSDatabaseDebuggingDeliveryEngineerETLFunctionalGCPHTMLJavaJavaScriptLeadershipLogicDirectorMarketMongoDBMVCNLPOSSPostgreSQLPricingProgrammingProgressPythonQualityExpressReal-timeSoftware developersTableauTablesTomcatWorkshops
Work HistorySoftware Developer,12/2018-CurrentMaxar Technologies Ltd–Reston,VA,Des...
| Who we are:Founded in 2017, Gatik is the leader in autonomous middle mile logistics. We deliver goods safely and efficiently using medium duty trucks with a focus on short-haul, B2B logistics for Fortune 500 customers such as Walmart and Loblaw. Gatik enables our customers to optimize their hub-and-spoke operations, enhance service levels and product flow across multiple locations while reducing labor costs and meeting an unprecedented expectation for faster deliveries.
About the role:We are looking for talented Staff Engineers with expertise in classical and modern computer vision techniques to lead or actively contribute to the architecture, design, implementation, and delivery of a multi-modal perception system. The ideal candidate will be a software expert who has overseen a process from the R&D phase through product shipment and has a passion for leading teams and developing real-world solutions.
This role is onsite 4 days a week at our Mountain View, CA office!
What you'll do:Des...
| 0.0 | | Career OverviewMeticulous Senior Software Test Analyst who undertakes complex assignments, meets rigid deadlines and delivers superior performance. Possess practical knowledge on analyzing Bank Payments. Applies strong technical and analytical skills to inform Senior Management, Clients and Technology of key issues in the application and help the clients by providing good recommendations. Operates with a strong sense of urgency and thrives in a fast paced setting.
QualificationsJava, SQL, PL/SQL, HTMLApplications : HP Quality Centre 10, IBM Mainframe (AS400).Visual Studio 2015, VMware 12Pro, MSOffice13, Tableau, MS Visio, E-Draw MySQL, MS Access, Oracle SQL DeveloperOperating systems : Proficient on Windows 7/ 8.1 / 10, Linux (Ubuntu, Fedora)Certification : International Software Testing Qualification Board (ISTQB), Six Sigma, MS SQL, A+academic Project: - Store Management SystemStrong analytical skillsStructured query language (SQL) expertInformation securityProje...
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Job details
Join this global travel company and enjoy an opportunity to grow your accounting career while enjoying full benefits!
This Jobot Job is hosted by Dalia Juarez
Are you a fit? Easy Apply now by clicking the "Easy Apply" button and sending us your resume.
Salary $85,000 - $100,000 per year
A Bit About Us
With a team that has been established for nearly a century, we are dedicated to crafting resilient and secure luggage and accessories adorned with a our worldly designs. Guided by responsible tourism, we empower travelers to journey with confidence, promoting a sustainable world. As part of our dynamic team, you'll contribute to a legacy of fostering movement and seamless travel experiences.


Why join us?

Flexible Work Model Hybrid options, 2 days remote! Full Benefits Medical, Dental, Vision, and 401K + match. Innovative Legacy Join a brand that has been pioneering travel solut...
| 0.0 | * Loss: [CosineSimilarityLoss](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters: ```json { "loss_fct": "torch.nn.modules.loss.MSELoss", "cos_score_transformation": "torch.nn.modules.linear.Identity" } ``` ### Training Hyperparameters #### Non-Default Hyperparameters - `per_device_train_batch_size`: 32 - `num_train_epochs`: 5 - `learning_rate`: 1e-05 - `warmup_steps`: 0.1 - `weight_decay`: 0.01 - `fp16`: True - `per_device_eval_batch_size`: 32 #### All Hyperparameters
Click to expand - `per_device_train_batch_size`: 32 - `num_train_epochs`: 5 - `max_steps`: -1 - `learning_rate`: 1e-05 - `lr_scheduler_type`: linear - `lr_scheduler_kwargs`: None - `warmup_steps`: 0.1 - `optim`: adamw_torch_fused - `optim_args`: None - `weight_decay`: 0.01 - `adam_beta1`: 0.9 - `adam_beta2`: 0.999 - `adam_epsilon`: 1e-08 - `optim_target_modules`: None - `gradient_accumulation_steps`: 1 - `average_tokens_across_devices`: True - `max_grad_norm`: 1.0 - `label_smoothing_factor`: 0.0 - `bf16`: False - `fp16`: True - `bf16_full_eval`: False - `fp16_full_eval`: False - `tf32`: None - `gradient_checkpointing`: False - `gradient_checkpointing_kwargs`: None - `torch_compile`: False - `torch_compile_backend`: None - `torch_compile_mode`: None - `use_liger_kernel`: False - `liger_kernel_config`: None - `use_cache`: False - `neftune_noise_alpha`: None - `torch_empty_cache_steps`: None - `auto_find_batch_size`: False - `log_on_each_node`: True - `logging_nan_inf_filter`: True - `include_num_input_tokens_seen`: no - `log_level`: passive - `log_level_replica`: warning - `disable_tqdm`: False - `project`: huggingface - `trackio_space_id`: None - `trackio_bucket_id`: None - `trackio_static_space_id`: None - `per_device_eval_batch_size`: 32 - `prediction_loss_only`: True - `eval_on_start`: False - `eval_do_concat_batches`: True - `eval_use_gather_object`: False - `eval_accumulation_steps`: None - `include_for_metrics`: [] - `batch_eval_metrics`: False - `save_only_model`: False - `save_on_each_node`: False - `enable_jit_checkpoint`: False - `push_to_hub`: False - `hub_private_repo`: None - `hub_model_id`: None - `hub_strategy`: every_save - `hub_always_push`: False - `hub_revision`: None - `load_best_model_at_end`: False - `ignore_data_skip`: False - `restore_callback_states_from_checkpoint`: False - `full_determinism`: False - `seed`: 42 - `data_seed`: None - `use_cpu`: False - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None} - `parallelism_config`: None - `dataloader_drop_last`: False - `dataloader_num_workers`: 0 - `dataloader_pin_memory`: True - `dataloader_persistent_workers`: False - `dataloader_prefetch_factor`: None - `remove_unused_columns`: True - `label_names`: None - `train_sampling_strategy`: random - `length_column_name`: length - `ddp_find_unused_parameters`: None - `ddp_bucket_cap_mb`: None - `ddp_broadcast_buffers`: False - `ddp_static_graph`: None - `ddp_backend`: None - `ddp_timeout`: 1800 - `fsdp`: None - `fsdp_config`: None - `deepspeed`: None - `debug`: [] - `skip_memory_metrics`: True - `do_predict`: False - `resume_from_checkpoint`: None - `warmup_ratio`: None - `local_rank`: -1 - `prompts`: None - `batch_sampler`: batch_sampler - `multi_dataset_batch_sampler`: proportional - `router_mapping`: {} - `learning_rate_mapping`: {}
### Training Logs | Epoch | Step | Training Loss | Validation Loss | resume-job-sim_spearman_cosine | resume-job-bin_cosine_ap | |:------:|:----:|:-------------:|:---------------:|:------------------------------:|:------------------------:| | 0.2551 | 50 | 0.3292 | 0.2344 | 0.2979 | 0.6562 | | 0.5102 | 100 | 0.2088 | 0.2143 | 0.3592 | 0.7016 | | 0.7653 | 150 | 0.1920 | 0.1994 | 0.4189 | 0.7316 | | 1.0204 | 200 | 0.1769 | 0.1826 | 0.4996 | 0.7681 | | 1.2755 | 250 | 0.1639 | 0.1761 | 0.5194 | 0.7819 | | 1.5306 | 300 | 0.1529 | 0.1793 | 0.5194 | 0.7844 | | 1.7857 | 350 | 0.1489 | 0.1689 | 0.5551 | 0.8035 | | 2.0408 | 400 | 0.1350 | 0.1756 | 0.5434 | 0.7894 | | 2.2959 | 450 | 0.1280 | 0.1770 | 0.5351 | 0.7920 | | 2.5510 | 500 | 0.1253 | 0.1792 | 0.5395 | 0.8033 | | 2.8061 | 550 | 0.1231 | 0.1743 | 0.5471 | 0.8020 | | 3.0612 | 600 | 0.1240 | 0.1745 | 0.5528 | 0.8126 | | 3.3163 | 650 | 0.0988 | 0.1774 | 0.5494 | 0.8096 | | 3.5714 | 700 | 0.1045 | 0.1774 | 0.5381 | 0.8005 | ### Training Time - **Training**: 43.1 minutes ### Framework Versions - Python: 3.12.13 - Sentence Transformers: 5.6.0 - Transformers: 5.12.1 - PyTorch: 2.11.0+cu128 - Accelerate: 1.14.0 - Datasets: 5.0.0 - Tokenizers: 0.22.2 ## Citation ### BibTeX #### Sentence Transformers ```bibtex @inproceedings{reimers-2019-sentence-bert, title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks", author = "Reimers, Nils and Gurevych, Iryna", booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing", month = "11", year = "2019", publisher = "Association for Computational Linguistics", url = "https://arxiv.org/abs/1908.10084", } ```