--- tags: - sentence-transformers - sentence-similarity - feature-extraction - generated_from_trainer - dataset_size:4169 - loss:CosineSimilarityLoss - extraction - kaggle, kaggle-resume-dataset, resume-dataset base_model: thenlper/gte-base widget: - source_sentence: "PERSONAL SKILLS â\x80¢ Quick learner, â\x80¢ Eagerness to learn new things, â\x80¢ Competitive attitude, â\x80¢ Good leadership qualities, â\x80¢ Ability to deal with people diplomatically. PERSONAL DOSSIER Fathers Name: Dhanraj WaghEducation Details \r\nJanuary 2012 to January 2016 Bachelors of Engineering Engineering Pune, Maharashtra Pune University\r\nJanuary 2012 Higher Secondary Certificate Nashik, Maharashtra SND College of Engineering and Research Center\r\nJanuary 2010 Secondary School Certificate Yeola, Maharashtra Swami Muktanand Jr. College\r\n HSC Maharashtra State Board\r\n SSC Maharashtra State Bard\r\n BE Rajapur, Uttar Pradesh Madhyamik Vidya Mandir Rajapur\r\nTesting and Quality Control Engineer \r\n\r\nTesting and Quality Control Engineer - M/S Rakesh Transformer Industries Pvt. Ltd\r\nSkill Details \r\nCompany Details \r\ncompany - M/S Rakesh Transformer Industries Pvt. Ltd\r\ndescription - Responsibilities:\r\nâ\x80¢ To conduct Routine test, Type Test (Temperature Rise Test), Special Test on Transformers as per IS & IEC up\r\n\r\nto - 10 MVA / 33 KV Class & preparing of its test reports.\r\n\r\nâ\x80¢ Routine tests, Type tests and Special tests as per IS 2026, IS 1180, IS 11171/IEC-60076- test\r\n\r\nManual/inspection plans of Power Transformers, Distribution Transformers, Inverter Duty, Converter Duty,\r\n\r\nMotor Duty Transformer, Furnace Transformer, Auto Transformers, Dry Type (VPI & CRT) LT Transformers,\r\n\r\nSpecial Transformers\r\nâ\x80¢ Testing Remote Tap Changer Cubicle (RTCC) Panel with OLTC and its operation ( CTR, Esun MR.)\r\n\r\nâ\x80¢ Functional Testing of Transformer Accessories ( BR, PRV, MOG, WTI, OTI and its Setting)\r\n\r\nâ\x80¢ In case any failure in testing analyses the root cause and submit the CAPA\r\n\r\nâ\x80¢ Assist the customer or their representative at the time of inspection.\r\n\r\nâ\x80¢ In process testing of winding, core assembly and core coil assembly.\r\n\r\nâ\x80¢ Handling 3rd party and Government Body's Inspection.\r\n\r\nâ\x80¢ Preparation of Daily Internal Testing Reports and send to concern.\r\n\r\nâ\x80¢ Support Certification Audits (ISO & BIS)\r\n\r\nâ\x80¢ Calibration/validation of tools, instruments, Measuring equipment's\r\n\r\nâ\x80¢ Suggest the client about proper maintenance of transformer\r\nâ\x80¢ Doing all documentation and Maintain Records and Analyze the Test Results and Maintain Testing Ledger\r\n\r\nâ\x80¢ In process Quality Inspection of Winding, Core assembly, Core Coil assembly as per Standard and as per\r\n\r\norganizational Norms.\r\n\r\nâ\x80¢ Pre Dispatch Quality Inspection of Complete Product.\r\n\r\nâ\x80¢ Implementation of, WHY-WHY analysis.\r\ncompany - M/S Silverline Electricals Pvt. Ltd\r\ndescription - Routine tests, Type tests (Temperature Rise Test) and Special tests as per IS 2026, IS 1180/ test\r\n\r\nManual/inspection plans of Distribution Transformer, Power Transformer\r\n\r\nâ\x80¢ Successfully handled Responsibilities of ERDA's testing.\r\n\r\nâ\x80¢ On site commissioning of Transformer.\r\n\r\nâ\x80¢ Assist the customer or their representative at the time of inspection.\r\n\r\nâ\x80¢ In process testing of winding, core assembly and core coil assembly.\r\n\r\nâ\x80¢ Successfully handling 3rd party and Government Body's Inspection\r\n\r\nâ\x80¢ Preparation of Daily Internal Testing Reports and send to concern.\r\n\r\nâ\x80¢ Suggest the client about proper maintenance of transformer" sentences: - "â\x80¢ Good logical and analytical skills â\x80¢ Positive attitude towards solving problems and accepting challenges â\x80¢ A team player & leader â\x80¢ A good organizer PRESONAL DETAILS: DOB: 20/07/1995. Marital status: Single.Education Details July 2015 to June 2018 BE Electrical Pune, Maharashtra Sinhagad institute of technology January 2012 DIPLOMA MSBTE Kopargaon, MAHARASHTRA, IN K.B.P.Polytechnic January 2010 SSC S.G.Vidyalaya state board Testing Engineer Electrical engineer Skill Details Company Details company - Intelux Electronics Pvt Ltd description - 1. Power management system Testing department" - >- We are looking for a skilled Java Developer to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to Java Developer roles. - >- We are looking for a skilled Testing to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to Testing roles. - source_sentence: "Technical Skills Web Technologies: Angular JS, HTML5, CSS3, SASS, Bootstrap, Jquery, Javascript. Software: Brackets, Visual Studio, Photoshop, Visual Studio Code Education Details \r\nJanuary 2015 B.E CSE Nagpur, Maharashtra G.H.Raisoni College of Engineering\r\nOctober 2009 Photography Competition Click Nagpur, Maharashtra Maharashtra State Board\r\n College Magazine OCEAN\r\nWeb Designer \r\n\r\nWeb Designer - Trust Systems and Software\r\nSkill Details \r\nPHOTOSHOP- Exprience - 28 months\r\nBOOTSTRAP- Exprience - 6 months\r\nHTML5- Exprience - 6 months\r\nJAVASCRIPT- Exprience - 6 months\r\nCSS3- Exprience - Less than 1 year months\r\nAngular 4- Exprience - Less than 1 year monthsCompany Details \r\ncompany - Trust Systems and Software\r\ndescription - Projects worked on:\r\n1. TrustBank-CBS\r\nProject Description: TrustBank-CBS is a core banking solution by Trust Systems.\r\nRoles and Responsibility:\r\nâ\x97\x8F Renovated complete UI to make it more modern, user-friendly, maintainable and optimised for bank use.\r\nâ\x97\x8F Shared the UI structure and guidelines to be incorporated, with development team of around 50\r\nmembers.\r\nâ\x97\x8F Achieved the target of project completion in given time frame.\r\nâ\x97\x8F Made required graphics for the project in photoshop\r\n\r\n2. Loan Bazar (Loan Appraisal)\r\nProject Description: Loan Bazar is a MVC-based application dedicated to creating and managing\r\nloan applications. The goal of this application is to streamline the process of loan application and integrate with existing CBS.\r\nRoles and Responsibility\r\nâ\x97\x8F Designed and developed modern and responsive UI of entire application and achieved the target in given time frame.\r\nâ\x97\x8F Made required graphics for the project in photoshop\r\n3. Capital Security Bond Application\r\nProject Description: Capital Security Bond Application is a MVC based application which provided an online platform to purchase gold bond\r\nRoles and Responsibility:\r\nâ\x97\x8F Designed and developed modern and responsive UI of entire application and achieved the target in given time frame.\r\nâ\x97\x8F Made required graphics for the project in photoshop\r\n\r\n4. SoftGST\r\nProject Description: SoftGST (Web Based Application) is an ASP application to every tax\r\npayers and its vendors for generating the GSTR returns on the basis of sales / purchase\r\ndata, additionally the application can do the reconciliation of GSTR 2 A with purchase register.\r\nRoles and Responsibility:\r\nâ\x97\x8F Designed and developed the UI of Dashboard.\r\n\r\n5. Trust Analytica:\r\nProject Description: Trust Analytika is the mobile web app that shows bank asset, liability,\r\nincome, expenses.\r\nRoles and Responsibility:\r\nâ\x97\x8F Designed and developed the landing page of the application.\r\nâ\x97\x8F Supported the developers in UI implementation\r\n\r\n6. Website's:\r\nProject Name:\r\n1. TSR Technology Services - http://tsrtechnologyservices.com\r\n2. Vidarbha Merchants Urban Co-Op Bank - http://vmcbank.com\r\n3. GISSS - http://gisss.co.in\r\n4. Softtrust USA - http://softtrustusa.com\r\nRoles and Responsibility\r\nâ\x97\x8F Communicated with clients to understand their requirement\r\nâ\x97\x8F Made mocks for the website\r\nâ\x97\x8F Designed and developed complete website and hosted them in stipulated time.\r\ncompany - www.jalloshband.com\r\ndescription - Project Name:\r\n1. Jallosh Band - www.jalloshband.com\r\n2. An Endeavor Foundation\r\nRoles and Responsibility:\r\nâ\x97\x8F Communicated with clients to understand their requirement\r\nâ\x97\x8F Made mocks for the website\r\nâ\x97\x8F Designed and developed complete website and hosted them in stipulated time.\r\ncompany - 10MagicalFingers\r\ndescription - National and international client interaction.\r\nâ\x97\x8F Management of digital data" sentences: - >- We are looking for a skilled Web Designing to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to Web Designing roles. - >- We are looking for a skilled Electrical Engineering to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to Electrical Engineering roles. - >- Proposal (RFP) and Request for Information (RFI), Business Requirements Document (BRD), Functional Specification Documents (FSD), Software Requirement Specifications (SRS), Use Case documentation and Requirement Traceability Matrix (RTM) Acquainted with Relational Database Management systems (RDBMS), Meta Data Analysis programmed SQL Queries, business logics, Stored Procedures and exposure to various databases and modelling techniques. Expertise in creating ER Diagrams with Conceptual Data models, Physical Data models by capturing the requirements. Extensive knowledge on Data Warehousing architecture, Implementation approaches, schemas, dimensional modeling, Data Marts, Rapidly and Slowly Changing Dimensions, OLAP Cubes operations, and able to perform Reverse Engineering Analysis interpreting the business requirements and identify the source systems. Proficient in drafting Data Dictionaries, Data Mappings and identifying various Transformations ensuring the Data Integrity. Extensive experience over ETL (Extract Transform Load) process in Data Integration, Data Migration and Data Warehousing using Informatica Power Centre, IDQ (Data Quality) and SSIS-SSAS-SSRS with planning strategies and Management. Comprehensive understanding of Three-Tier Architecture and Service Oriented Architecture (SOA), Web Services, APIs, REST & SOAP using XML, JSON, WSDL and UDDI, with internet protocol suites like HTTP/HTTPS and FTPS. Decent exposure with Administration, configuration, - source_sentence: "I.T. Skills â\x80¢ Windows XP, Ms Office (Word, Excel: Look-ups; Pivot table; other basic functions ; Power Point) â\x80¢ Saral Payment Package- payroll software â\x80¢ Internet ApplicationsEducation Details \r\nJanuary 2006 Bachelor in Hospitality Management International Hospitality Management Queen Margaret University Edinburg\r\nJanuary 2006 diploma Hotel Management International Institute of Hotel Management\r\nHR \r\n\r\n\r\nSkill Details \r\nHr Management- Exprience - Less than 1 year monthsCompany Details \r\ncompany - Atri Developers\r\ndescription - â\x80¢ HR Payroll Statutory Compliance Performance Management\r\ncompany - \r\ndescription - Employee Relations and Administration: Creating industry specific Policies, Procedure, Forms, Formats, Letters, Checklists etc\r\n\r\nPayroll Management: Salary restructuring to process payroll of 600 employees.\r\nâ\x80¢ Validation of all input (Attendance, Leaves, and Salaries) before starting salary process.\r\nâ\x80¢ Processing accurate & error free salary of employees.\r\nâ\x80¢ Responsible for compensation and benefits administration.\r\nâ\x80¢ Coordinate with Accounts team for salary processing.\r\nâ\x80¢ Attendance & Leave record management\r\nâ\x80¢ Assuring prompt and satisfactory resolution of payroll related queries of all employees.\r\n\r\nStatutory Compliance Management:\r\nâ\x80¢ Manage various statutory compliance requirements (PF, ESIC, PT, Gratuity, TDS etc calculations, deduction, payment and return filing.\r\nâ\x80¢ Generate statutory reports like Form 16, Form 24Q. Conducting session with employees on Statutory Policies and procedure, compliance related topics.\r\nâ\x80¢ Shops and Commercial Establishments Act (S&E)\r\nâ\x80¢ The Payment of Gratuity Act 1972\r\nRecruitment and Selection: Handling recruitment like job posting in naukri portal and coordination. Create annual manpower plan and budget. Screen and schedule preliminary interview. Arrange for employee orientation. Handling joining formalities and salary account opening formalities.\r\n\r\nPerformance Management: End to end facilitation of PMS starting from creating Job Description & Appraisal Forms to Disbursement of Letters. KRA setting, Mid-year reviews, Annual reviews, handling all appraisal activities (360 Degree)\r\n\r\nTraining and Development: Conduct training need analysis and arrange various training session.\r\n\r\nEmployee engagement and Employee Welfare: Creation and deployment of Sales Rewards and Recognition Schemes, Periodic Interactive sessions like Monthly Birthday Celebration, Annual Day, Diwali Dhamaka, Offsite etc.\r\nWorking on Saral Payment Package- payroll software as well as on excel\r\nAssisting MD in HR works, offering suggestions and answering employee queries on payroll compliance related issues, other benefits (insurance, medical, reimbursement, ), full & final settlement of resigned employees." sentences: - >- We are looking for a skilled Hadoop to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to Hadoop roles. - >- requirement walkthroughs with the Development team and UI team to answer all their queries and help them to prepared Screen Mock ups, User Interface designs for various functional requirements. Environment\Tools: SDLC Waterfall,IBM Blueworks live, HP ALM, MS Visio, MS Office Suite, SharePoint Role: Business Systems Analyst August 2012- Dec 2012 Project Name:I&R Portal Client: PNC Financial Services Location: Pittsburgh, PA Project Description:Desktop Portal is a one stop shop for the Users which provides a 360-degree view of the client information, various accounts in various PNC systems as per the entitlements of the user. It provides SSO authentication to various applications of the PNC Bank. The project was related to the maintenance and enhancement of the Desktop portal application. Responsibilities: Gathered and Analyzed Requirements, prepared Functional Design Specifications (FDS) employing UML components such as Use Case Diagrams, Activity Diagrams and Process Flow Diagrams using MS Visio including documentation of constraints, assumptions, business impacts, project risks, dependencies and scope exclusions Performed the Fit Gap analysis, Impact analysis and Feasibility study for various proposed application enhancements. Prepared Screen Mock ups, User Interface designs for various requirements. Created Requirement Traceability Matrix and traced the requirements throughout the development and testing processes and verify adherence using the Requirements Traceability - >- We are looking for a skilled HR to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to HR roles. - source_sentence: "Computer Knowledge: â\x80¢ Proficient in basic use of MS office â\x80¢ Microsoft Dynamics AX software â\x80¢ SAIBA softwareEducation Details \r\n MBA Distance education Bharathiar University\r\n BE PA College of Engineering and Technology\r\n HSC R.V.G. Hr Sec School\r\n SSC G.Hr.Sec School\r\nHR \r\n\r\nAdmin in Bharat\r\nSkill Details \r\nDYNAMICS- Exprience - 6 months\r\nDYNAMICS AX- Exprience - 6 months\r\nMICROSOFT DYNAMICS- Exprience - 6 months\r\nMICROSOFT DYNAMICS AX- Exprience - 6 months\r\nMS OFFICE- Exprience - 6 monthsCompany Details \r\ncompany - Sri Ramesh Gaarment\r\ndescription - Tirupur\r\n\r\nAdministration as well as clients service\r\nHere corporate companies only insured so that knowledge gathered about\r\nGarments, spinning mills\r\n\r\nâ\x80¢ FEB 2018 to Still: Sri Ramesh Gaarment Tirupur.\r\n\r\nHR Activities\r\nAttendance maintenance, Time cards maintenance,\r\nStaffs and labors individual records maintenance\r\n\r\nProject:\r\nâ\x80¢ Advanced automobile collision avoidance and blackbox in CAR" sentences: - >- We are looking for a skilled HR to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to HR roles. - >- We are looking for a skilled DevOps Engineer to join our team. The ideal candidate should have expertise in industry-standard tools and techniques relevant to DevOps Engineer roles. - "communication with client â\x80¢ Timely delivery of the deliverable after ensuring quality check. â\x80¢ Attending weekly project review meetings (telephonic) with client AMC TO HPM Migration-CCR1 Client: Thai Oil Public Co. Ltd. Team Lead Process: Furnace System: TPS HPM Controller = 1 No. Job:- â\x80¢ Planning and Monitoring the below mentioned engineering activities- â\x80¢ Loop drawing design using Microsoft VISIO â\x80¢ Logic Point building using HPM builder â\x80¢ PU Calculation and IO Allocation â\x80¢ HPM Database preparation â\x80¢ Downloading of points on HPM test system â\x80¢ Testing of simple and complex loops using standard methodology â\x80¢ Focal point for communication with client â\x80¢ Timely delivery of the deliverable after ensuring quality check. â\x80¢ Attending weekly project review meetings (telephonic) with client Utilities and Offsites Client: ENPPI End Client: ETHYDCO, EGYPT Team Lead Process: Utilities for ETHYLENE plant. System: Experion R410.2, Redundant Controllers = 2Nos. System Cabinets = 4 Nos. Marshalling Cabinets = 10 Nos. Redundant Servers = 1 Pair Experion Backup Restore = 01 No Process History Database = 01 No. FDM Server = 01 No. Engineering Station - DCS = 01 No. Operating Stations - DCS = 05 No. Job:- â\x80¢ Planning the activities like Hardware Engineering, Software Engineering and HMI development.. â\x80¢ Responsible for Hardware Engineering for System, Marshalling, Network, Power Distribution Cabinets etc. â\x80¢ Preparation of BOM â\x80¢ Answering the queries or doubts from" - source_sentence: "developed modern and responsive UI of entire application and achieved the target in given time frame. â\x97\x8F Made required graphics for the project in photoshop 3. Capital Security Bond Application Project Description: Capital Security Bond Application is a MVC based application which provided an online platform to purchase gold bond Roles and Responsibility: â\x97\x8F Designed and developed modern and responsive UI of entire application and achieved the target in given time frame. â\x97\x8F Made required graphics for the project in photoshop 4. SoftGST Project Description: SoftGST (Web Based Application) is an ASP application to every tax payers and its vendors for generating the GSTR returns on the basis of sales / purchase data, additionally the application can do the reconciliation of GSTR 2 A with purchase register. Roles and Responsibility: â\x97\x8F Designed and developed the UI of Dashboard. 5. Trust Analytica: Project Description: Trust Analytika is the mobile web app that shows bank asset, liability, income, expenses. Roles and Responsibility: â\x97\x8F Designed and developed the landing page of the application. â\x97\x8F Supported the developers in UI implementation 6. Website's: Project Name: 1. TSR Technology Services - http://tsrtechnologyservices.com 2. Vidarbha Merchants Urban Co-Op Bank - http://vmcbank.com 3. GISSS - http://gisss.co.in 4. Softtrust USA - http://softtrustusa.com Roles and Responsibility â\x97\x8F Communicated with clients to understand their requirement â\x97\x8F Made mocks for the" sentences: - "website â\x97\x8F Designed and developed complete website and hosted them in stipulated time. company - www.jalloshband.com description - Project Name: 1. Jallosh Band - www.jalloshband.com 2. An Endeavor Foundation Roles and Responsibility: â\x97\x8F Communicated with clients to understand their requirement â\x97\x8F Made mocks for the website â\x97\x8F Designed and developed complete website and hosted them in stipulated time. company - 10MagicalFingers description - National and international client interaction. â\x97\x8F Management of digital data" - "formalities. â\x80¢ Soliciting quotes, preparing purchase orders and communicating with suppliers both local and international. â\x80¢ Receiving and dispatching goods â\x80¢ Liaising with suppliers to ensure timely supply of equipments â\x80¢ Stock control and inventory. â\x80¢ Maintenance of reorder levels and par stock. â\x80¢ Preparing the daily operations report â\x80¢ Maintaining the ISO standards, which involves efficient recording of data and systematic filing of data. company - Serck Services International description - March 2000 - April 2003 About the company A British based multinational company, manufacturing radiators, oil coolers, heat exchangers and Other cooling elements for all purposes Joined the company as Accounts Assistant and promoted to Logistic Assistant in Aug 2001 company - Serck Services International description - Job responsibilities â\x80¢ Maintaining and updating the database of customers and suppliers. â\x80¢ Handling walk in customers and after sales service calls. Preparing Job order. â\x80¢ Providing timely information and data for the preparation of reports. â\x80¢ Circulating information through memos and reports. â\x80¢ Invoicing for four major departments. â\x80¢ Banking â\x80¢ Petty cashiering and preparing reports â\x80¢ General office duties." - "Technical Skills â\x80¢ Languages: C#, ASP .NET MVC, HTML, CSS, JavaScript, AngularJs â\x80¢ Primary Skill: Entity Framework. â\x80¢ Tools Used: SQL Server 14, Visual Studio 13. Project Details: 1.Project Name: Transport Management System Role: Dot Net Developer Platform Used: MVC, AngularJs, SQL Server Description: This project is about the Transport Management System. This project is used to keeps all the record of the Vehicle, Customer, Employee. Reduce costs with centralized planning and execution of logistics activities. Vehicle owner can add his vehicle for rent of the specific day into the application from their location. Admin can easily access the data of Vehicle, Customer & Employee. Responsibilities: Used 3-tier architecture for presentation layer, the Business and Data Access Layers and were coded using C# as per user Requirements. Make changes in the project with discussing the group for new requirement. Work on Customer and Vehicle model. 2.Project Name: CRM Role: Dot Net Developer Platform Used: MVC, SQL Server Description: It's kind of CRM Application where a training institute can easily track their student data. where we have different user store or access and utilise to manage this data with application. Any user can easily fill the information of the leads comes in that institute also who joined or Convert that leads as a student in that institute. All information can store or easily manage this application also the good leads or the student who didn't join but" pipeline_tag: sentence-similarity library_name: sentence-transformers license: mit language: - en --- ## 📂 Dataset This model was fine-tuned on the [Resume Dataset from Kaggle](https://www.kaggle.com/datasets/snehaanbhawal/resume-dataset)(https://www.kaggle.com/datasets/palaksood97/resume-dataset/discussion/174335), containing resumes categorized by job roles. The data was used to generate similarity pairs and synthetic job descriptions for training. --- # 🧠 Resume GTE Embedding Model A domain-specific sentence embedding model fine-tuned on **resumes** using [GTE-base](https://huggingface.co/thenlper/gte-base). Built for use in HR systems, resume search engines, talent matching, and AI-driven hiring. --- ## 📌 Model Card - **Base Model**: `thenlper/gte-base` - **Fine-tuned on**: - Self-supervised resume chunks - Resume pairs with similar job roles (category-based) - Resume ↔ synthetic job description pairs - **Dataset Size**: 4,169+ semantic chunks - **Loss**: `CosineSimilarityLoss` - **Vector Output Size**: 768 - **Chunking**: Semantic section-based splitting (e.g., “Work Experience”, “Skills”, etc.) --- ## 🧪 Intended Use Cases - ✅ Resume similarity search - ✅ Resume ↔ Job description matching - ✅ Candidate clustering by skills or experience - ✅ Career path embeddings / recommendation --- ## 🚀 Example Usage (Python) ```python from sentence_transformers import SentenceTransformer, util model = SentenceTransformer("swaraj20/resume_gte_embedding") resume1 = "Experienced software engineer skilled in Python, ML, and cloud deployment." resume2 = "Looking for a backend developer with Python and AWS experience." embedding1 = model.encode(resume1, convert_to_tensor=True) embedding2 = model.encode(resume2, convert_to_tensor=True) similarity = util.cos_sim(embedding1, embedding2) print(f"Similarity Score: {similarity.item():.4f}")