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.gitattributes

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1_Pooling/config.json

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+{
+  "word_embedding_dimension": 768,
+  "pooling_mode_cls_token": false,
+  "pooling_mode_mean_tokens": true,
+  "pooling_mode_max_tokens": false,
+  "pooling_mode_mean_sqrt_len_tokens": false,
+  "pooling_mode_weightedmean_tokens": false,
+  "pooling_mode_lasttoken": false,
+  "include_prompt": true
+}

README.md

@@ -1,3 +1,1101 @@
----
-license: mit
----
+---
+tags:
+- sentence-transformers
+- sentence-similarity
+- feature-extraction
+- generated_from_trainer
+- dataset_size:864
+- loss:CosineSimilarityLoss
+base_model: sentence-transformers/all-mpnet-base-v2
+widget:
+- source_sentence: "KEY COMPETENCIES â\x9C¶Multi - Operations Managementâ\x9C¶People\
+    \ Management â\x9C¶Customer Services - Emails â\x9C¶ MIS â\x9C¶Vendor & Client\
+    \ Services Managementâ\x9C¶Cross Functional Coordinationâ\x9C¶Banking & Financial\
+    \ Servicesâ\x9C¶ Transaction Monitoring * ATM Operations â\x9C¶ & Prepaid Card\
+    \ Operations (Pre-Issuance & Post-Issuance) â\x9C¶ POS Operations * JOB PROFILE\
+    \ & SKILLS: â\x80¢ An effective communicator with excellent relationship building\
+    \ & interpersonal skills. Strong analytical, problem solving & organizational\
+    \ abilities. â\x80¢ Extensive experience in managing operations with demonstrated\
+    \ leadership qualities & organisational skills during the tenure. â\x80¢ Managing\
+    \ customer centric operations & ensuring customer satisfaction by achieving service\
+    \ quality norms. â\x80¢ Analyzing of all operational problems, customer complaints\
+    \ and take preventive and corrective actions to resolve the same. â\x80¢ Receive\
+    \ and respond to Key customer inquiries in an effective manner and provide relevant\
+    \ and timely information. â\x80¢ Deft in steering banking back-end operations,\
+    \ analyzing risks and managing delinquencies with dexterity across applying techniques\
+    \ for maximizing recoveries and minimizing credit losses. â\x80¢ Analyzed & identified\
+    \ training needs of the team members and developing, organizing and conducting\
+    \ training programs and manage bottom quartile team to improve their performance.\
+    \ â\x80¢ Preparing and maintaining daily MIS reports to evaluate the performance\
+    \ and efficiency of the process relate to various verticals. â\x80¢ Measuring\
+    \ the performance of the processes in terms of efficiency and effectiveness matrix\
+    \ and ensuring adherence to SLA. â\x80¢ Major Activities Define processes for\
+    \ Field Services were monitored and necessary checks were executed and controlled.\
+    \ Also measured Vendor SLA by analyzing the TAT of vendors & the Client SLA provided\
+    \ to us. â\x80¢ As per company procedures, handling & ensuring vendor's payment\
+    \ issues to be sorted out &payments are processed on quarterly basis. â\x80¢ Appropriately\
+    \ plan and execute each skill of operations in accordance with the department's\
+    \ policies and procedures. â\x80¢ Manage relationships with business team, software\
+    \ development team and other services to achieve project objectives. Different\
+    \ software Worked till now: - a. CTL prime - Axis Bank Credit Cards b. Insight\
+    \ - For POS Machine technical operations for Amex (MID & TID Generation- ATOS\
+    \ (Venture Infotek) c. Ticket Management System - TATA Communications Private\
+    \ Services Ltd (ATM - NOC Operations) d. Branch Portal (Yalamanchili Software\
+    \ Exports Ltd) - Prepaid Cards (SBI Bank & Zaggle Prepaid Oceans Services Ltd)\
+    \ Zaggle Prepaid Ocean Services Pvt Ltd Oct, 2017 to Till Date Designation: Manager\
+    \ - Operations (Payment Industry - Prepaid Cards - INR) Education Details \r\n\
+    \  Commerce Mumbai, Maharashtra Mumbai University\r\nOperations Manager \r\n\r\
+    \nService Manager - Operations (Payment Industry - Prepaid Cards - INR & FTC)\r\
+    \nSkill Details \r\nOPERATIONS- Exprience - 73 months\r\nSATISFACTION- Exprience\
+    \ - 48 months\r\nTRAINING- Exprience - 24 months\r\nNOC- Exprience - 23 months\r\
+    \nPOINT OF SALE- Exprience - 20 monthsCompany Details \r\ncompany - Zaggle Prepaid\
+    \ Ocean Services Pvt Ltd\r\ndescription - Card Operations\r\ncompany - Yalamanchili\
+    \ Software Exports Ltd\r\ndescription - 24*7 Operations Pvt Ltd) Dec 2015 to Feb\
+    \ 2017\r\n\r\nDesignation: Service Manager - Operations (Payment Industry - Prepaid\
+    \ Cards - INR & FTC)\r\n\r\nKey Contributions: â\x80¢ A result-oriented business\
+    \ professional in planning, executing& managing processes, improving efficiency\
+    \ of operations, team building and detailing process information to determine\
+    \ effective result into operations.\r\nâ\x80¢ Ensuring PINs generation (SLA) is\
+    \ maintained and chargeback cases are raised in perfect timeframe.\r\nâ\x80¢ Managing\
+    \ email customer services properly and ensuring the emails are replied properly.\
+    \ Also, ensuring transaction monitoring is properly managed 24/7.\r\nâ\x80¢ Assisting\
+    \ Bankers (SBI & Associated Banks) for their BCP plans by getting executed in\
+    \ the system with the help of DR-PR plans & vice versa or any other business requirements.\r\
+    \nâ\x80¢ Expertise in maintaining highest level of quality in operations; ensuring\
+    \ adherence to all the quality parameters and procedures as per the stringent\
+    \ norms.\r\nâ\x80¢ Lead, manage and supervise the execution of external audit\
+    \ engagements and responsible for presenting the findings & developing a quality\
+    \ reports to the senior Management and Clients.\r\nâ\x80¢ Coach/mentor (20) team\
+    \ members to perform at a higher level by giving opportunities, providing timely\
+    \ continuous feedback and working with staff to improve their communication, time\
+    \ management, decision making, organization, and analytical skills.\r\nâ\x80¢\
+    \ Providing the solutions and services to the client in their own premises with\
+    \ aforesaid count of team members.\r\nâ\x80¢ Also ensuring end to end process\
+    \ of PR & DR as per client requirements (PR- DR & DR -PR) by interacting with\
+    \ internal & external stakeholders.\r\nâ\x80¢ Determining process gaps and designing\
+    \ & conducting training programs to enhance operational efficiency and retain\
+    \ talent by providing optimum opportunities for personal and professional growth.\r\
+    \ncompany - Credit Cards\r\ndescription - Ensured highest standard of customer\
+    \ satisfaction and quality service; developing new policies and procedures to\
+    \ improve based on customer feedback and resolving customer queries via correspondence,\
+    \ inbound calls & email channels with the strength of (12-16) Team members.\r\n\
+    company - AGS Transact Technologies Limited\r\ndescription - Key Contributions:\
+    \ Lead - SPOC to Banks\r\ncompany - TATA Communications Payment Solutions Ltd\r\
+    \ndescription - To make ATMs operational within TAT by analyzing the issue is\
+    \ technical or non-technical and also by interacting with internal & external\
+    \ stakeholders.\r\ncompany - Vertex Customer Solutions India Private Ltd\r\ndescription\
+    \ - Key Contributions: â\x80¢ Build positive working relationship with all team\
+    \ members and clients by keeping Management informed   of KYC document collection\
+    \ & con-current audit progress, responding timely to Management inquiries, understanding\
+    \ the business and conducting self professionally.\r\ncompany - Financial Inclusion\
+    \ Network & Operations Limited\r\ndescription - Key Contributions: POS-Operations\
+    \ â\x80¢ Cascading the adherence of process is strictly followed by team members\
+    \ & training them to reduce the downtime.\r\nâ\x80¢ Managing Stock of EDC Terminals\
+    \ â\x80¢ Managing Deployments of terminals through Multiple teams â\x80¢ Would\
+    \ have worked with multiple terminal make & model â\x80¢ Managing Inward, Outward\
+    \ & QC of applications installed in the POS machines.\r\ncompany - Venture Infotek\
+    \ Private Ltd\r\ndescription - Key Contributions: POS-Operations\r\ncompany -\
+    \ Axis Bank Ltd - Customer Services\r\ndescription - Aug 2006 to Oct 2009 (Ma-Foi&I-\
+    \ smart)\r\n\r\nDesignation: Team Leader/Executive - Emails, Phone Banking & Correspondence\
+    \ Unit (Snail Mails)"
+  sentences:
+  - '⢠Responsible for & maintaining a high standard of customer service by providing
+    an excellent service experience and meeting the business objectives.
+
+    ⢠Provide a fast, accurate and efficient service to the customer by responding
+    to customer enquiries promptly and accurately.
+
+    ⢠Provide friendly and professional customer service to customers and other staff.
+
+    ⢠Ensure that a high level of accuracy and customer service is always maintained.
+
+    ⢠Ensure that customer service and customer requirements are met, & ensure that
+    customer''s expectations are met and exceeded.
+
+    ⢠Ensure that customer service and customer requirements are met, & ensure that
+    customer''s expectations are met and exceeded.
+
+    ⢠Maintain customer service systems and processes to ensure that all customer
+    queries and complaints are resolved on time.
+
+    ⢠Ensure that customer information is up to date and that customer information
+    is maintained in the relevant format.
+
+    ⢠Ensure that all customer procedures are followed and that customer data is
+    confidential.
+
+    ⢠Ensure customer'''
+  - 'We are looking for an Electrical Engineer with 1 year of experience to join our
+    Solar Energy division in Bhopal, Madhya Pradesh. The division is responsible for
+    the design, installation, operation and maintenance of Solar Energy plants. The
+    candidate should have experience in the following areas:
+
+
+    1. Solar Power Plant Installation
+
+    2. Maintenance
+
+
+    Responsibilities:
+
+    - Design, installation and commissioning of solar plant.
+
+    - Maintaining Solar power plant''s operation and maintenance.
+
+    - Troubleshooting of solar panel and system.
+
+    - Analyzing electrical bills and ensuring energy efficiency.
+
+    - Providing technical support for solar panel installation and maintenance.
+
+
+    Requirements:
+
+    - Electrical Engineering Degree (BE / B.Tech)
+
+    - 1 year of experience
+
+    - Good knowledge of Solar Energy Plant Installation
+
+    - Good analytical skills.
+
+    - Good communication skills.
+
+    - Willing to work in shifts and on weekends.'
+  - 'We are looking for a self-motivated & result oriented Quality Engineer with experience
+    in the above mentioned areas. The role will involve:
+
+    1. Verifying & testing of PCBs (using multimeter, DSO, PC and other required instruments).
+
+    2. Working with 2D & 3D software like SolidWorks, CATIA, AutoCAD etc.
+
+    3. Preparation of drawings & drafting of mechanical parts.
+
+    4. Verifying & testing of PCB assemblies (using multimeter, DSO, PC and other
+    required instruments).
+
+    5. Knowledge of CAD software like Solidworks, CATIA, etc.
+
+    6. Knowledge of drafting & machining techniques.
+
+    7. Knowledge of quality processes/stability analysis.
+
+    8. Knowledge of design for reliability.
+
+    9. Knowledge of design for manufacturing (DFM)
+
+    10. Knowledge of product quality processes.
+
+    11. Knowledge of design for manufacturing (DFM)'
+- source_sentence: "SKILLS Bitcoin, Ethereum Solidity Hyperledger, Beginner Go, Beginner\
+    \ R3 Corda, Beginner Tendermint, Nodejs, C Programming, Java, Machine Learning\
+    \ specilaized in Brain Computer Interface, Computer Networking and Server Admin,\
+    \ Computer Vision, Data Analytics, Cloud Computing, Reactjs, angularEducation\
+    \ Details \r\nJanuary 2014 to January 2018 Bachelor of Engineering Computer Science\
+    \ & Engineering  Thakur College of Engineering and Technology\r\nSeptember 2016\
+    \ to March 2017  Dynamic Blood Bank System Mumbai, Maharashtra IIT\r\nJanuary\
+    \ 2014 CBSE   Senior Secondary\r\nJanuary 2011 CBSE Banking  VIDYASHRAM PUBLIC\
+    \ SCHOOL\r\nBlockchain Developer \r\n\r\nBlockchain Developer - Zhypility Technologies\r\
+    \nSkill Details \r\nNETWORKING- Exprience - 27 months\r\nDATA ANALYTICS- Exprience\
+    \ - 11 months\r\nCOMPUTER VISION- Exprience - 6 months\r\nJAVA- Exprience - 6\
+    \ months\r\nMACHINE LEARNING- Exprience - 6 monthsCompany Details \r\ncompany\
+    \ - Zhypility Technologies\r\ndescription - une 2018\r\ncompany - Area Business\
+    \ Owner Amway Enterprise Limited\r\ndescription - Business Strategizing Promotion,\
+    \ Analytics and Networking Terms\r\ncompany - Virtual\r\ndescription - Developing\
+    \ Prototype of Smart India Hackthon to deployment level.\r\n3.Networking And Switch\
+    \ Intern Bharti Airtel Private Limited (Mumbai)\r\ncompany - 1.International Research\
+    \ Scholar- University Of Rome, Tor Vergata (Rome)\r\ndescription - Nov 2017 -\
+    \ Nov 2017\r\nHas done research on Reality Based Brain computer Interface and\
+    \ proposed paper in International Journal of Advanced Research (IJAR-20656) accepted\
+    \ paper by reviewer and Smart Kisan -Revolutionizing Country -IJSRD accepted for\
+    \ publication\r\ncompany - \r\ndescription - under Reliance Jio (Mumbai) Dec 2017\
+    \ - Jan 2017\r\ncompany - Maharastra State Government Hackthon\r\ndescription\
+    \ - \r\ncompany - Virtual\r\ndescription - I was handling group of Interns in\
+    \ the marketing and sales team of nearby to promote on all social media platform\
+    \ the nearby products.\r\ncompany - Promotion And Stock Marketing Drums Foods\
+    \ International\r\ndescription - \r\ncompany - 8.Data Science And Web Analytics\
+    \ POSITRON INTERNET (Virtual)\r\ndescription - \r\ncompany - \r\ndescription -\
+    \ I was making people aware about women equality rights and raise voice against\
+    \ violence through various modes of events and other sources of media to help\
+    \ the society.\r\ncompany - IIT Bombay And IIT KGP Startup\r\ndescription - \r\
+    \ncompany - IIT Bombay And IIT KGP Startup\r\ndescription - "
+  sentences:
+  - 'We are looking for a Blockchain Developer with experience in Hyperledger Fabric
+    to join our product development team.
+
+    The developer will be responsible for building and maintaining the infrastructure
+    and services required for the Hyperledger Fabric blockchain. The developer will
+    be required to develop the core components of the Hyperledger Fabric, such as
+    the consensus algorithms, client libraries, and transaction processing.
+
+
+    The developer will also be required to build the Hyperledger Fabric node and perform
+    the node registration, configuration and startup.
+
+
+    The developer will be able to design and develop the Hyperledger Fabric node,
+    perform continuous integration and system testing.
+
+
+    The developer will also be required to build a Hyperledger Fabric client application,
+    which will be required to communicate with the Hyperledger Fabric node.
+
+
+    The developer will be required to develop various applications on the Hyperledger
+    Fabric platform, such as smart contracts, data and identity management, and application
+    development. The developer will be required to design and develop'
+  - 'â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
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+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
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+    â¦
+
+    â¦
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+    â¦
+
+    â¦
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+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â¦
+
+    â'
+  - "1. Java Web Developer. \n2. PHP developer. \n3..Net developer.\n\nWe are looking\
+    \ for a candidate who can work independently and handle multiple projects. \n\n\
+    The candidate must have:\n1. Strong coding skills in Java, JSP, and Spring.\n\
+    2. Experience in database design and SQL queries.\n3. Good communication skills\
+    \ to collaborate with a team.\n4. Knowledge of HTML, CSS, and JavaScript.\n5.\
+    \ Knowledge of design patterns and development best practices.\n\nWe offer benefits\
+    \ package including salary, holidays, medical, and other allowances.\n\nIf you\
+    \ are interested in this position, please email your resume to [email protected]"
+- source_sentence: "SOFTWARE SKILLS: Languages: C, C++ & java Operating Systems: Windows\
+    \ XP, 7, Ubuntu RDBMS: Oracle (SQL) Database, My SQL, PostgreSQL Markup & Scripting:\
+    \ HTML, JavaScript & PHP, CSS, JQuery, Angular js. Framework: Struts, Hibernate,\
+    \ spring, MVC Web Server: Tomcat and Glassfish. Web Services: REST AND SOAP TRAINING\
+    \ DETAIL Duration: 4 months From: - United Telecommunication Limited Jharnet project\
+    \ (Place - Ranchi, Jharkhand) Networking Requirements: Elementary configuration\
+    \ of router and switch, IP and MAC addressing, Lease Line, OSI Layers, Routing\
+    \ protocols. Status: - Network Designer.Education Details \r\n    2 High School\r\
+    \n Diploma Government Women Ranchi, Jharkhand The Institution\r\nBlockchain Engineer\
+    \ \r\n\r\nBlockchain Engineer - Auxledger\r\nSkill Details \r\nJAVA- Exprience\
+    \ - 19 months\r\nCSS- Exprience - 12 months\r\nHTML- Exprience - 12 months\r\n\
+    JAVASCRIPT- Exprience - 12 months\r\nC++- Exprience - 6 monthsCompany Details\
+    \ \r\ncompany - Auxledger\r\ndescription - Worked with on lots of product on blockchain.\r\
+    \n\r\nâ\x80¢ Bitcoin: Build Wallet and explorer on Bitcoin\r\nâ\x80¢ Ethereum:\
+    \ Build Wallet and explorer on ethereum blockchain.\r\nâ\x80¢ Customize product\
+    \ on Ethereum: Inventory system (Build smart contract in solidity,\r\ndeployed\
+    \ in java byte code and on ethereum as well and I have written API in java spring\
+    \ on that and then build front end and called all Api)\r\nâ\x80¢ Audit Logger:\
+    \ I have audit logger for OTC exchange to keep all transaction record in blockchain.\r\
+    \nâ\x80¢ DOC Safe on ethereum: I have build an ethereum application to keep Documents\
+    \ safe on blockchain and document in encrypted form on server.\r\nâ\x80¢ And explore\
+    \ with Litecoin, Ripple & exchange (OTC P2P) Hyperledger Fabric   ..continue \
+    \  ..\r\ncompany - \r\ndescription - Worked with a USA team on blockchain on ethereum,\
+    \ I have designed product on ethereum\r\nblockchain,\r\nâ\x80¢ Setup private ethereum\
+    \ and bitcoin blockchain. Worked on loyalty program system and HER\r\nSystem on\
+    \ ethereum network.\r\ncompany - ERP System, CRM for Real Estate Company\r\ndescription\
+    \ - â\x80¢ At Lavisa Infrastructure Bangalore                                \
+    \        Sep 2015- Oct 2016\r\nSoftware developer\r\nâ\x80¢ ERP System, CRM for\
+    \ Real Estate Company.\r\ncompany - News Portal\r\ndescription - â\x80¢ On demand\
+    \ product development from client side requirement. Like\r\nâ\x80¢ Dynamic website:\
+    \ Content management system where I have designed front end with backend where\
+    \ content of website was manageable from admin panel.\r\nâ\x80¢ News Portal: News\
+    \ portal where content was in Hindi language. I have used Html, Css,\r\nJavaScript,\
+    \ JDBC, MySQL data base.\r\nâ\x80¢ Birthday Reminder: A small web application\
+    \ for birthday reminder, I have used HTMl, CSS,\r\nJavaScript, JDBC, MySQL DB.\r\
+    \nâ\x80¢ Car parking System: A web application for Management of Car Parking System,\
+    \ I have used\r\nHTMl, CSS, JavaScript, JDBC, MySQL DB.\r\ncompany - Company portal\
+    \ for employee management for Inside Company\r\ndescription - â\x80¢ At United\
+    \ Telecom Limited Ranchi                                         Nov 2013-Sep\
+    \ 2014\r\nWeb developer\r\nâ\x80¢ Company portal for employee management for Inside\
+    \ Company. Onsite employee, & in different-different district. And management\
+    \ of all kind of government service like adhar\r\ncard, Birth certificate, pan\
+    \ card tracker etc.\r\n\r\nTechnology skill:\r\n\r\nTechnology: Blockchain (Bitcoin,\
+    \ Ethereum, Ripple, Hyperledger Fabric)\r\nBlock-chain: Private setup of blockchain,\
+    \ Node building.\r\nSmart Contract: Solidity Language.\r\nSmart Contract Api:\
+    \ Java Spring\r\nDapp Building: Node js, React js, Express js"
+  sentences:
+  - 'We are looking for an experienced Full Stack Developer to handle our website
+    development based in the United States. The candidate should have strong experience
+    working with Node.js, React, and MongoDB.
+
+
+    The ideal candidate should possess a solid understanding of the full-stack development
+    process, including gathering customer needs, coding, testing, and deployment.
+
+
+    Responsibilities:
+
+    - Develops and maintains the website, ensuring it is well-structured and responsive
+    to all users.
+
+    - Collaborate on the website design and layout, including the look and feel of
+    the website.
+
+    - Optimize and enhance web content to improve user experience.
+
+    - Troubleshoot issues and resolve problems to ensure website uptime.
+
+    - Develop and maintain the website in accordance with the latest industry trends
+    and best practices.
+
+    - Collaborate with the front-end development team to ensure the website is optimized
+    for all devices.
+
+    - Code, test, and maintain the user interface, including Javascript, CSS, and
+    HTML'
+  - 'The company is looking for a software developer who has a minimum of 2 years
+    of experience in
+
+    blockchain development, specifically with the Solidity language. The candidate
+    should also have
+
+    experience in smart contract development and dapp building. The job requires that
+    the developer
+
+    should also have experience in setting up and managing a private blockchain from
+    scratch.
+
+
+    The candidate should have a thorough understanding of the blockchain architecture,
+    mining,
+
+    wallet systems, chaincode development, and smart contract development. The experience
+    should be
+
+    demonstrated through relevant projects and examples.
+
+
+    The candidate should also have experience in deploying and maintaining blockchain
+
+    applications, and developing dapps. The candidate should also be familiar with
+    coding
+
+    standards and security best practices.
+
+
+    The candidate should have experience in working with databases and designing,
+    maintaining,
+
+    and upgrading them.
+
+
+    The candidate should also have experience in setting up and maintaining a Solidity
+
+    environment. The candidate should have experience in integrating'
+  - '- Responsible for the implementation and maintenance of data warehousing environment
+
+    - Worked with different data sources that includes mainframe (SAP) databases and
+    various SQL databases
+
+    - Worked with SAP Data Services, SAP SQL Server 2008/2012, SAP Business Objects
+    Analysis services, SAP Business Objects Dashboard design and SAP Business Objects
+    Data Visualization.
+
+    - Worked with SAP HANA, SAP Business Objects Analysis Services, SAP Business Objects
+    Dashboard design, SAP Business Objects Data Visualization and SAP Business Objects
+    Data Services
+
+    - Worked with SAP Data Services (ODS)
+
+    - Worked with SAP SQL Server 2008/2012, SAP Business Objects Analysis services,
+    SAP Business Objects Dashboard design, SAP Business Objects Data Visualization
+    and SAP Business Objects Data Services.
+
+    - Worked with SAP Business Objects Analysis services, SAP Business Objects Dashboard
+    design, SAP Business Objects Data Visualization and SAP Business Objects Data
+    Services.
+
+    - Worked with SAP HANA, SAP Business'
+- source_sentence: "Computer Skills: â\x80¢ Proficient in MS office (Word, Basic Excel,\
+    \ Power point) Strength: â\x80¢ Hard working, Loyalty & Creativity â\x80¢ Self-motivated,\
+    \ Responsible & Initiative â\x80¢ Good people management skill & positive attitude.\
+    \ â\x80¢ knowledge of windows, Internet.Education Details \r\n Bachelor of Electrical\
+    \ Engineering Electrical Engineering Nashik, Maharashtra Guru Gobind Singh College\
+    \ of Engineering and Research Centre\r\n Diploma Electrical Engineering Nashik,\
+    \ Maharashtra S. M. E. S. Polytechnic College\r\nTesting Engineer \r\n\r\n\r\n\
+    Skill Details \r\nEXCEL- Exprience - 6 months\r\nMS OFFICE- Exprience - 6 months\r\
+    \nWORD- Exprience - 6 monthsCompany Details \r\ncompany - \r\ndescription - Department:\
+    \ Testing\r\n\r\nResponsibilities: â\x80¢ To check ACB and VCB of  Circuit Breaker.\r\
+    \nâ\x80¢ Following test conducted of Circuit Breaker as per drawing.\r\n1. To\
+    \ check breaker timing.\r\n2. To check contact resistance using contact resistance\
+    \ meter (CRM) 3. To check breaker insulation resistance (IR) 4. To check breaker\
+    \ rack out and rack in properly or not.\r\n5. To check closing and tripping operation\
+    \ work properly or not.\r\nâ\x80¢ To check and following test conducted in MCC\
+    \ & PCC panel.\r\n1. Insulation Resistance (IR) test.\r\n2. Contact Resistance\
+    \ (CRM) test.\r\n3. To check connection on mcc & pcc panel as per drawing.\r\n\
+    â\x80¢ To check and following test conducted in transformer.\r\n1.  Insulation\
+    \ Resistance (IR) test.\r\n2.  Transformer Ratio test.\r\n3. Transformer Vector\
+    \ Group test.\r\n4. Magnetic Balance test.\r\n5. Magnetic Current test.\r\n6.\
+    \ To check the transformer tapping remotely as well as manually 7. To check the\
+    \ all alarm and tripping protection command work properly\r\nOr not as per circuit\
+    \ diagram.\r\n â\x80¢ To check and test conducted in HV cables.\r\n1. Hi-Pot test.\r\
+    \n2. Insulation resistance (IR) test.\r\nâ\x80¢ To check the LV cables using megger\
+    \ (IR Test) â\x80¢ To check the relay connections as per circuit diagram.\r\n\
+    Create the defects list which arising during the testing and try to find the solution\
+    \ to minimize the problem.\r\ncompany - TRANS POWER SOLUTIONS\r\ndescription -\
+    \ Lake-Site CO-Op.Soc. Adi Shankaracharya Marg,\r\nOpp. IIT Main Gate, Powai 400076."
+  sentences:
+  - "We are looking for a competent and experienced Testing Engineer to join our team.\
+    \ The primary responsibility of the Testing Engineer is to test, maintain and\
+    \ troubleshoot the electrical systems to ensure that the performance of the products\
+    \ matches the specifications.\n\nThe ideal candidate should have experience in\
+    \ the following areas: \n\n1. Testing of electrical systems\n2. Troubleshooting\
+    \ of electrical systems\n3. Electrical panel inspection\n4. Follow-up with the\
+    \ client\n5. Test the electrical product using the necessary tools\n\nQualification\
+    \ Required: \nB.E./B.Tech. (Electrical/ Electronics) or M.B.A.\nKnowledge Required:\
+    \ \nKnowledge of Windows, Internet, MS Office, and other relevant software/tools.\n\
+    Experience: \n2-3 years of experience in a relevant field.\nSalary Details: \n\
+    The candidate will be paid according to industry standards.\nWorking Location:\
+    \ \nPowai, Mumbai."
+  - 'We are looking for a Java Developer who can build applications and services using
+    Java. The developer should have experience in all the core Java technologies like
+    JDBC, Swing, JDBC, J2EE, and JavaScript/jQuery.
+
+
+    The candidate would need to have a strong technical background in Java and should
+    have experience in a variety of Java frameworks and technologies. The responsibilities
+    for the Java Developer include developing and testing various applications, frameworks
+    and tools. The developer would also be responsible for troubleshooting and resolving
+    technical issues.
+
+
+    The candidate should be comfortable working with JavaScript/jQuery to help build
+    and maintain dynamic user interfaces. The developer will also be required to document
+    code and participate in team meetings. The candidate should have experience in
+    software development life cycle, coding and testing techniques.
+
+
+    The candidate should have a basic understanding of Java, JavaScript, Swing and
+    JDBC. They should also have experience in web application development with Java.
+    The candidate should also be able to work independently with limited supervision'
+  - 'A position in a large Financial Services company to lead a small team and be
+    responsible for the following activities: ·     Â           Â
+    Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â
+    Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â
+    Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â
+    Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â
+    Â Â Â'
+- source_sentence: "TechnicalProficiencies DB: Oracle 11g Domains: Investment Banking,\
+    \ Advertising, Insurance. Programming Skills: SQL, PLSQL BI Tools: Informatica\
+    \ 9.1 OS: Windows, Unix Professional Development Trainings â\x80¢ Concepts in\
+    \ Data Warehousing, Business Intelligence, ETL. â\x80¢ BI Tools -Informatica 9X\
+    \ Education Details \r\n BCA  Nanded, Maharashtra Nanded University\r\nETL Developer\
+    \ \r\n\r\nETL Developer - Sun Trust Bank NY\r\nSkill Details \r\nETL- Exprience\
+    \ - 39 months\r\nEXTRACT, TRANSFORM, AND LOAD- Exprience - 39 months\r\nINFORMATICA-\
+    \ Exprience - 39 months\r\nORACLE- Exprience - 39 months\r\nUNIX- Exprience -\
+    \ 39 monthsCompany Details \r\ncompany - Sun Trust Bank NY\r\ndescription - Sun\
+    \ Trust Bank, NY JAN 2018 to present\r\nClient: Sun Trust Bank NY\r\nEnvironment:\
+    \ Informatica Power Center 9.1, Oracle 11g, unix.\r\n\r\nRole: ETL Developer\r\
+    \n\r\nProject Profile:\r\nSun Trust Bank is a US based multinational financial\
+    \ services holding company, headquarters in NY that operates the Bank in New York\
+    \ and other financial services investments. The company is organized as a stock\
+    \ corporation with four divisions: investment banking, private banking, Retail\
+    \ banking and a shared services group that provides\r\nFinancial services and\
+    \ support to the other divisions.\r\nThe objective of the first module was to\
+    \ create a DR system for the bank with a central point of communication and storage\
+    \ for Listed, Cash securities, Loans, Bonds, Notes, Equities, Rates, Commodities,\
+    \ and\r\nFX asset classes.\r\nContribution / Highlights:\r\n\r\nâ\x80¢ Liaising\
+    \ closely with Project Manager, Business Analysts, Product Architects, and Requirements\
+    \ Modelers (CFOC) to define Technical requirements and create project documentation.\r\
+    \nâ\x80¢ Development using Infa 9.1, 11g/Oracle, UNIX.\r\nâ\x80¢ Use Informatica\
+    \ PowerCenter for extraction, transformation and loading (ETL) of data in the\
+    \ Database.\r\nâ\x80¢ Created and configured Sessions in Informatica workflow\
+    \ Manager for loading data into Data base tables from various heterogeneous database\
+    \ sources like Flat Files, Oracle etc.\r\nâ\x80¢ Unit testing and system integration\
+    \ testing of the developed mappings.\r\nâ\x80¢ Providing production Support of\
+    \ the deployed code.\r\nâ\x80¢ Providing solutions to the business for the Production\
+    \ issues.\r\nâ\x80¢ Had one to One interaction with the client throughout the\
+    \ project and in daily meetings.\r\n\r\nProject #2\r\ncompany - Marshall Multimedia\r\
+    \ndescription - JUN 2016 to DEC 2017\r\n\r\nClient: Marshall Multimedia\r\nEnvironment:\
+    \ Informatica Power Center 9.1, Oracle 11g, unix.\r\n\r\nRole: ETL Developer\r\
+    \n\r\nProject Profile:\r\nMarshall Multimedia is a US based multimedia advertisement\
+    \ services based organization which has\r\nhead courter in New York. EGC interface\
+    \ systems are advert management, Customer Management, Billing and\r\nProvisioning\
+    \ Systems for Consumer& Enterprise Customers.\r\nThe main aim of the project was\
+    \ to create an enterprise data warehouse which would suffice the need of reports\
+    \ belonging to the following categories: Financial reports, management reports\
+    \ and\r\nrejection reports. The professional reports were created by Cognos and\
+    \ ETL work was performed by\r\nInformatica. This project is to load the advert\
+    \ details and magazine details coming in Relational tables into data warehouse\
+    \ and calculate the compensation and incentive amount monthly twice as per business\r\
+    \nrules.\r\n\r\nContribution / Highlights:\r\nâ\x80¢ Developed mappings using\
+    \ different sources by using Informatica transformations.\r\nâ\x80¢ Created and\
+    \ configured Sessions in Informatica workflow Manager for loading data into Data\
+    \ Mart tables from various heterogeneous database sources like Flat Files, Oracle\
+    \ etc.\r\n\r\n2\r\nâ\x80¢ Unit testing and system integration testing of the developed\
+    \ mappings.\r\nâ\x80¢ Providing solutions to the business for the Production issues.\r\
+    \n\r\nProject #3\r\ncompany - Assurant healthcare/Insurance Miami USA\r\ndescription\
+    \ - Assurant, USA                                                            \
+    \                                        NOV 2015 to MAY 2016\r\n\r\nProject:\
+    \ ACT BI - State Datamart\r\nClient: Assurant healthcare/Insurance Miami USA\r\
+    \nEnvironment: Informatica Power Center 9.1, Oracle 11g, unix.\r\n\r\nRole: ETL\
+    \ Developer\r\n\r\nProject Profile:\r\nAssurant, Inc. is a holding company with\
+    \ businesses that provide a diverse set of specialty, niche-market insurance\r\
+    \nproducts in the property, casualty, life and health insurance sectors. The company's\
+    \ four operating segments are Assurant\r\nEmployee Benefits, Assurant Health,\
+    \ Assurant Solutions and Assurant Specialty Property.\r\nThe project aim at building\
+    \ State Datamart for enterprise solution. I am part of team which is responsible\
+    \ for ETL\r\nDesign & development along with testing.\r\n\r\nContribution / Highlights:\r\
+    \nâ\x80¢   Performed small enhancement\r\nâ\x80¢   Daily load monitoring\r\nâ\x80\
+    ¢   Attend to Informatica job failures by analyzing the root cause, resolving\
+    \ the failure using standard\r\ndocumented process.\r\nâ\x80¢   Experience in\
+    \ writing SQL statements.\r\nâ\x80¢   Strong Problem Analysis & Resolution skills\
+    \ and ability to work in Multi Platform Environments\r\nâ\x80¢   Scheduled the\
+    \ Informatica jobs using Informatica scheduler\r\nâ\x80¢   Extensively used ETL\
+    \ methodology for developing and supporting data extraction, transformations and\
+    \ loading process, in a corporate-wide-ETL Solution using Informatica.\r\nâ\x80\
+    ¢   Involved in creating the Unit cases and uploaded in to Quality Center for\
+    \ Unit Testing and UTR\r\nâ\x80��   Ensure that daily support tasks are done in\
+    \ accordance with the defined SLA."
+  sentences:
+  - 'The incumbent would be responsible for testing and maintenance of the Transformers,
+    BPCB''s, Transformer, PCC, MCC, HV cables, LV cables with respect to the electrical
+    and mechanical aspects.
+
+
+    Job Requirements:
+
+    - B.E. / B.Tech. (Electrical/Mechanical) with minimum 60% aggregate.
+
+    - Minimum 2 years of experience in testing and maintenance of transformers, BPCB''s,
+    Transformer, PCC, HV cables, LV cables.
+
+    - Knowledge of transformer ratio test, transformer vector group test, transformer
+    magnetic balance test, transformer tripping protection command, etc.
+
+    - Knowledge of working of electrical/mechanical systems and related components
+    (like motors, starters, etc.)
+
+    - Knowledge of electrical/mechanical maintenance of transformers etc.
+
+    - Ability to check transformer/MCC/PCC/HV cables/LV cables for defects and to
+    work on them to fix'
+  - "â\x80¢ Knowledge of Informatica Power Center (ver. 9.1 and 10) ETL Tool: Mapping\
+    \ designing, usage of multiple transformations. Integration of various data source\
+    \ like SQL Server tables, Flat Files, etc. into target data warehouse.\r\nâ\x80\
+    ¢ SQL/PLSQL working knowledge on Microsoft SQL server 2010.\r\nâ\x80¢ Unix Working\
+    \ Description on Microsoft SQL server 2010.\r\nâ\x80¢ Job scheduling using Autosys,\
+    \ Incident management and Change Requests through Service Now, JIRA, Agile Central.\
+    \ Education Details:\r\nâ\x80¢ BTech CSE Sangli, Maharashtra: Walchand College\
+    \ of Engineering\r\nâ\x80¢ H.S.C Sangli, Maharashtra: Willingdon College\r\nâ\x80\
+    ¢ 2 years of experience in ETL Development."
+  - I am looking for an opportunity that would provide me with a chance to learn and
+    enhance my skills in the Oracle Financials domain. I have 4+ years of experience
+    in the domain and have worked with various clients. I have been working in the
+    finance domain for 9+ years. I have worked in Oracle Apps Financials and have
+    experience in Oracle Financials 11i, R12. I am also proficient in Financial Services
+    • ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢
+    ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢
+    ¢ ¢ ¢
+pipeline_tag: sentence-similarity
+library_name: sentence-transformers
+metrics:
+- pearson_cosine
+- spearman_cosine
+model-index:
+- name: SentenceTransformer based on sentence-transformers/all-mpnet-base-v2
+  results:
+  - task:
+      type: semantic-similarity
+      name: Semantic Similarity
+    dataset:
+      name: validation
+      type: validation
+    metrics:
+    - type: pearson_cosine
+      value: 0.8836967964163955
+      name: Pearson Cosine
+    - type: spearman_cosine
+      value: 0.8723963812329054
+      name: Spearman Cosine
+---
+
+# SentenceTransformer based on sentence-transformers/all-mpnet-base-v2
+
+This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
+
+## Model Details
+
+### Model Description
+- **Model Type:** Sentence Transformer
+- **Base model:** [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) <!-- at revision 9a3225965996d404b775526de6dbfe85d3368642 -->
+- **Maximum Sequence Length:** 384 tokens
+- **Output Dimensionality:** 768 dimensions
+- **Similarity Function:** Cosine Similarity
+<!-- - **Training Dataset:** Unknown -->
+<!-- - **Language:** Unknown -->
+<!-- - **License:** Unknown -->
+
+### Model Sources
+
+- **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
+- **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
+- **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
+
+### Full Model Architecture
+
+```
+SentenceTransformer(
+  (0): Transformer({'max_seq_length': 384, 'do_lower_case': False}) with Transformer model: MPNetModel 
+  (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, '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 = [
+    "TechnicalProficiencies DB: Oracle 11g Domains: Investment Banking, Advertising, Insurance. Programming Skills: SQL, PLSQL BI Tools: Informatica 9.1 OS: Windows, Unix Professional Development Trainings â\x80¢ Concepts in Data Warehousing, Business Intelligence, ETL. â\x80¢ BI Tools -Informatica 9X Education Details \r\n BCA  Nanded, Maharashtra Nanded University\r\nETL Developer \r\n\r\nETL Developer - Sun Trust Bank NY\r\nSkill Details \r\nETL- Exprience - 39 months\r\nEXTRACT, TRANSFORM, AND LOAD- Exprience - 39 months\r\nINFORMATICA- Exprience - 39 months\r\nORACLE- Exprience - 39 months\r\nUNIX- Exprience - 39 monthsCompany Details \r\ncompany - Sun Trust Bank NY\r\ndescription - Sun Trust Bank, NY JAN 2018 to present\r\nClient: Sun Trust Bank NY\r\nEnvironment: Informatica Power Center 9.1, Oracle 11g, unix.\r\n\r\nRole: ETL Developer\r\n\r\nProject Profile:\r\nSun Trust Bank is a US based multinational financial services holding company, headquarters in NY that operates the Bank in New York and other financial services investments. The company is organized as a stock corporation with four divisions: investment banking, private banking, Retail banking and a shared services group that provides\r\nFinancial services and support to the other divisions.\r\nThe objective of the first module was to create a DR system for the bank with a central point of communication and storage for Listed, Cash securities, Loans, Bonds, Notes, Equities, Rates, Commodities, and\r\nFX asset classes.\r\nContribution / Highlights:\r\n\r\nâ\x80¢ Liaising closely with Project Manager, Business Analysts, Product Architects, and Requirements Modelers (CFOC) to define Technical requirements and create project documentation.\r\nâ\x80¢ Development using Infa 9.1, 11g/Oracle, UNIX.\r\nâ\x80¢ Use Informatica PowerCenter for extraction, transformation and loading (ETL) of data in the Database.\r\nâ\x80¢ Created and configured Sessions in Informatica workflow Manager for loading data into Data base tables from various heterogeneous database sources like Flat Files, Oracle etc.\r\nâ\x80¢ Unit testing and system integration testing of the developed mappings.\r\nâ\x80¢ Providing production Support of the deployed code.\r\nâ\x80¢ Providing solutions to the business for the Production issues.\r\nâ\x80¢ Had one to One interaction with the client throughout the project and in daily meetings.\r\n\r\nProject #2\r\ncompany - Marshall Multimedia\r\ndescription - JUN 2016 to DEC 2017\r\n\r\nClient: Marshall Multimedia\r\nEnvironment: Informatica Power Center 9.1, Oracle 11g, unix.\r\n\r\nRole: ETL Developer\r\n\r\nProject Profile:\r\nMarshall Multimedia is a US based multimedia advertisement services based organization which has\r\nhead courter in New York. EGC interface systems are advert management, Customer Management, Billing and\r\nProvisioning Systems for Consumer& Enterprise Customers.\r\nThe main aim of the project was to create an enterprise data warehouse which would suffice the need of reports belonging to the following categories: Financial reports, management reports and\r\nrejection reports. The professional reports were created by Cognos and ETL work was performed by\r\nInformatica. This project is to load the advert details and magazine details coming in Relational tables into data warehouse and calculate the compensation and incentive amount monthly twice as per business\r\nrules.\r\n\r\nContribution / Highlights:\r\nâ\x80¢ Developed mappings using different sources by using Informatica transformations.\r\nâ\x80¢ Created and configured Sessions in Informatica workflow Manager for loading data into Data Mart tables from various heterogeneous database sources like Flat Files, Oracle etc.\r\n\r\n2\r\nâ\x80¢ Unit testing and system integration testing of the developed mappings.\r\nâ\x80¢ Providing solutions to the business for the Production issues.\r\n\r\nProject #3\r\ncompany - Assurant healthcare/Insurance Miami USA\r\ndescription - Assurant, USA                                                                                                    NOV 2015 to MAY 2016\r\n\r\nProject: ACT BI - State Datamart\r\nClient: Assurant healthcare/Insurance Miami USA\r\nEnvironment: Informatica Power Center 9.1, Oracle 11g, unix.\r\n\r\nRole: ETL Developer\r\n\r\nProject Profile:\r\nAssurant, Inc. is a holding company with businesses that provide a diverse set of specialty, niche-market insurance\r\nproducts in the property, casualty, life and health insurance sectors. The company's four operating segments are Assurant\r\nEmployee Benefits, Assurant Health, Assurant Solutions and Assurant Specialty Property.\r\nThe project aim at building State Datamart for enterprise solution. I am part of team which is responsible for ETL\r\nDesign & development along with testing.\r\n\r\nContribution / Highlights:\r\nâ\x80¢   Performed small enhancement\r\nâ\x80¢   Daily load monitoring\r\nâ\x80¢   Attend to Informatica job failures by analyzing the root cause, resolving the failure using standard\r\ndocumented process.\r\nâ\x80¢   Experience in writing SQL statements.\r\nâ\x80¢   Strong Problem Analysis & Resolution skills and ability to work in Multi Platform Environments\r\nâ\x80¢   Scheduled the Informatica jobs using Informatica scheduler\r\nâ\x80¢   Extensively used ETL methodology for developing and supporting data extraction, transformations and loading process, in a corporate-wide-ETL Solution using Informatica.\r\nâ\x80¢   Involved in creating the Unit cases and uploaded in to Quality Center for Unit Testing and UTR\r\nâ\x80¢   Ensure that daily support tasks are done in accordance with the defined SLA.",
+    'I am looking for an opportunity that would provide me with a chance to learn and enhance my skills in the Oracle Financials domain. I have 4+ years of experience in the domain and have worked with various clients. I have been working in the finance domain for 9+ years. I have worked in Oracle Apps Financials and have experience in Oracle Financials 11i, R12. I am also proficient in Financial Services • ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢ ¢',
+    "The incumbent would be responsible for testing and maintenance of the Transformers, BPCB's, Transformer, PCC, MCC, HV cables, LV cables with respect to the electrical and mechanical aspects.\n\nJob Requirements:\n- B.E. / B.Tech. (Electrical/Mechanical) with minimum 60% aggregate.\n- Minimum 2 years of experience in testing and maintenance of transformers, BPCB's, Transformer, PCC, HV cables, LV cables.\n- Knowledge of transformer ratio test, transformer vector group test, transformer magnetic balance test, transformer tripping protection command, etc.\n- Knowledge of working of electrical/mechanical systems and related components (like motors, starters, etc.)\n- Knowledge of electrical/mechanical maintenance of transformers etc.\n- Ability to check transformer/MCC/PCC/HV cables/LV cables for defects and to work on them to fix",
+]
+embeddings = model.encode(sentences)
+print(embeddings.shape)
+# [3, 768]
+
+# Get the similarity scores for the embeddings
+similarities = model.similarity(embeddings, embeddings)
+print(similarities.shape)
+# [3, 3]
+```
+
+<!--
+### Direct Usage (Transformers)
+
+<details><summary>Click to see the direct usage in Transformers</summary>
+
+</details>
+-->
+
+<!--
+### Downstream Usage (Sentence Transformers)
+
+You can finetune this model on your own dataset.
+
+<details><summary>Click to expand</summary>
+
+</details>
+-->
+
+<!--
+### Out-of-Scope Use
+
+*List how the model may foreseeably be misused and address what users ought not to do with the model.*
+-->
+
+## Evaluation
+
+### Metrics
+
+#### Semantic Similarity
+
+* Dataset: `validation`
+* Evaluated with [<code>EmbeddingSimilarityEvaluator</code>](https://sbert.net/docs/package_reference/sentence_transformer/evaluation.html#sentence_transformers.evaluation.EmbeddingSimilarityEvaluator)
+
+| Metric              | Value      |
+|:--------------------|:-----------|
+| pearson_cosine      | 0.8837     |
+| **spearman_cosine** | **0.8724** |
+
+<!--
+## Bias, Risks and Limitations
+
+*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
+-->
+
+<!--
+### Recommendations
+
+*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
+-->
+
+## Training Details
+
+### Training Dataset
+
+#### Unnamed Dataset
+
+* Size: 864 training samples
+* Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>label</code>
+* Approximate statistics based on the first 864 samples:
+  |         | sentence_0                                                                           | sentence_1                                                                          | label                                                          |
+  |:--------|:-------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------|:---------------------------------------------------------------|
+  | type    | string                                                                               | string                                                                              | float                                                          |
+  | details | <ul><li>min: 24 tokens</li><li>mean: 316.25 tokens</li><li>max: 384 tokens</li></ul> | <ul><li>min: 3 tokens</li><li>mean: 164.37 tokens</li><li>max: 218 tokens</li></ul> | <ul><li>min: 0.0</li><li>mean: 0.56</li><li>max: 1.0</li></ul> |
+* Samples:
+  | sentence_0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        | sentence_1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | label                           |
+  |:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------|
+  | <code>KEY SKILLS: • Computerized accounting with tally • Sincere & hard working • Management accounting & income tax • Good communication & leadership • Two and four wheeler driving license • Internet & Ecommerce management COMPUTER SKILLS: • C Language • Web programing • Tally • Dbms Education Details 
+  <br>June 2017 to June 2019 Mba Finance/hr India Mlrit
+  <br>June 2014 to June 2017 Bcom Computer Hyderabad, Telangana Osmania university
+  <br>June 2012 to April 2014 Inter MEC India Srimedhav
+  <br>Hr 
+  <br>
+  <br>Nani
+  <br>Skill Details 
+  <br>accounting- Exprience - 6 months
+  <br>DATABASE MANAGEMENT SYSTEM- Exprience - 6 months
+  <br>Dbms- Exprience - 6 months
+  <br>Management accounting- Exprience - 6 months
+  <br>Ecommerce- Exprience - 6 monthsCompany Details 
+  <br>company - Valuelabs
+  <br>description - They will give the RRF form the required DLT then the hand over to RLT then scrum master will take the form from the RLT then scrum master will give the forms to trainee which we can work on the requirement till the candidate rece...</code>                | <code>We are looking for a hardworking and self-motivated candidate who can implement strategies to maximize sales. Key responsibilities will include: <br><br>1. Sales and Customer Service: <br>Identify and develop new customers and maintain a successful relationship with them. Develop sales strategies and objectives and work with the marketing team to ensure that sales are achieved. Coordinate sales efforts with the customer service team. <br>2. Sales Administration:<br>Coordinate sales with administrative functions and maintain records. Conducting market research and analyzing data. Prepare sales forecasts and reports. <br>3. Business Management:<br>Manage customer service team, sales team and marketing team to ensure sales and customer satisfaction are met. Develop a business strategy to achieve a competitive advantage in the marketplace. <br>4. Sales Promotion:<br>Develop, maintain and execute sales promotion plans. <br>5. Sales Analysis:<br>Analyze sales performance and develop sales strategies and objectives.<br><br>Key Ski...</code> | <code>0.5287528648371803</code> |
+  | <code>IT SKILLS • Well versed with MS Office and Internet Applications and various ERP systems implemented in the company ie.SAGE, Flotilla, LM ERP, Tally 9, WMS, Exceed 4000 etc PERSONAL DOSSIER Permanent Address: Bandra West, Mumbai 400 050Education Details 
+  <br> B.Com commerce Mumbai, Maharashtra Bombay University
+  <br>   Mumbai, Maharashtra St. Andrews College
+  <br> DIM Business Management  IGNOU
+  <br>Operations Manager 
+  <br>
+  <br>Operations Manager - Landmark Insurance Brokers Pvt Ltd
+  <br>Skill Details 
+  <br>EMPLOYEE RESOURCE GROUP- Exprience - 6 months
+  <br>ENTERPRISE RESOURCE PLANNING- Exprience - 6 months
+  <br>ERP- Exprience - 6 months
+  <br>MS OFFICE- Exprience - 6 months
+  <br>Tally- Exprience - 6 monthsCompany Details 
+  <br>company - Landmark Insurance Brokers Pvt Ltd
+  <br>description - Jan 2019 till Date
+  <br>About the Company
+  <br>One of India Largest Insurance Brokerage firms with offices across 24 states PAN India and a part of the LandmarkGroup with an annual turnover of 2200 cr
+  <br>
+  <br>Position: Operations Manager
+  <br>Leading and overseeing a...</code> | <code>•   A company with a very strong reputation for a high performance culture and strong customer focus is looking to recruit talented and motivated individuals to work within the Customer Service Team.<br>•   You will be responsible for handling customer enquiries and queries from a wide range of customers. You will be working with other teams within the company to ensure that customers have a seamless experience.<br>•   Your role will be to ensure that all customers are satisfied with the service they receive from the business.<br>•   You will be responsible for ensuring that all customer queries are handled in a timely manner to ensure that customers have a seamless experience with the business.<br>•   This role will require you to handle a high volume of calls and emails daily.<br>•   You will need to have a strong customer focus and be able to work in a fast paced environment.<br>•   You will need to be able</code>                                                                                                          | <code>0.3646167498289064</code> |
+  | <code>TECHNICAL STRENGTHS Computer Language Java/J2EE, Swift, HTML, Shell script, MySQL Databases MySQL Tools SVN, Jenkins, Hudson, Weblogic12c Software Android Studio, Eclipse, Oracle, Xcode Operating Systems Win 10, Mac (High Sierra) Education Details 
+  <br>June 2016 B.E. Information Technology Goregaon, MAHARASHTRA, IN Vidyalankar Institute of Technology
+  <br>May 2013   Mumbai, Maharashtra Thakur Polytechnic
+  <br>May 2010   Mumbai, Maharashtra St. John's Universal School
+  <br>Java developer 
+  <br>
+  <br>Java developer - Tech Mahindra
+  <br>Skill Details 
+  <br>JAVA- Exprience - 21 months
+  <br>MYSQL- Exprience - 21 months
+  <br>DATABASES- Exprience - 17 months
+  <br>J2EE- Exprience - 17 months
+  <br>ANDROID- Exprience - 6 monthsCompany Details 
+  <br>company - Tech Mahindra
+  <br>description - Team Size: 5
+  <br>Environment: Java, Mysql, Shell script.
+  <br>Webserver: Jenkins.
+  <br>Description: OR-Formatter is an application which takes the input file as Geneva Modified File GMF from Geneva server and reads the data to generate Bill backup and Bill Invoices for Clie...</code>       | <code>We are looking for a Java Developer to join our growing team. We will be looking for a highly skilled developer with experience in Java/J2EE, Shell script, HTML, MYSQL, Databases, Java Tools, Android, and iOS.<br><br>TECHNICAL SKILL</code>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | <code>0.5360567140232494</code> |
+* Loss: [<code>CosineSimilarityLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#cosinesimilarityloss) with these parameters:
+  ```json
+  {
+      "loss_fct": "torch.nn.modules.loss.MSELoss"
+  }
+  ```
+
+### Training Hyperparameters
+#### Non-Default Hyperparameters
+
+- `eval_strategy`: steps
+- `per_device_train_batch_size`: 16
+- `per_device_eval_batch_size`: 16
+- `multi_dataset_batch_sampler`: round_robin
+
+#### All Hyperparameters
+<details><summary>Click to expand</summary>
+
+- `overwrite_output_dir`: False
+- `do_predict`: False
+- `eval_strategy`: steps
+- `prediction_loss_only`: True
+- `per_device_train_batch_size`: 16
+- `per_device_eval_batch_size`: 16
+- `per_gpu_train_batch_size`: None
+- `per_gpu_eval_batch_size`: None
+- `gradient_accumulation_steps`: 1
+- `eval_accumulation_steps`: None
+- `torch_empty_cache_steps`: None
+- `learning_rate`: 5e-05
+- `weight_decay`: 0.0
+- `adam_beta1`: 0.9
+- `adam_beta2`: 0.999
+- `adam_epsilon`: 1e-08
+- `max_grad_norm`: 1
+- `num_train_epochs`: 3
+- `max_steps`: -1
+- `lr_scheduler_type`: linear
+- `lr_scheduler_kwargs`: {}
+- `warmup_ratio`: 0.0
+- `warmup_steps`: 0
+- `log_level`: passive
+- `log_level_replica`: warning
+- `log_on_each_node`: True
+- `logging_nan_inf_filter`: True
+- `save_safetensors`: True
+- `save_on_each_node`: False
+- `save_only_model`: False
+- `restore_callback_states_from_checkpoint`: False
+- `no_cuda`: False
+- `use_cpu`: False
+- `use_mps_device`: False
+- `seed`: 42
+- `data_seed`: None
+- `jit_mode_eval`: False
+- `use_ipex`: False
+- `bf16`: False
+- `fp16`: False
+- `fp16_opt_level`: O1
+- `half_precision_backend`: auto
+- `bf16_full_eval`: False
+- `fp16_full_eval`: False
+- `tf32`: None
+- `local_rank`: 0
+- `ddp_backend`: None
+- `tpu_num_cores`: None
+- `tpu_metrics_debug`: False
+- `debug`: []
+- `dataloader_drop_last`: False
+- `dataloader_num_workers`: 0
+- `dataloader_prefetch_factor`: None
+- `past_index`: -1
+- `disable_tqdm`: False
+- `remove_unused_columns`: True
+- `label_names`: None
+- `load_best_model_at_end`: False
+- `ignore_data_skip`: False
+- `fsdp`: []
+- `fsdp_min_num_params`: 0
+- `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
+- `fsdp_transformer_layer_cls_to_wrap`: None
+- `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
+- `deepspeed`: None
+- `label_smoothing_factor`: 0.0
+- `optim`: adamw_torch
+- `optim_args`: None
+- `adafactor`: False
+- `group_by_length`: False
+- `length_column_name`: length
+- `ddp_find_unused_parameters`: None
+- `ddp_bucket_cap_mb`: None
+- `ddp_broadcast_buffers`: False
+- `dataloader_pin_memory`: True
+- `dataloader_persistent_workers`: False
+- `skip_memory_metrics`: True
+- `use_legacy_prediction_loop`: False
+- `push_to_hub`: False
+- `resume_from_checkpoint`: None
+- `hub_model_id`: None
+- `hub_strategy`: every_save
+- `hub_private_repo`: None
+- `hub_always_push`: False
+- `gradient_checkpointing`: False
+- `gradient_checkpointing_kwargs`: None
+- `include_inputs_for_metrics`: False
+- `include_for_metrics`: []
+- `eval_do_concat_batches`: True
+- `fp16_backend`: auto
+- `push_to_hub_model_id`: None
+- `push_to_hub_organization`: None
+- `mp_parameters`: 
+- `auto_find_batch_size`: False
+- `full_determinism`: False
+- `torchdynamo`: None
+- `ray_scope`: last
+- `ddp_timeout`: 1800
+- `torch_compile`: False
+- `torch_compile_backend`: None
+- `torch_compile_mode`: None
+- `dispatch_batches`: None
+- `split_batches`: None
+- `include_tokens_per_second`: False
+- `include_num_input_tokens_seen`: False
+- `neftune_noise_alpha`: None
+- `optim_target_modules`: None
+- `batch_eval_metrics`: False
+- `eval_on_start`: False
+- `use_liger_kernel`: False
+- `eval_use_gather_object`: False
+- `average_tokens_across_devices`: False
+- `prompts`: None
+- `batch_sampler`: batch_sampler
+- `multi_dataset_batch_sampler`: round_robin
+
+</details>
+
+### Training Logs
+| Epoch  | Step | validation_spearman_cosine |
+|:------:|:----:|:--------------------------:|
+| 1.0    | 54   | 0.8040                     |
+| 1.8519 | 100  | 0.8637                     |
+| 2.0    | 108  | 0.8596                     |
+| 3.0    | 162  | 0.8724                     |
+
+
+### Framework Versions
+- Python: 3.11.11
+- Sentence Transformers: 3.4.1
+- Transformers: 4.48.2
+- PyTorch: 2.5.1+cu124
+- Accelerate: 1.3.0
+- Datasets: 3.2.0
+- Tokenizers: 0.21.0
+
+## 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",
+}
+```
+
+<!--
+## Glossary
+
+*Clearly define terms in order to be accessible across audiences.*
+-->
+
+<!--
+## Model Card Authors
+
+*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
+-->
+
+<!--
+## Model Card Contact
+
+*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
+-->

config.json

@@ -0,0 +1,24 @@
+{
+  "_name_or_path": "fine_tuned_sbert",
+  "architectures": [
+    "MPNetModel"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "mpnet",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "relative_attention_num_buckets": 32,
+  "torch_dtype": "float32",
+  "transformers_version": "4.48.2",
+  "vocab_size": 30527
+}

config_sentence_transformers.json

@@ -0,0 +1,10 @@
+{
+  "__version__": {
+    "sentence_transformers": "3.4.1",
+    "transformers": "4.48.2",
+    "pytorch": "2.5.1+cu124"
+  },
+  "prompts": {},
+  "default_prompt_name": null,
+  "similarity_fn_name": "cosine"
+}

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2344194036596f753f64bc1fdb03961949fc3e81e49fa75f2bfd9abece05d4a9
+size 437967672

modules.json

@@ -0,0 +1,20 @@
+[
+  {
+    "idx": 0,
+    "name": "0",
+    "path": "",
+    "type": "sentence_transformers.models.Transformer"
+  },
+  {
+    "idx": 1,
+    "name": "1",
+    "path": "1_Pooling",
+    "type": "sentence_transformers.models.Pooling"
+  },
+  {
+    "idx": 2,
+    "name": "2",
+    "path": "2_Normalize",
+    "type": "sentence_transformers.models.Normalize"
+  }
+]

sentence_bert_config.json

@@ -0,0 +1,4 @@
+{
+  "max_seq_length": 384,
+  "do_lower_case": false
+}

special_tokens_map.json

@@ -0,0 +1,51 @@
+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "[UNK]",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

@@ -0,0 +1,73 @@
+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "104": {
+      "content": "[UNK]",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "30526": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "<s>",
+  "do_lower_case": true,
+  "eos_token": "</s>",
+  "extra_special_tokens": {},
+  "mask_token": "<mask>",
+  "max_length": 128,
+  "model_max_length": 384,
+  "pad_to_multiple_of": null,
+  "pad_token": "<pad>",
+  "pad_token_type_id": 0,
+  "padding_side": "right",
+  "sep_token": "</s>",
+  "stride": 0,
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "MPNetTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "[UNK]"
+}