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July 29, 2020 06:01
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Resume Parsing with Custom NER Training with SpaCy
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| { | |
| "cells": [ | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "import spacy\nimport pickle\nimport random\n\nimport pandas as pd", | |
| "execution_count": 2, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "train_data = pickle.load(open('train_data.pkl', 'rb'))", | |
| "execution_count": 3, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "train_data[0]", | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 4, | |
| "data": { | |
| "text/plain": "('Govardhana K Senior Software Engineer Bengaluru, Karnataka, Karnataka - Email me on Indeed: indeed.com/r/Govardhana-K/ b2de315d95905b68 Total IT experience 5 Years 6 Months Cloud Lending Solutions INC 4 Month • Salesforce Developer Oracle 5 Years 2 Month • Core Java Developer Languages Core Java, Go Lang Oracle PL-SQL programming, Sales Force Developer with APEX. Designations & Promotions Willing to relocate: Anywhere WORK EXPERIENCE Senior Software Engineer Cloud Lending Solutions - Bangalore, Karnataka - January 2018 to Present Present Senior Consultant Oracle - Bangalore, Karnataka - November 2016 to December 2017 Staff Consultant Oracle - Bangalore, Karnataka - January 2014 to October 2016 Associate Consultant Oracle - Bangalore, Karnataka - November 2012 to December 2013 EDUCATION B.E in Computer Science Engineering Adithya Institute of Technology - Tamil Nadu September 2008 to June 2012 https://www.indeed.com/r/Govardhana-K/b2de315d95905b68?isid=rex-download&ikw=download-top&co=IN https://www.indeed.com/r/Govardhana-K/b2de315d95905b68?isid=rex-download&ikw=download-top&co=IN SKILLS APEX. (Less than 1 year), Data Structures (3 years), FLEXCUBE (5 years), Oracle (5 years), Algorithms (3 years) LINKS https://www.linkedin.com/in/govardhana-k-61024944/ ADDITIONAL INFORMATION Technical Proficiency: Languages: Core Java, Go Lang, Data Structures & Algorithms, Oracle PL-SQL programming, Sales Force with APEX. Tools: RADTool, Jdeveloper, NetBeans, Eclipse, SQL developer, PL/SQL Developer, WinSCP, Putty Web Technologies: JavaScript, XML, HTML, Webservice Operating Systems: Linux, Windows Version control system SVN & Git-Hub Databases: Oracle Middleware: Web logic, OC4J Product FLEXCUBE: Oracle FLEXCUBE Versions 10.x, 11.x and 12.x https://www.linkedin.com/in/govardhana-k-61024944/',\n {'entities': [(1749, 1755, 'Companies worked at'),\n (1696, 1702, 'Companies worked at'),\n (1417, 1423, 'Companies worked at'),\n (1356, 1793, 'Skills'),\n (1209, 1215, 'Companies worked at'),\n (1136, 1248, 'Skills'),\n (928, 932, 'Graduation Year'),\n (858, 889, 'College Name'),\n (821, 856, 'Degree'),\n (787, 791, 'Graduation Year'),\n (744, 750, 'Companies worked at'),\n (722, 742, 'Designation'),\n (658, 664, 'Companies worked at'),\n (640, 656, 'Designation'),\n (574, 580, 'Companies worked at'),\n (555, 573, 'Designation'),\n (470, 493, 'Companies worked at'),\n (444, 469, 'Designation'),\n (308, 314, 'Companies worked at'),\n (234, 240, 'Companies worked at'),\n (175, 198, 'Companies worked at'),\n (93, 137, 'Email Address'),\n (39, 48, 'Location'),\n (13, 38, 'Designation'),\n (0, 12, 'Name')]})" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "nlp = spacy.blank('en')\n\ndef train_model(train_data):\n # add NER model\n if 'ner' not in nlp.pipe_names:\n ner = nlp.create_pipe('ner')\n \n nlp.add_pipe(ner, last = True)\n \n # add labels\n for _, annotation in train_data:\n for ent in annotation['entities']:\n ner.add_label(ent[2])\n \n \n # other pipes to be disabled during training\n other_pipes = [pipe for pipe in nlp.pipe_names if pipe != 'ner']\n \n with nlp.disable_pipes(*other_pipes): # only train ner\n optimizer = nlp.begin_training()\n \n for itn in range(10):\n print(f'Starting iteration {str(itn)}')\n random.shuffle(train_data)\n \n losses = {}\n index = 0\n \n for text, annotations in train_data:\n try:\n nlp.update(\n [text],\n [annotations],\n drop = 0.2,\n sgd = optimizer,\n losses = losses\n )\n except Exception as ex:\n pass\n \n print(losses)", | |
| "execution_count": 11, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "train_model(train_data)", | |
| "execution_count": 12, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "Starting iteration 0\n{'ner': 10820.45452731679}\nStarting iteration 1\n{'ner': 9360.449801606816}\nStarting iteration 2\n{'ner': 9704.85435980835}\nStarting iteration 3\n{'ner': 7341.786377321575}\nStarting iteration 4\n{'ner': 6760.0401792262355}\nStarting iteration 5\n{'ner': 5925.163263495535}\nStarting iteration 6\n{'ner': 5480.883594583241}\nStarting iteration 7\n{'ner': 5564.472496991685}\nStarting iteration 8\n{'ner': 4694.496345417583}\nStarting iteration 9\n{'ner': 4777.074484604174}\n", | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "# save model for future use\nnlp.to_disk('nlp_resume_model')", | |
| "execution_count": 13, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "# load model from trained model\nnlp_resume_model = spacy.load('nlp_resume_model')", | |
| "execution_count": 14, | |
| "outputs": [] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "train_data[0]", | |
| "execution_count": 15, | |
| "outputs": [ | |
| { | |
| "output_type": "execute_result", | |
| "execution_count": 15, | |
| "data": { | |
| "text/plain": "('Mohamed Ameen System engineer Bengaluru, Karnataka - Email me on Indeed: indeed.com/r/Mohamed-Ameen/ ba052bfa70e4c0b7 I am looking for a job opportunity as a System Engineer that gives me professional growth and excellence and enables me to contribute my efforts in the success of the organization. WORK EXPERIENCE IT Operations Analyst Accenture I am looking for a job as system engineer that gives me professional growth and excellence and enables me to contribute my efforts in the success of the organization. technical support engineer Convergys for Microsoft - November 2014 to November 2015 Currently working with Accenture as a Subject Matter Expert for the Remote Technology Support team in IT Operations. EDUCATION B.E in Electronics & Communication Visveswaraiah Technological University - Bengaluru, Karnataka 2013 Electronics Project Al-Ameen PU College Rajiv Gandhi Institute of Technology SKILLS Active Directory (2 years), Microsoft office, Windows,End user computing (3 years) CERTIFICATIONS/LICENSES CCNA CCNA certified https://www.indeed.com/r/Mohamed-Ameen/ba052bfa70e4c0b7?isid=rex-download&ikw=download-top&co=IN https://www.indeed.com/r/Mohamed-Ameen/ba052bfa70e4c0b7?isid=rex-download&ikw=download-top&co=IN ADDITIONAL INFORMATION Skill set: Networking: ➢ Knowledge of OSI and TCP/IP architecture. ➢ Knowledge of Routing Protocols. ➢ Knowledge of Virtual Private Network and IPv6. ➢ Wireless LAN ➢ Installing, configuration & Troubleshooting of Operating System such as Windows client (XP, Vista, 7, 8x and 10) ➢ Installing, configuration & Troubleshooting Microsoft Office {2013, 2016, 365 pro plus (Outlook and Other Office Tools Such as Excel, word, Power Point) } ➢ Configuring and Troubleshooting Microsoft outlook in Blackberry, iPhone & iPad. ➢ Configuring Group Policies in Domain & Work Group Environment. ➢ Create, modify and Manage User Account in AD Server. ➢ Creating Folder groups in File Server and providing Network folder access. ➢ Configuring & Troubleshooting Wireless Network & LAN, WAN Network, ➢ Installing and Configuration of VPN clients. ➢ Workgroup and Domain level security policies. ➢ Migration and Up gradation of Server/Desktops. ➢ Installation and Troubleshooting of Symantec Endpoint Antivirus. ➢ Installation and Troubleshooting of Avecto Defend point client. ➢ Managing & Troubleshooting Printer, Scanner, Fax. ➢ Configuring Managing and Troubleshooting SCCM on End user machines. ➢ Perform 1st Level troubleshooting and/or escalate as appropriate issue to warranty Vendors. ➢ Maintain Inventory of all warranty / AMC assets for the current year. ➢ Maintain an Inventory of parts for emergency repairs. ➢ Coordinate with vendors and with company personnel to facilitate purchases. ➢ Working on Web Tickets Tools. ➢ Handling Escalation and Severity for Incidents. Operating System: ➢ Windows 7, Windows 8, Windows 8.1 and Windows 10. Application: ➢ MS Office, Service Now, ITSM, LogMeIn Rescue',\n {'entities': [(1632, 1636, 'Graduation Year'),\n (931, 1013, 'Skills'),\n (885, 921, 'College Name'),\n (864, 883, 'College Name'),\n (837, 841, 'Graduation Year'),\n (815, 824, 'Location'),\n (773, 811, 'College Name'),\n (737, 772, 'Degree'),\n (631, 640, 'Companies worked at'),\n (342, 351, 'Companies worked at'),\n (319, 340, 'Designation'),\n (74, 119, 'Location'),\n (31, 40, 'Location'),\n (14, 29, 'Designation'),\n (0, 13, 'Name')]})" | |
| }, | |
| "metadata": {} | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "doc = nlp_resume_model(train_data[0][0])\n\nfor ent in doc.ents:\n print(f'{ent.label_.upper():{30}} - {ent.text}')", | |
| "execution_count": 16, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "NAME - Mohamed Ameen\nDESIGNATION - System engineer\nLOCATION - Bengaluru\nEMAIL ADDRESS - indeed.com/r/Mohamed-Ameen/ ba052bfa70e4c0b7\nDESIGNATION - IT Operations Analyst\nCOMPANIES WORKED AT - Accenture\nCOMPANIES WORKED AT - Accenture\nDEGREE - B.E in Electronics & Communication\nCOLLEGE NAME - Visveswaraiah Technological University\nLOCATION - Bengaluru\nCOLLEGE NAME - Rajiv Gandhi Institute of Technology\nSKILLS - Active Directory (2 years), Microsoft office, Windows,End user computing (3 years)\n", | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "!pip install PyMuPDF", | |
| "execution_count": 17, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "Collecting PyMuPDF\n Downloading PyMuPDF-1.17.4-cp37-cp37m-win_amd64.whl (5.1 MB)\nInstalling collected packages: PyMuPDF\nSuccessfully installed PyMuPDF-1.17.4\n", | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "import sys, fitz\n\nfname = 'Alice Clark CV.pdf'\n\ndoc = fitz.open(fname)\ntext = ''\n\nfor page in doc:\n text = text + str(page.getText())\n \n text = ' '.join(text.split('\\n'))\n \nprint(text)", | |
| "execution_count": 20, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "Alice Clark AI / Machine Learning Delhi, India Email me on Indeed • 20+ years of experience in data handling, design, and development • Data Warehouse: Data analysis, star/snow flake scema data modelling and design specific to data warehousing and business intelligence • Database: Experience in database designing, scalability, back-up and recovery, writing and optimizing SQL code and Stored Procedures, creating functions, views, triggers and indexes. Cloud platform: Worked on Microsoft Azure cloud services like Document DB, SQL Azure, Stream Analytics, Event hub, Power BI, Web Job, Web App, Power BI, Azure data lake analytics(U-SQL) Willing to relocate anywhere WORK EXPERIENCE Software Engineer Microsoft – Bangalore, Karnataka January 2000 to Present 1. Microsoft Rewards Live dashboards: Description: - Microsoft rewards is loyalty program that rewards Users for browsing and shopping online. Microsoft Rewards members can earn points when searching with Bing, browsing with Microsoft Edge and making purchases at the Xbox Store, the Windows Store and the Microsoft Store. Plus, user can pick up bonus points for taking daily quizzes and tours on the Microsoft rewards website. Rewards live dashboards gives a live picture of usage world-wide and by markets like US, Canada, Australia, new user registration count, top/bottom performing rewards offers, orders stats and weekly trends of user activities, orders and new user registrations. the PBI tiles gets refreshed in different frequencies starting from 5 seconds to 30 minutes. Technology/Tools used EDUCATION Indian Institute of Technology – Mumbai 2001 SKILLS Machine Learning, Natural Language Processing, and Big Data Handling ADDITIONAL INFORMATION Professional Skills • Excellent analytical, problem solving, communication, knowledge transfer and interpersonal skills with ability to interact with individuals at all the levels • Quick learner and maintains cordial relationship with project manager and team members and good performer both in team and independent job environments • Positive attitude towards superiors & peers • Supervised junior developers throughout project lifecycle and provided technical assistance \n", | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "doc = nlp_resume_model(text)\n\nfor ent in doc.ents:\n print(f'{ent.label_.upper():{30}} - {ent.text}')", | |
| "execution_count": 21, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "NAME - Alice Clark\nLOCATION - Delhi\nDESIGNATION - Software Engineer\nCOMPANIES WORKED AT - Microsoft – Bangalore, Karnataka\nCOMPANIES WORKED AT - Microsoft\nCOMPANIES WORKED AT - Microsoft\nCOMPANIES WORKED AT - Microsoft\nCOMPANIES WORKED AT - Microsoft\nCOLLEGE NAME - Indian Institute of Technology – Mumbai\nSKILLS - Machine Learning, Natural Language Processing, and Big Data Handling ADDITIONAL INFORMATION Professional Skills • Excellent analytical, problem solving, communication, knowledge transfer and interpersonal skills with ability to interact with individuals at all the levels • Quick learner and maintains cordial relationship with project manager and team members and good performer both in team and independent job environments • Positive attitude towards superiors & peers • Supervised junior developers throughout project lifecycle and provided technical assistance\n", | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "metadata": { | |
| "trusted": true | |
| }, | |
| "cell_type": "code", | |
| "source": "fname = 'bbanjara.pdf'\n\ndoc = fitz.open(fname)\ntext = ''\n\nfor page in doc:\n text = text + str(page.getText())\n \n text = ' '.join(text.split('\\n'))\n \nprint(text)", | |
| "execution_count": 22, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": "Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 Summary • Around 6+ years of IT experience in software design, analysis, development, testing and implementation of secure n-tier client/server web-based applications using .NET Framework in various sectors. • Design patterns: Singleton Design Pattern, Factory Pattern, Repository Pattern • Extensive experience with Microsoft .Net Technologies (.NET Framework, MS VS.NET, ADO.NET, Entity Framework, ASP.NET, MVC, API, VB.NET, C#.NET, SQL SERVER, WCF, WWF and WPF) and experience working with INFRAGISTICS and third party tools. • Proficient in development of Web & Windows based Applications; have good experience working with multithreaded applications and also proficient with migrating from ASP.NET 3.0 to 4.0 and 4.0-5.0 frameworks and upgrading from VS 2012, 2013, 2015. • Excellent experience in developing Web applications using WCF, AJAX, Telerik User Control, JavaScript, XML, HTML, CSS, IIS and Web Services, Caching, User/Custom controls, JQuery, Angular 2-6, NodeJs. • Thorough understanding & experience in designing database Tables, Stored Procedures, Functions and Triggers in multiple databases - SQL Server and MS Access. • Excellent knowledge of all the phases of SDLC (Strategic Systems Planning, Designing, Programming, Testing, Documentation and Presentation) management and implementation. • Extensive experience in converting the Legacy Applications into .Net. • Extensively used Visual Source Safe & TFS for version control management. • Designed and developed Reports using SQL Reporting Services and integration of the same with ASP for web based reports and Crystal Reports. • Strong Object Oriented Programming skills. • Excellent communication and interpersonal skills with strong technical background. Technical Skills: Programming Languages C#, Python, NodeJs, VB.NET, Angular, React, Javascript, HTML, CSS, jQuery Cloud Computing Azure (Virtual Machine, Storage (blob), App Service, Database, DNS) AI/ML and Data Science Supervised Learning, Unsupervised Learning AI/ML Algorithms Linear Regression, KNN, K-Nearest Neighbors, Decision Tree, Random Forest, Support Vector Machine (SVM), Single Vector Decomposition (SVD), XGBoost, Adaboost Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 AI/ML Libraries Scikit-learn, Tensor Flow, pandas, numpy, seaborn, matplotlib, GridsearchCV, AutoML, beautiful soup Natural Language Processing Spacy, NLTK Tools for AI/ML Jupyter notebook, jupyter lab, spyder, visual studio code Web Technologies ASP.NET, MVC, ASP, HTML, DHTML, AJAX, Web-Services, WCF, Restful API, Sharepoint 2013, .Net Core Scripting Language XML, CSS, Java Script, VBScript, JQuery, jQuery, Ajax, AngularJS, Angular2-6+, Bootstrap, Knockout JS, NodeJs, REACT, Material-UI .net Technologies .Net Framework 3.0/3.5/4.0, WPF, WWF, WCF,LINQ Databases SQLServer-2008/2012/2014/2016, MS-Access, NoSQL(MongoDb, Firebase) Reporting Tools SSRS, Microsoft-Office, SSAS, SSIS Development Tools Visual Studio, Visual Studio Code Versioning Tool Team Foundation Server, GitHub, BitBucket Protocols TCP/IP, FTP, HTTP, SDLC, SOAP, REST Web Server IIS7.0/8.0, Operating Systems Windows NT/XP/2003/Vista/7/8/10 Education & Certifications University of Texas at Arlington, Arlington, TX. Graduated with Cum Laude. Bachelor of Science, Major: Physics, Minor: Mathematics Scholarship & Awards • President’s Honor Roll (Spring 2011 and Spring 2012) • Dean’s List (Academic Year 2012/2013) • Outstanding Transfer Scholarship • Phi Theta Kappa Scholarship • UTA Research Scholarship Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 Research Experience Research Assistant, October 2012 – May 2014 Bio-physics and Physiology Lab UTA • Worked with Cellular and Blood sample • Completed Project on Quantitative Phase Microscopy • Worked with Graduate, Doctorate and Post-doctorate Publications Banjara, B., Cardenas, N., Mohanty, S.K., “Quantitative Phase Microscopy of Cellular Fluctuations Modulated by Optogenetic Stimulation”, Proc. of SPIE Vol. 8586, 85860Y (2013). Professional Presentations • National SPIE Photonics West – Biomedical Optics 2013 of, “Quantitative Phase Microscopy of • Cellular Fluctuations Modulated by Optogenetic Stimulation”. • Texas Regional APS, Stephenville, TX 2013 of, “Quantitative Phase Microscopy of Cellular • Fluctuations Modulated by Optogenetic Stimulation”. Competition and Awards • Second Position – Seeking Sages AI/ML Hackathon -- 09/2019 o Built the product recommendation engine Professional Experience 1. verizon Irving, TX May 2019 – Current Project: Verizon wireless and 2.0 Role: Senior .Net Developer and Automation Engineer Description: Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 Verizon Wireless, (commonly shortened to Verizon) is an American telecommunications company which offers wireless products and services. It is a wholly owned subsidiary of Verizon Communications. Verizon Wireless provides service to 118.7 million subscribers. Verizon Wireless is the second largest wireless telecommunications provider in the United States. Responsibilities: • Involved with data security and data governance team to ensure compliance with data usage • Created application to automate the data access pipeline using .Net Core 2.2 • Created window services to automate the data sync profess that runs eveyday • Created portal to generate the report and rectify data security audit • Developed SQL queries, stored procedure, and triggers to handle the business rules and data integrity and database integration in MS SQL and Teradata • Worked with application deployment in IIS server • Actively involved in migrating old windows server to new server • Create Window Service for scheduling task and improve application performace • Fine-tuned application performance using Caching and other techniques available in Microsoft.NET framework. • Participated in System Documentation and Code Documentation. Environment: ASP.NET Core 2.0 MVC, .NET Framework 4.0,4.5, C#.NET, ASP.NET, ADO.NET, AJAX, SQL Server 2008/2012/2016,T- SQL, Teradata, Application Program Interface (API), IIS 6.0, 7.0, VS2019, Microsoft enterprise library, LINQ, AngularJs, Bootstrap, Java Script. 2. KPMG Montvale, NJ Jan 2016 – May 2019 Project: TTP, GMS, Charting Project, Partner Center Role: Senior .Net Developer (Consultant) Description: KPMG operates as a global network of independent member firms offering audit, tax and advisory services; working closely with clients, helping them to mitigate risks and grasp opportunities. Member firms' clients include business corporations, governments and public sector agencies and not-for-profit organizations. They look to KPMG for a consistent standard of service based on high order professional capabilities, industry insight and local knowledge. Responsibilities: Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 • Designed and implement Repository pattern using Unity of Work and Factory pattern for code optimization • Develop Single Page Application using .Net Core and Angular2+ for Access Request Management • Develop desktop, iPad and iPhone/mobile responsive version of the web application using MVC • Develop Sharepoint 2013 web app and pages • Implement Jenkins for CI/CD • Implement dependency injection using Ninject and Autofac libraries • Worked on ASP.NET MVC4/5 architecture for product development and enhancement • Implemented Object relational mapping using Entity Framework • Created Restful API using ASP.NET API 1&2 and WCF services • Implement API security using token based authentication and basic authentication using ASP.Net Identity • Developed Web Application Security Model using Windows authentication model as well as Forms authentication, configured Web.config files accordingly • Worked on front end development using modern libraries Bootstrap & Awesome Fonts • Used Angularjs with TypeScript and Jquery library for AJAX call and client side development of the functionality • Worked with LINQ to query the database • Developed SQL queries, stored procedure, and triggers to handle the business rules and data integrity and database integration • Worked with application deployment in IIS server • Create Window Service for scheduling task and improve application performace • Fine-tuned application performance using Caching and other techniques available in Microsoft.NET framework. • Implemented source control using TFS by creating.the projects in the TFS environment. • Participated in System Documentation and Code Documentation. Environment: ASP.NET MVC, .NET Framework 4.0, 4.5,C#.NET, ASP.NET , ADO.NET , AJAX, SQL Server 2008/2012,T- SQL, Application Program Interface (API), Windows Communication Foundation(WCF), ASP, TFS, IIS6.0, 7.0, VS2013, VS2015, MSVisio, Microsoft enterprise library, LINQ, AngularJs, Bootstrap, Java Script. Project: North America Ecommerce Development and Enhancement Role: NA Ecommerce Developer (Consultant) Description: 3. Dollar Financial Group Berwyn, PA March 2015 – Dec 2015 Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 DFC Global Corp is one of the largest providers of accessible consumer financial services in the world. By providing a wide variety of innovative and accessible financial solutions for over 30 years via a technology-enabled web based underwriting and almost 1,300 retail locations throughout the world, we at DFC Global are continuously fulfilling our commitment to meet the needs of everyday consumers and business owners in the most socially responsible way. Responsibilities: • Implemented MVC architecture using C# .NET, ASP.NET for product enhancement. • Worked to move the legacy application to the upgraded enhanced system using latest available technologies from Microsoft .NET ASP.NET, MVC, WCF, ASP.Net API, LINQ, ADO.Net • Worked under ESB (Enterprise Service Bus) artichture to develop WCF and ASP.Net API Restful Services. • Hands on experience with Microsoft Dynamic CRM • Create Contnet Management System (CMS) for the bettter usability by CSR for customer’s enhanced support using ASP.Net API, MVC and ASP.Net C#. • Created dashboard for daily process tracking and report creation to have better visibility by the management and marketing team. • Create Single Page Application (SPA) using Bootstrap and AngularJS for systematic alignment of the production task and tracking the task based on priorities. • Implemented Microsoft enterprise library and Error handling mechanism. • Developed Web Application Security Model using Windows authentication model as well as Forms authentication, configured Web.config files accordingly • Involved in maintenance and enhancements of an application using Microsoft .NET Framework 3.5 and 4.0, C#.NET, ASP.NET, LINQ, WCF, AJAX, JavaScript, jQuery, XML WEBSERVICES. • Designed data Model,business access layer and reporting module using C#. • Involved in gathering functional requirements, writing design specifications, prototype and architecting the new application using SOA and Agile. • Performed multithreading programming to improve the application performance. • Fine-tuned application performance using Caching and other techniques available in Microsoft.NET framework. • Established LINQ to SQL (Object Relational) mapping to query the database. • Designed and developed Web Services and configured WCF Services with appropriate endpoints. • Created Packages, Tables, Stored Procedures and Views in T-SQL. • Performed query optimization and performance tuning for complex SQL queries. • Developed SQL queries, stored procedure, and triggers to handle the business rules and data integrity and database integration. • Implement UNIT Test of the .Net Framework for the automated testing of the application • Worked on integration of .Net Applications with mainframe systems. • Coordinated the build/migration of releases to test and production environments Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 • Implemented Object relational mapping using Entity Framework. • Derived unit testing and contribute to the Software QA process • Troubleshot the application in production environment . • Implemented source control using TFS by creating.the projects in the TFS environment. • Participated in System Documentation and Code Documentation. Environment: .NET Framework 4.0,C#.NET,VB.NET,VB 6.0, ASP.NET , ADO.NET , AJAX, SQL Server 2005/2008,T- SQL, Application Program Interface (API), Windows Communication Foundation(WCF), Windows Presentation Foundation(WPF), ASP, TFS,IIS6.0,VS2010, MSVisio,SSRS,Crystal Reports, Microsoft enterprise library, LINQ, VB Script,Java Script. 3. Azket E-entelligence Irving - TX JAN 2014 – DEC 2014 Project Name: Employee, Accounting & Finance Management System Role: Programmer Analyst (Internship) Azket E-entillegence is a group of individuals with professional experience and expertise in providing IT Consulting, IT Staffing & Application Development Services. It focusses on best use of information technology to meet business objectives. It also manages, implement, deploy, and administer various Information Systems in various software and business environments. I worked as an intern to develop internal employee management system, accounting management system and finance management system in a team of senior developers and analysts for more than 40 consultants and employee all over the nation. Responsibilities: • Involved in the skills enhancement efforts of Business System Analysts, Designers and Developers to adopt processes based on Agile/Scrum development techniques. • Developed Web Forms and User Controls using ASP.NET and JavaScript for the accounting and payroll management system that consultants and employees can submit timesheet weekly and monthly basis. • Develop desktop application and window service for the employee management system and finance management system and notification using C# server side coding. • Wrote a custom control that displayed a header that was common on several pages. Developed user control for Menu Display, Header Display and created various pages based on this control. • Produced business logic for classes to Read, validate & write data via strongly-typed datasets, show data and validation errors in Grid View, Forms View, Repeater, Details View using C#. • Extensively involved in developing server side code for Class Libraries for Business Layer, Data Layer using C# for Address Book, Policy and Financial modules and ADO.NET to Bishorup Banjara banjara.bishorup@gmail.com 715-791-0828 define and implement secure middle-tier components using both connected and disconnected environment strategies • Worked closely with design team in creating CSS styles, Master Pages and Navigation controls for consistent look and feel of the website. Used Adobe Flash for editing Images, logos for Master Page. • Worked with Globalization and Localization, Culture Info, Resource Manager to display culture related information including the country specific language and the format patterns like date, currency, numbers. • Involved in designing the database; wrote and maintained complex T-SQL Queries, Indexes, Triggers, User defined functions and the required Stored Procedures in MS SQL 2000. • Provide on-going maintenance, minor enhancements, and user support for all developed software applications including the creation of associated documentation. • Developed logic to interact with various insurance company’s applications through WCF web services using XML/C#. • Created Test automation script for UI Testing, Load and performance testing for entire system. Environment: C#, ASP.NET 3.0, ADO.NET, WCF, JavaScript, XML, SOAP, HTML, XHTML, CSS, XSLT, XPATH, IIS 7.0, Adobe Photoshop, MS SQL Server 2012, Crystal Reports XI; Visual Studio 2012; .NET Framework 2.0; Windows XP; Microsoft Visio 2008. \n", | |
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| "source": "doc = nlp_resume_model(text)\n\nfor ent in doc.ents:\n print(f'{ent.label_.upper():{30}} - {ent.text}')", | |
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| "text": "NAME - Bishorup Banjara\nCOMPANIES WORKED AT - Microsoft\nDEGREE - Programming\nCOLLEGE NAME - Languages\nSKILLS - C#, Python, NodeJs, VB.NET, Angular, React, Javascript, HTML, CSS, jQuery Cloud Computing\nCOLLEGE NAME - Supervised Learning, Unsupervised Learning\nCOLLEGE NAME - Vector Decomposition (SVD), XGBoost, Adaboost\nDEGREE - Bachelor of Science, Major: Physics, Minor\nLOCATION - Montvale\n", | |
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