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Resume Parser

₹12500-37500 INR

Closed
Posted over 4 years ago

₹12500-37500 INR

Paid on delivery
Resume Parsing, known as CV Parsing, Resume Extraction or CV Extraction, is the conversion of a free-form CV/resume document into structured information in JSON or XML format — suitable for storage, reporting and manipulation. Input:This parser will be used to parse thousands of UNSTRUCTURED resumes in html, word (doc, docx), rtf, text, rtf and pdf formats. Resumes will be in English language to start with but the parser should be capable of parsing resumes in other languages. Output: JSON or XML format files of the resume when all the words from resume are parsed and structured correctly. Parser should also output the report and metric on what worked and what did not. This report should help in further tuning the parser. Accuracy: We areexpecting a high degree of accuracy. Ideally the parser should be able to reach maintain 95% accuracy. We are expecting minimum of 90% accuracy for each resume. Method: We are not looking at keyword based parser. We are looking for a parser that can be trained and improve its accuracy over a period. Also, the fields parsed should be configurable and we should be able to extend the parser in a fashion that we can add more fields to be parsed with little effort. Parser should be able to do Fuzzy look up Resume Parser should be written such that in can eventually be invoked using a web based application. In order to identify information from CVs and profiles, the extraction engine should learn to create “rules” within its machine-learning algorithms by analysing the data. Fields that need to be parsed – Not all the resumes will have all the fields – Also the parsing should not limit to just these fields. 1. First Name 2. Middle Name 3. Last Name 4. Email Address 5. Mobile Number 6. Date of Birth 7. Picture/Image 8. Social media profile links 9. Gender 10. Nationality 11. Address 12. City 13. State 14. Country 15. Zip Code 16. Summary/Objective 17. Achievements 18. Current Location 19. Skills(top to bottom) 20. Current Company Name 21. Current Company Designation 22. Current Company Start Date 23. Current Company End Date 24. Current Company Roles & Responsibilities 25. Previous Company Name 26. Previous Company Designation 27. Previous Company Start Date 28. Previous Company End Date 29. Previous Company Roles & Responsibilities 30. Education 31. Year of passing 32. Board/university 33. Certification 34. Marital Status 35. Language Known 36. Interest/Hobbies 37. References 38. Soft Skills 39. Training courses Output of the parser should be an JSON tagged file, one JSONfile for each parsed resume, output file name to be the same as the input file name with extension. All the parsed fields will be used to upload into a MySQL database. Parser is also required to do the database insertion as part of the parsing process. We will supply a sample set of resumes, as many as you need to be successful.
Project ID: 20764071

About the project

7 proposals
Remote project
Active 5 yrs ago

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7 freelancers are bidding on average ₹45,555 INR for this job
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Hello I am a highly motivated young technocrat from India. Currently, I am a Ph.D. research scholar in the department of Computer Science & Engineering at Indian Institute of Technology (ISM) Dhanbad, India. I am approachable, you can come to me if you have a struggle, I am happy to help. if give opportunity, I am ready to give a demo on pilot project with parsing resumes using NLP libraries and their classification using machine learning algorithm through a Team viewer session. Best Regards Amar Kaswan
₹120,000 INR in 120 days
4.9 (12 reviews)
4.6
4.6
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Hello, we are a team of fullstack developers and we have the technical skills to meet the requirement, setting milestones that are associated with the percentage of effectiveness of unstructured CVs that will be transformed to a JSON / XML format. We can do the job without problems.
₹25,000 INR in 15 days
0.0 (0 reviews)
0.0
0.0
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I have already worked on resume parsing in one my project. So it will be easy for me complete this work in an efficient way.
₹25,000 INR in 7 days
0.0 (0 reviews)
0.0
0.0
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Hello i can done this using python 3.6 by two ways. -first: converting doc to pure text and parse by structure. -second: google vision to extract text and parse estructure. I am 100% sure to complete Relevant Skills and Experience This project withouth problems. Also, i can start working on this right now if neccesary and should be ready within next 2 days. Thanks in advanced
₹22,222 INR in 2 days
5.0 (1 review)
0.0
0.0
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This is the work of information extraction. I can do it using regexes, or use entity extraction techniques using deep learning for doing this task. Relevant Skills and Experience I am a OCR/NLP engineer at my full-time job. And I am currently doing the same task of information extraction on business documents. Also a lot of fields here is common with what I do.
₹66,666 INR in 15 days
0.0 (0 reviews)
0.0
0.0
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Hello, I have experience in developing and creating websites, applications, online stores. And also there is experience in testing them. Could you send me a detailed terms of reference for your project? Sincerely, Yaroslav.
₹30,000 INR in 21 days
0.0 (0 reviews)
0.0
0.0
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Hey, Note: I come through your job post and read carefully your description and would be able to execute it with my experience and knowledge I'm a Masters Student in Machine Learning with extensive experience in Deep Learning, NLP, Speech Recognition and Text-to-Speech (TTS). I also have 4 years of full-time work experience as an ML Engineer. My current research work is on Adversarial training of End-to-End Speech Recognition. I am a problem solver and I believe in providing complete solutions. If you have a project in mind and you don't even know where to start, then you've come to the right person. I also have a vast knowledge of Statistical Learning like categorical data analysis, Bayesian statistics, decision trees, cluster analysis, and predictive modelling. I have also managed live production environments on AWS. ML frameworks: Tensorflow, PyTorch, Keras, Chainer, Theano, Apache Spark Python frameworks: numpy, pandas, scikit etc. Programming Languages: Python, SQL I'm flexible with my working hours and am happy to work closely with any existing freelancers you work with. You can expect prompt, polite and helpful communication from me. I look forward to hearing from you! Kind regards, Himanshu
₹30,000 INR in 10 days
0.0 (0 reviews)
2.3
2.3

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Flag of INDIA
Hyderabad, India
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Member since Jul 31, 2019

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