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CV Parser and AI Matching

We need to parse Resume/CV and extract the 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 Portuguese 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 developed in .NET c#.

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 xml or JSON tagged file, one xml file 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 SQL database. Parser is also required to do the database insertion as part of the parsing process.

It should also be possible to obtain the best candidate for an opportunity through an intelligent algorithm to be validated in a future meeting

We already have a database with about 40,000 resumes and the system should be able to learn the resumes pattern to improve results

We will supply a sample set of resumes, as many as you need to be successful.

Kĩ năng: Machine Learning (ML), Python, Xử lí dữ liệu, Khai thác dữ liệu

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Về Bên Thuê:
( 0 nhận xét ) Portugal

ID dự án: #30929410

29 freelancer chào giá trung bình€2882 cho công việc này

(338 Nhận xét)
8.2
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7.4
metlickijv

Good day gilsoft. I am a top talent python developer with extensive experience. I have complete many similar projects using python libraries. As an expert, I can provide high-quality results within the deadline. You ca Thêm

€2000 EUR trong 7 ngày
(26 Nhận xét)
6.8
nemanjadevelope2

Hi, Hope you are doing well. I have read your project details and I am very interested in this project. As you can see on my profile, I have good experience with Python and Ml fields for over 6 years. Please send me me Thêm

€3000 EUR trong 7 ngày
(19 Nhận xét)
6.1
HussienSharaf

HI, I m very exited about the project. I am a professor in computer science and I have taught NLP course. I have a very good team who are experienced technically in python. I will use keras/tensor flow to train the sys Thêm

€5250 EUR trong 7 ngày
(13 Nhận xét)
6.0
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6.1
AITSoft

Hi there, I have read the brief details on the job listing. You can check my experience, customer feed backs and my portfolio here: https://www.freelancer.com/u/AITSoft I believe its a doable job I have great experienc Thêm

€3000 EUR trong 16 ngày
(29 Nhận xét)
5.7
taranchenkovlady

Hello. i can do this job perfectly. I have +6 years of experience in Machine Learning && Artificial Intelligence. Especially I am good in: - Python/Django, JavaFx, Java spring boot,C++, C#, QT, ASP.NET, Node.js, JavaFx Thêm

€2000 EUR trong 5 ngày
(5 Nhận xét)
5.1
FirmMinds123

We have AI & Data Science,Django team who are highly experienced in Machine learning and Deep Learning and can deliver products as per your requirements. We have done many real time projects like Semantic search engine Thêm

€4000 EUR trong 60 ngày
(35 Nhận xét)
5.2
(35 Nhận xét)
5.0
Dovasy

Hi, Dear! I have read your project description in detail. I have rich experience in Machine Learning (ML), Data Processing, Data Mining, Python, but also in relevant up-to-date technologies and I'm sure that I can comp Thêm

€2500 EUR trong 25 ngày
(4 Nhận xét)
4.4
iPingDataLabsLLP

Hi, Greetings for the day! We are a team of passionate Machine Learning Engineers based in Mumbai, India, who have developed and deployed complex AI solutions using Machine Learning and Computer Vision. We have a g Thêm

€2500 EUR trong 14 ngày
(7 Nhận xét)
4.5
DuskoDjurin

Hello How many CV styles should I parser it? I can build the scraper with Python, bs4, requst. before I have built LinkedIn CV Parser. I can show the screenshot via PM. Thanks Dusko

€2000 EUR trong 15 ngày
(1 Nhận xét)
3.8
Sandeep2805

Hello, Dear Client. Thanks for your posting! I am a machine learning expert with over 10 years of experience in tensorflow, darknet, keras, pytorch, opencv and open vino, etc. I have developed lots of LPR projects for Thêm

€1500 EUR trong 10 ngày
(10 Nhận xét)
4.3
normanburtonfree

Hello, I wish you the best of luck in everything with you. As a professional developer, I have many years experiences of python and ML and Data Processing Please feel free to contact me and let’s discuss about your j Thêm

€2250 EUR trong 7 ngày
(9 Nhận xét)
4.0
fatihsaral

Hello there, I have read your project description in detail. I have 5 years of rich experience with Python. I have done many projects at GUI or script level. I have experienced JSON and XML formats and many other tech Thêm

€3000 EUR trong 15 ngày
(3 Nhận xét)
3.6
nitinpateluk

"Having 7+ years of experience as a software engineer, having experience with AI, ML, NLP, Big Data, Deep Learning, Docker, Apache Spark, AWS, SQL, and ETL Pipeline." Hello, Understanding: You are need to parse Resum Thêm

€3000 EUR trong 30 ngày
(3 Nhận xét)
3.4
sandy2303

Hi, We have excellent python developer having great expertise in AI, ML and NLP. He has won many competitions. Please let me know if we can chat more on this. Thanks,

€2250 EUR trong 7 ngày
(4 Nhận xét)
3.2
vovakovalkov80

Hi I have worked on several similar projects and can deliver quality work on tight deadlines. I'm interested to hear more about the project. If you award me the project I'd be very happy to discuss this further and get Thêm

€2250 EUR trong 7 ngày
(3 Nhận xét)
3.1
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5.6