Machine Learning to carry out matching of resumes and job orders


I require a python based matching CV and JD parsing and matching algorithm. So basically, this algorithm will ask a user to submit CVs and Job Descriptions.

The inputs would comprise of a resume and n number of job orders.

The output will be in the form of -

1. Parsed Job Description JSON

2. Parsed CV JSON

3. Absolute Matching scores for each resume against each Job Order and vice versa.

4. Absolute matching scores for each job order against each resume

Please let me know if you have worked on a similar project? Also, which libraries would you be able to re-use.

I require you to to provide me the following -

1. Your methodology to go about this project

2. What would you require from me

3. What would be a good time frame for this project

I have a dataset of approx. 25000+ Job Orders and 3000+ resumes, all unstructured. This is an accuracy linked project. Would be keen on hearing how you would be maximising the accuracy of the matches.

Skills: Artificial Intelligence, Data Science, Machine Learning, Natural Language, Python

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About the Employer:
( 6 reviews ) mumbai, India

Project ID: #16222633

16 freelancers are bidding on average ₹56179 for this job


Hello, sir! I am very happy to put my bid on your project. I have solid knowledge on skills related your project and experience of developing good program. I hope to discuss everything of the project in detail with More

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I have a working resume parser with me. Tested on various formats like .pdf, .html, .docx so, that will be the good start. Coming to your questions: 1) Methodology: Naive bayes to start with. We can rank resumes for a More

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Hi, I have experience using R for data analysis as well as recommendation engines. I have built a prototype job and candidate recommendation engine quite similar to the project you describe. I would be happy to demo More

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I have already delivered same type of project "resume-posting matching model". I have nearly 2 years experience in this domain. let us discuss your project requirements and cost as per your requirement.

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I have done my final year project Handwriting recognition using Machine Learning algorithms. I was able to do the project well handling large amount of training set. I used both Python and Matlab. Having strong exposur More

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I did some same project on my second year and have a lot of experience with NLP, ML and neural networks. I think your work is a already implemented in industry so exactness will be confirmed

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I will develop this

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Hi I have experience with text mining and natural language process in english using java and python. As I understand, what your project essentially needs is that a way to compare jd and cv by some kind scoring method More

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