Build a CV and JD parsing + matching algorithms

₹12500-37500 INR

Closed

Posted

over 6 years ago

₹12500-37500 INR

Paid on delivery

Hi, I require someone to build 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 : 1. n number of CVs 2. m number of JDs (Job Descriptions) The output will be in the form of - 1. Parsed Job Description JSON 2. Parsed CV JSON 3. Absolute Matching scores for each CV against each Job Order and vice versa. 4. Abolute matching scores for each job order against each CV 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

Algorithm

Machine Learning (ML)

Natural Language

Python

Software Architecture

Project ID: 16190479

About the project

5 proposals

Remote project

Active 6 yrs ago

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5 freelancers are bidding on average ₹30,111 INR for this job

@ach5a60adf39e644

Hi, I'm working in machine learning field for last 1 year and I'd like to take on this project. I'll be using keyword matching scheme, that is I'll take extract keywords from the CV and JD that properly describes them, will maintain a dictionary to match similar words (like web development is similar to web design, webd). Then I'll be matching the keywords between both of them. I'll using pandas, numpy, sklearn for this project. It'll take around 10 days to make this project, if everything goes planned. I'll require the datasets of CV and JD from you.

₹25,000 INR in 10 days