Resume-Job-Description-Matching
The purpose of this project was to defeat the current Application Tracking System used by most of the organization to filter out resumes. In order to achieve this goal I had to come up with a universal score which can help the applicant understand the current status of the match. The following steps were undertaken for this project 1) Job Descriptions were collected from Glass Door Web Site using Selenium as other scrappers failed 2) PDF resume parsing using PDF Miner 3) Creating a vector representation of each Job Description - Used word2Vec to create the vector in 300-dimensional vector space with each document represented as a list of word vectors 4) Given each word its required weights to counter few Job Description specific words to be dealt with - Used TFIDF score to get the word weights. 5) Important skill related words were given higher weights and overall mean of each Job description was obtained using the product for word vector and its TFIDF scores 6) Cosine Similarity was used get the similarities of the Job Description and the Resume 7) Various Natural Language Processing Techniques were identified to suggest on the improvements in the resume that could help increase the match score
How to download and setup Resume-Job-Description-Matching
Open terminal and run command
git clone https://github.com/binoydutt/Resume-Job-Description-Matching.git
git clone is used to create a copy or clone of Resume-Job-Description-Matching repositories.
You pass git clone a repository URL. it supports a few different network protocols and corresponding URL formats.
Also you may download zip file with Resume-Job-Description-Matching https://github.com/binoydutt/Resume-Job-Description-Matching/archive/master.zip
Or simply clone Resume-Job-Description-Matching with SSH
[email protected]:binoydutt/Resume-Job-Description-Matching.git
If you have some problems with Resume-Job-Description-Matching
You may open issue on Resume-Job-Description-Matching support forum (system) here: https://github.com/binoydutt/Resume-Job-Description-Matching/issuesSimilar to Resume-Job-Description-Matching repositories
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