GitHub - binoydutt/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

binoydutt / Resume-Job-Description-Matching Public

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 Descri…

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Name		Name	Last commit message	Last commit date
Latest commit History 1 Commit
.gitattributes		.gitattributes
Doc_Similarity.py		Doc_Similarity.py
Resume Job Matching.pptx		Resume Job Matching.pptx
Resume-Job Decription Matching Report Group 12.docx		Resume-Job Decription Matching Report Group 12.docx
Summary.csv		Summary.csv
Summaryimproved.csv		Summaryimproved.csv
data.csv		data.csv
distance.png		distance.png
distance_MDS.png		distance_MDS.png
distance_MDS_improved.png		distance_MDS_improved.png
distance_PCA.png		distance_PCA.png
distance_PCA_improved.png		distance_PCA_improved.png
getjd.py		getjd.py
glassdoor.py		glassdoor.py
matrix.json		matrix.json
step2_getresume.py		step2_getresume.py
step3_model_buidling.py		step3_model_buidling.py
topic_list.json		topic_list.json
url.json		url.json