alexfok007/resumerise

An NLP tool which classifies and summarizes resumes

ResumeRise

A Resume parser and summarizer tool to classify resumes and rank the resumes according to the requirements of the user.

Git commands:

1. git init
2. git remote add origin https://github.com/ManishShettyM/ResumeRise.git
3. DO NOT forget to pull : git pull origin master
4. STEPS TO PUSH :
   • git add --all
   • git commit -m ""
   • git push origin master

Pre-Processing

Cleaning the dataset and creating converters for any format of a resume to be parsed

1.Dataset : The dataset consists of 1000 labelled resumes (labelled according to the primary category/class that a particular resume belongs to) in a csv format.
We will be using this csv formatted resume dataset to train our model for classification. Our model should then be able to work on any unseen resume.

Files for reference:

• Utils/Analysis.ipynb : Data cleaning + Pre-processing + Visualizations + Insights
• Utils/Summarize.ipynb : Resume Summarization algorithm
• Utils/pdftotext.ipynb : odf to text conversion using pdfminer
• Utils/Modelling.ipynb :main file + representational changes + training + comparison of models + testing
• Utils/naive_bayes.ipynb : multinomial naive bayes implementation
• Utils/svm.ipynb : svm implementation

Clean dataset:

• Utils/clean_data1.csv