Giter Site home page Giter Site logo

alexfok007 / resumerise Goto Github PK

View Code? Open in Web Editor NEW

This project forked from manishshettym/resumerise

0.0 1.0 0.0 13.01 MB

An NLP tool which classifies and summarizes resumes

License: GNU General Public License v3.0

Jupyter Notebook 99.88% Python 0.12%

resumerise's Introduction

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

resumerise's People

Contributors

manishshettym avatar meghana-holla avatar megha-09 avatar

Watchers

Alexander avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.