Giter VIP home page Giter VIP logo

job-match-engine's Introduction

Job Match Engine

This is a Python-based job matching system using NLP techniques and cosine similarity algorithms for skill and job alignment.

Overview

The job match engine consists of multiple components:

  • main.py: Entry point of the program.
  • job.py: Defines the Job class.
  • candidate.py: Defines the Candidate class.
  • nlp_utils.py: Contains NLP utilities for processing text data.
  • cosine_similarity.py: Implements cosine similarity calculation.
  • job_database.py: Manages the database of available jobs.
  • candidate_database.py: Manages the database of candidates.
  • job_match_engine.py: Implements the core logic of the job matching engine.
  • user_interface.py: Provides the user interface for interacting with the system.
  • requirements.txt: Contains the required dependencies for the project.

Usage

  1. First, ensure you have all dependencies installed by running:

    pip install -r requirements.txt
    
  2. Then, run the main script:

    python main.py
    
  3. Follow the instructions in the user interface to add jobs, candidates, match candidates to jobs, and view the results.

Dependencies

  • nltk: Natural Language Toolkit for NLP processing.
  • scikit-learn: Library for machine learning algorithms.
  • numpy: Library for numerical computing.

job-match-engine's People

Contributors

lixavi avatar muhammad-awab avatar

Stargazers

cyberoide avatar

Watchers

Kostas Georgiou avatar  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.