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Machine Learning Algorithms From Scratch

About this project

This project demonstrates how Machine Learning Algorithms can be implemented in C. These extensions have been built as C Extensions to Python, hence they have speed comparable to Python Packages like Scikit Learn.

Directory Structure

  • ML_Algo ( contains all the modules and code for the ML algorithms )
    • Preprocessing ( constains extensions modules for data preprocessing )
  • tests ( contains scripts for testing the designed algorithms )
    • Preprocessing ( contains unittests for preprocessing algorithms )
  • setup.py ( setup file for installing the package )
  • README.md

Installation Instructions

  1. Install NumPy as it is a dependency
  2. Clone this repo and cd to it
  3. Run python setup.py build to build the module
  4. Run python setup.py install to install it

Algorithms Implemented

  • Preprocessing
    • MinMaxScaler
    • StandardScaler