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MLfromScrath

Machine Learning Algorithms implemented from scrath with numpy.

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Machine Learning Algorithms implemented from scrath with numpy.

Installation

  1. Clone the repository git clone https://github.com/raulorteg/MLfromScrath
  2. Create virtual environment:
  • Update pip python -m pip install pip --upgrade
  • Install virtualenv using pip python -m pip install virtualenv
  • Create Virtual environment virtualenv MLfromScrath
  • Activate Virtual environment (Mac OS/Linux: source MLfromScrath/bin/activate, Windows: MLfromScrath\Scripts\activate)
  • (Note: to deactivate environemt run deactivate)
  1. Install requirements on the Virtual environment python -m pip install -r requirements.txt

Usage

See the examples classifying_knearest.py, clustering_kmeans.py

Examples

K-means clustering visualization (10000 2-dimensional samples, 10 clusters) examples

Implemented

  • K-means clustering
  • K-nearest neighbors classifier

About

Machine Learning Algorithms implemented from scrath with numpy.

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