Machine Learning Algorithms

Implementation of common Machine Learning algorithms and Neural Networks on a variety of datasets and use cases using Scikit-Learn, TensorFlow and PyTorch.

Table of contents

• Build Status
• Built With
• Features
• Code Example
• Prerequisites
• Installation
• Contributions
• Bug / Feature Request
• Authors
• License
• Acknowledgements

Build Status

Built With

• Python 3.6 - The programming language used.
• SciKit Learn - The machine learning library used.
• TensorFlow - The machine learning platform used.
• PyTorch - The machine learning framework used.
• Travis CI - CI-CD tool used.

Features

• Supervised Learning
• Unsupervised Learning
• Neural Networks
• Reinforcement Learning
• Recommender Systems
• Natural Language Processing
• Hyperparameter Tuning

Code Example

# Converting a tf.Keras model to a TensorFlow Lite model.
converter = lite.TFLiteConverter.from_keras_model(model)
tflite_model = converter.convert()

Prerequisites

What things you need to install the software and how to install them

• python 3

Linux:

sudo apt-get install python3.6

Windows:

Download from python.org

Mac OS:

brew install python3

• pip

Linux and Mac OS:

pip install -U pip

Windows:

python -m pip install -U pip

Installation

Clone this repository:

git clone https://github.com/SpencerOfwiti/machine-learning-algorithms

To set up virtual environment and install dependencies:

source setup.sh

To run python scripts:

# Convert model to TensorFlow lite
python3 Neural\ Networks/tflite_converter.py

Contributions

To contribute, follow these steps:

1. Fork this repository.
2. Create a branch: git checkout -b <branch_name>.
3. Make your changes and commit them: git commit -m '<commit_message>'
4. Push to the original branch: git push origin <project_name>/<location>
5. Create the pull request.

Alternatively see the GitHub documentation on creating a pull request.

Bug / Feature Request

If you find a bug (the website couldn't handle the query and / or gave undesired results), kindly open an issue here by including your search query and the expected result.

If you'd like to request a new function, feel free to do so by opening an issue here. Please include sample queries and their corresponding results.

Authors

• Spencer Ofwiti - Initial work

See also the list of contributors who participated in this project.

License

This project is licensed under the MIT license - see the LICENSE.md file for details

Acknowledgments

• Crash Course AI from inspiration behind some of the projects.