Machine Learning Algorithms in Python

Author: Stephen Tse <***@cmu.edu>

A repository for hosting some of the popular machine learning algorithm implementations.

This is an academic project. Please use scikit-learn instead for general, production-ready implementations.

Language & Dependencies

Language: Python 2.7 / 3.6

Dependency Restriction: only numpy, scipy and Python's built-in libraries (unfortunately pandas is not supported in grading VMs)

Algorithm List

1. Decision Tree Learner with ID3 Algorithm
2. Text Analyzer with Multinomial Logistic Regression
3. Handwritten Letters Recognition with Neural Network
4. Part-Of-Speech Tagging with Hidden Markov Models
5. Maze Solver with Reinforcement Learning