ml_from_scratch

Implementation of ML algorithms from scratch

Algorithms

• ID3
• SVM
• Fuzzy Inference (Madani)
• Fuzzy Rule Generation (Wang-Mendel)

John Guttag MIT worked examples

• Brute force resolution
• Graph Theory (BFS, DFS)
• Greedy algorithms
• Stochastic Techniques
• MOnte Carlo Simulation
• Random Walk

Utilities

• Tree structure

Change log

• 08092020 : Added id3_v2 class to compute ID3.
• 28122020 : Added Greedy algorithm
• 08012021 : Added Graphs, Monte Carlo, Stochastic, Random walk