shezadt/machine-learning

Machine learning algorithms from scratch

Machine learning

Author : Shezad T.
Starting date : 02/2017

Description

I implement some machine learning models and algorithms from scratch in python in order to better understand the underlying concepts.

Inspired by the work of Erik Linder-Norén : https://github.com/eriklindernoren/ML-From-Scratch

Implementations

Supervised Learning

Classification

• Gaussian Naive Bayes
• Linear Discriminant Analysis
• Logistic Regression
• Nearest Neighbors
• Quadratic Discriminant Analysis

Regression

• Decision Tree
• Linear Regression
• Nearest Neighbors
• Random Forest
• Ridge Regression

Unsupervised Learning

Clustering

• K-Means

Dimension reduction

• Principal Component Analysis