ML-Scratch

Implementation of various Machine Learning Algorithms in Python

Classifiers

Linear Classifier

• Hinge Loss Classifier
• Logistic Regression (Log Loss)
• Perceptron Classifier

Kernelized Classifier

• Kernelized Logistic Regression (RBF)

Regression

Linear

• Squared Loss Regression
• Huber Loss Regression
• Absolute Loss Regression

Non Linear

• Non Linear Kernel Regression (Polynomial)
• Gaussian Regression (RBF Kernel)

Kernels

• Radial Bias Function Kernel (RBF)
• Polynomial kernel

Markov Model

• Markov Sequence Generator
• Markov Stationary State

Trees

• KD Tress Nearest Neighbour Classifier