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ML-Scratch

jupyter

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