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Implementation of Machine Learning Algorithms

Implementation of Machine Learning

Introduction

These are the implementation of machine learning algorithms from scratch.

  • [x] Linear_regression
    • [x] Least square method
  • [x] Logistic regression
    • [x] Logistic regression
    • [x] Distributed logistic regression
  • [x] Bayes
    • [x] Navie bayes
  • [x] Decision tree
    • [x] C4.5 decision tree
    • [x] ID3 decision tree
    • [ ] Random forest
    • [ ] Gradient boosting tree
  • [x] Neural network
    • [x] Perception
    • [x] Neural network
  • [x] SVM
    • [x] SVM
  • [ ] FM
  • [ ] Random forest
  • [ ] KMeans
  • [ ] Condictional random field
    • [ ] Condictional random field
  • [ ] Others
    • [ ] Sigmoid
    • [ ] Standard deviation
    • [ ] Normal distribution
    • [ ] Auto gradient
    • [x] Random walk