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HadXu / Ml From Scratch

机器学习算法 基于西瓜书以及《统计学习方法》,当然包括DL。

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ML-From-Scratch

机器学习算法 基于西瓜书以及《统计学习方法》,当然包括DL

监督学习算法

  1. linear regression
  2. logistic regression
  3. Linear Discriminant Analysis
  4. Decision Tree
  5. GBDT
  6. Xgboost
  7. KNN
  8. Naive bayes
  9. SVM
  10. EM(GMM)
  11. MLP
  12. HMM Forward算法 Viterbi算法
  13. RNN
  14. LSTM
  15. MCMC-HM算法

非监督学习算法

  1. K-means
  2. PCA

强化学习

  1. Q-learning
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