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Here is my learning progress for DL (Deep Learning) and RL (Reinforcement Learning). Hope you find it helpful.

Math

  1. PCA based on breast cancer dataset: [codes] [Youtube Chinese] [Bilibili Chinese]
  2. Birthday Paradox: [codes] [Youtube Chinese] [Bilibili Chinese]

DP

  1. LNN (Linear Neural Network) based on California housing dataset: [codes] [Youtube Chinese] [Bilibili Chinese]
  2. MLP (Multiple Layer Perceptron) based on minist dataset: [codes] [Youtube Chinese] [Bilibili Chinese]
  3. CNN (Convolutional Neural Network) based on cat-and-dog dataset: [codes] [Youtube Chinese] [Bilibili Chinese]
  4. Basic RNN (Recurrent Neural Network) based on hourly energy consumption dataset: [codes] [Youtube Chinese] [Bilibili Chinese]

RL (TODO)

References

  1. 动手学深度学习
  2. wangshusen DL GitHub Repo
  3. wangshusen DRL GitHub Repo
  4. dennybritz RL GitHub Repo
  5. applenob RL GitHub Repo
  6. ML Interactive_Tools GitHub Repo
  7. Book-Mathematical-Foundation-of-Reinforcement-Learning GitHub Repo

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