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machine_learning_readings's Introduction

Very Good Readings about Machine Learing

Online Readings

  • attention-mechanism

    • How Attention Mechanism works in Image Caption
  • theano-tutorial

    • Learn Basic usage of theano
    • Have sorce code of one sample theano implemented RNN classifier model, good thing to learn
  • neural networks and deep learning

    • VERY VERY GOOD READINGS.
    • Machine Learning Background Knowledges
    • Simple code to implement MNIST handwritten digits recognization
    • How Backpropagation algorithm works
    • How to optimize Hyper parameters in neural network
  • deeplearningbook

    • Linear Algebra in ML
    • Probability in ML
    • Information Theory in ML
    • CNN, RNN
    • ...
    • I have not yet finished reading this book
  • Understanding LSTM

    • How LSTM works

Papers

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