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Website for Gorgonia #12

@chewxy

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@chewxy

Gorgonia needs a website, I've been told. There are many features people don't know about, and they should be documented. Here's a rough framework in mind

  • Basic Section
    • Fundamentals: Computation Graphs
    • Fundamentals: Tensors
    • Fundamentals: Backpropagation and How It Relates to Differentiation
    • Fundamentals: Stochastic Gradient Descent (VanillaSGD and RMSProp)
    • Examples
      • Logistic Regression
      • Stacked Autoencoder
      • RNNs
      • LSTM
  • Advanced section
    • Different execution modes (LispMachine vs TapeMachine)
    • Optimizing the computation graph
    • Using MKL/CUDA
    • Exploring the various SGD solvers provided in Gorgonia: ADAM, AdaGrad, etc
    • Extending Gorgonia
      • New Ops
      • New Solvers
    • Debugging your neural network
  • Behind the Scenes
    • The design of Tensors
    • Design Decisions and Rationales

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