Long Short-Term Memory with PyTorch + Lightning

Long Short-Term Memory with PyTorch + Lightning

StatQuest with Josh Starmer via YouTube Direct link

Awesome song and introduction

1 of 12

1 of 12

Awesome song and introduction

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Classroom Contents

Long Short-Term Memory with PyTorch + Lightning

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  1. 1 Awesome song and introduction
  2. 2 Importing the modules
  3. 3 An outline of an LSTM class
  4. 4 init: Creating and initializing the tensors
  5. 5 lstm_unit: Doing the LSTM math
  6. 6 forward: Make a forward pass through an unrolled LSTM
  7. 7 configure_optimizers: Configure the...optimizers.
  8. 8 training_step: Calculate the loss and log progress
  9. 9 Using and training our homemade LSTM
  10. 10 Evaluating training with TensorBoard
  11. 11 Adding more epochs to training
  12. 12 Using and training PyTorch's nn.lstm

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