Recurrent Neural Networks - Deep Learning
Recurrent Neural Networks
11-785 / 2020 Spring / Recitation 7 Vedant Sanil, David Park
"Drop your RNN and LSTM, they are no good!"
The fall of RNN / LSTM, Eugenio Culurciello
Wise words to live by indeed
Content
? 1 Language Model ? 2 RNNs in PyTorch ? 3 Training RNNs ? 4 Generation with an RNN ? 5 Variable length inputs
A recurrent neural network and the unfolding in time of the computation involved in its forward computation.
RNNs Are Hard to Train
What isn't? I had to spend a week training an MLP :(
Different Tasks
Each rectangle is a vector and arrows represent functions (e.g. matrix multiply). Input vectors are in red, output vectors are in blue and green vectors hold the RNN's state (more on this later)
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