Stochastic Gradient Descent and Backpropagation

Stochastic Gradient Descent and Backpropagation

Alfredo Canziani via YouTube Direct link

– Week 2 – Lecture

1 of 7

1 of 7

– Week 2 – Lecture

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Stochastic Gradient Descent and Backpropagation

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  1. 1 – Week 2 – Lecture
  2. 2 – Gradient Descent Optimization Algorithm
  3. 3 – Advantages of SGD, Backpropagation for Traditional Neural Net
  4. 4 – PyTorch implementation of Neural Network and a Generalized Backprop Algorithm
  5. 5 – Basic Modules - LogSoftMax
  6. 6 – Practical Tricks for Backpropagation
  7. 7 – Computing gradients for NN modules and Practical tricks for Back Propagation

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