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Neural Networks Pt. 1: Inside the Black Box
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Neural Networks
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- 1 Neural Networks Pt. 1: Inside the Black Box
- 2 The Chain Rule
- 3 Gradient Descent, Step-by-Step
- 4 Neural Networks Pt. 2: Backpropagation Main Ideas
- 5 Backpropagation Details Pt. 1: Optimizing 3 parameters simultaneously.
- 6 Backpropagation Details Pt. 2: Going bonkers with The Chain Rule
- 7 Neural Networks Pt. 3: ReLU In Action!!!
- 8 Neural Networks Pt. 4: Multiple Inputs and Outputs
- 9 Neural Networks Part 5: ArgMax and SoftMax
- 10 The SoftMax Derivative, Step-by-Step!!!
- 11 Neural Networks Part 6: Cross Entropy
- 12 Neural Networks Part 7: Cross Entropy Derivatives and Backpropagation
- 13 Neural Networks Part 8: Image Classification with Convolutional Neural Networks