- machine-learning
- code
- math
- tutorials
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Training a Simple Neural Network Manually
Training a neural network with gradients evaluated manually. Gradients are verified against PyTorch's autograd.
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Vectorized Forward and Backward Pass in a Simple Neural Network
Vectorized forward and backward passes
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Forward and Backward Pass in a Simple Neural Network
Forward and backward passes for a simple network, including batches, derived from scratch.
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Posting my solutions to Mathematics for Machine Learning book
Posting my solutions to Mathematics for Machine Learning book
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Probability Theory
Introduction to probability theory.