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How One Weight Learns: Derivatives, Gradients, and the First Update

Start with one input, one target, and one adjustable weight. Calculate a derivative by hand, apply a gradient-descent update, and verify every number in PyTorch.

20 Sep 2026 · 5 min read

#deep-learning
#gradients
#pytorch
#gradient-descent
#maths-for-llms