Serge Aurubin

SERGE AURUBIN

DATA SCIENTIST

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Neural Networks with PyTorch (Python Tutorial)

Socratica

July 8, 2026   27

Neural networks are often described as "inspired by the brain." But what does that actually mean, in code? In this video we build a working neural network from the ground up using PyTorch, Python's most popular deep learning library.

We begin with a quick refresher on tensors, then walk through the ideas that let a network learn: automatic differentiation with Autograd, the architecture of layers and neurons, activation functions like ReLU, loss functions and optimizers, and finally a complete training loop where you can watch the error shrink, epoch by epoch.

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