Serge Aurubin

SERGE AURUBIN

DATA SCIENTIST

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Neural Networks with PyTorch (Python Tutorial)

Socratica

July 8, 2026   1

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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