monty python

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The spelled-out intro to neural networks and backpropagation: building micrograd

The spelled-out intro to neural networks and backpropagation: building micrograd

4.4M views • 4 years ago

Andrej Karpathy

Andrej Karpathy's first Neural Networks: Zero to Hero lecture, which builds micrograd, a tiny autograd engine, from scratch in Python. It explains backpropagation and neural network training step by step, assuming only basic Python and some high-school calculus.

Lecture 1 | Programming Paradigms (Stanford)

Lecture 1 | Programming Paradigms (Stanford)

1.2M views • 18 years ago

The first lecture of Stanford's CS107 Programming Paradigms, taught by Jerry Cain, giving an overview of the course. The course goes from C and assembly through C++, concurrency, Scheme and Python.