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automatic differentiation

Torch Tutorial (Alex Wiltschko, Twitter)

Lex Fridman

Alex Wiltschko delivers a tutorial on machine learning with Torch and its automatic differentiation system, AutoGrad, emphasizing that these tools share fundamental concepts across all deep learning libraries while offering unique flexibility. The talk begins by introducing Torch as an array program …

Theano Tutorial (Pascal Lamblin, MILA)

Lex Fridman

Pascal Lamblin from MILA introduces Theano, a mathematical symbolic expression compiler designed to define and manipulate expressions using NumPy syntax for building neural networks. Unlike traditional frameworks that rely on imperative programming or static graphs where operations are defined befor …