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#machine-learning

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·17 min read

Automatic Differentiation

A deep-dive into automatic differentiation: symbolic vs. numerical vs. AD, AST transformation, dual numbers, tapes, hybrid methods, and a generic C++ implementation that computes gradients and solves optimisation problems.