Flashcards
2,671 cards in 36 decks, written from the same source as the concepts. Space to flip, arrows to move, K and R to sort what you know from what you do not. Progress lives in your browser.
01
Foundations
The mathematics and neural-network mechanics everything else assumes.
4decks
170cards
Mathematical Foundations
Linear algebra, probability, calculus and optimisation — the machinery every model is built on.
Tensors & Neural Plumbing
Shapes, matmuls, forward and backward passes, parameter counts, memory footprints.
Deep Learning Building Blocks
Convolutions, recurrence, normalisation, activations, optimisers and regularisation.
Information Theory for Language
Entropy, cross-entropy, KL, perplexity, calibration, and language modelling as compression.