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Matrices

Matrices represent linear maps and batches of vectors throughout neural-network computation. Matrix multiplication composes learned projections, but nonlinearities are required for deep networks to express nonlinear functions.

Y=XW+b

Overview. Matrices represent linear maps and batches of vectors throughout neural-network computation.

Context. Matrix multiplication composes learned projections, but nonlinearities are required for deep networks to express nonlinear functions.

Claims and evidence

Claim ledger, 2