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"Alice's Adventures in a Differentiable Wonderland -- Volume I, A Tour of the Land" by Simone Scardapane

Un bel lavoro introduttivo al mondo delle reti neurali nei suoi diversi modelli, anche se non tutti. Il volume è stato ricavato dalla elaborazione di una serie di dispense per un corso chiamato "Neural Networks for Data Science Applications" tenuto presso l'Università di Roma La Sapienza.

ENG
A self-contained introduction to the design of modern (deep) neural networks. The focus of this 250-pages volume is on building efficient blocks for processing nD data, including convolutions, transformers, graph layers, and modern recurrent models (including linearized transformers and structured state-space models). The volume is a refined draft from a set of lecture notes for a course called Neural Networks for Data Science Applications at the Sapienza University of Rome.

arxiv.org/pdf/2404.17625

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