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Aprendizagem automática incorporada

Aprendizagem automática incorporada

Afef Mdhaffar

54,12 €
IVA incluido
Disponible
Editorial:
KS OmniScriptum Publishing
Año de edición:
2024
Materia
Informática: cuestiones generales
ISBN:
9786208158682
54,12 €
IVA incluido
Disponible

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Sobre IBD

Este livro representa um primeiro passo para a aprendizagem automática incorporada. Apresenta técnicas de otimização e compressão de modelos de aprendizagem profunda. Estas técnicas facilitam a implementação de um modelo de aprendizagem profunda leve e de elevado desempenho em dispositivos com recursos limitados, como smartphones e microcontroladores. Este documento também explora uma técnica de transferência de conhecimento atual, nomeadamente a destilação de conhecimento. Esta técnica permite melhorar o desempenho de um modelo leve de aprendizagem profunda, ao mesmo tempo que transfere para ele o conhecimento de um modelo complexo de aprendizagem profunda de elevado desempenho. Todas essas técnicas foram detalhadas neste livro e ilustradas por implementações práticas em Python, geralmente baseadas no uso das bibliotecas pytorch e tensorflow.

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