April 2025
Intermediate to advanced
482 pages
13h 33m
Portuguese (Portugal, Brazil)
book
Aprendizagem automática prática para visão computacional
by Valliappa Lakshmanan, Martin Görner, Ryan Gillard
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Índice
Símbolos
- Convolução 3D, Conv3D
- (ver também Conv3D)
- Anotação @tf.function, Invocando o modelo, Exportando o modelo
A
- perda absoluta, perda L1 suave (para regressão em caixa)
- abstração, melhorar para a previsão de modelos API, Melhorar a abstração
- aceleradores, Melhorar a eficiência
- (ver também GPUs; TPUs)
- desempenho de previsão de lotes e, Serviço gerido para previsão de lotes
- para ML de ponta, Restrições e optimizações
- em fornecedores de serviços Cloud, Implementação do modelo
- precisão, Métricas de erro, Classificação binária
- classificação, Classificação binária
- definido, Glossário
- conjuntos de dados desequilibrados e, Taxa de aprendizagem diferencial
- plotagem, Ajustar o modelo
- plotagem, Treinar a rede neural
- funções de ativação, Função de ativação
- definida, Glossário
- regressão de imagem, Traçar previsões
- introduzindo no Keras, Camadas ocultas
- LeakyReLU, Cria as redes
- Nenhum, Plotar previsões
- não linear, adicionando para a saída da camada oculta, Camadas ocultas
- não linear, sigmoide, ReLU e elu, Camadas ocultas
- parâmetro de ativação (camada convolucional), filtros convolucionais
- optimizador adagrad (gradientes adaptativos), Optimizador
- Adam optimizer, Optimizador
- taxa de aprendizagem predefinida, mudar, Taxa de aprendizagem
- Optimizador AdamW, Taxa de aprendizagem diferencial
- problemas de visão avançados(ver problemas de visão, avançados)
- Árvore da equidade da Aequitas, Deteção de preconceitos
- AlexNet, AlexNet-AlexNet
- AlexNet paper, Aprendizagem automática ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.