Evolutionary Deep Learning: Genetic algorithms and neural networks 9781617299520

Discover one-of-a-kind AI strategies never before seen outside of academic papers! Learn how the principles of evolution

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English Pages 360 Year 2023

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Table of contents :
PART 1 - GETTING STARTED
1 Introducing evolutionary deep learning
2 Introducing evolutionary computation
3 Introducing genetic algorithms with DEAP
4 More evolutionary computation with DEAP
PART 2 - OPTIMIZING DEEP LEARNING
5 Automating hyperparameter optimization
6 Neuroevolution optimization
7 Evolutionary convolutional neural networks
PART 3 - ADVANCED APPLICATIONS
8 Evolving autoencoders
9 Generative deep learning and evolution
10 NEAT: NeuroEvolution of Augmenting Topologies
11 Evolutionary learning with NEAT
12 Evolutionary machine learning and beyond

Evolutionary Deep Learning: Genetic algorithms and neural networks
 9781617299520

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