Manning Publications
Evolutionary Deep Learning (häftad, eng)
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Produktbeskrivning
Discover one-of-a-kind AI strategies never before seen outside of academic papers! Learn how the principles of evolutionary computation overcome deep learning''s common pitfalls and deliver adaptable model upgrades without constant manual adjustment.
In Evolutionary Deep Learning you will learn how to:
Evolutionary Deep Learning is a guide to improving your deep learning models with AutoML enhancements based on the principles of biological evolution.
This exciting new approach utilizes lesser-known AI approaches to boost performance without hours of data annotation or model hyperparameter tuning.
In Evolutionary Deep Learning you will learn how to:
- Solve complex design and analysis problems with evolutionary computation
- Tune deep learning hyperparameters with evolutionary computation (EC), genetic algorithms, and particle swarm optimization
- Use unsupervised learning with a deep learning autoencoder to regenerate sample data
- Understand the basics of reinforcement learning and the Q Learning equation
- Apply Q Learning to deep learning to produce deep reinforcement learning
- Optimize the loss function and network architecture of unsupervised autoencoders
- Make an evolutionary agent that can play an OpenAI Gym game
Evolutionary Deep Learning is a guide to improving your deep learning models with AutoML enhancements based on the principles of biological evolution.
This exciting new approach utilizes lesser-known AI approaches to boost performance without hours of data annotation or model hyperparameter tuning.
about the technology Evolutionary deep learning merges the biology-simulating practices of evolutionary computation (EC) with the neural networks of deep learning.
This unique approach can automate entire DL systems and help uncover new strategies and architectures. It gives new and aspiring AI engineers a set of optimization tools that can reliably improve output without demanding an endless churn of new data.
This unique approach can automate entire DL systems and help uncover new strategies and architectures. It gives new and aspiring AI engineers a set of optimization tools that can reliably improve output without demanding an endless churn of new data.
about the reader For data scientists who know Python.
Format Häftad Omfång 350 sidor Språk Engelska Förlag Manning Publications Utgivningsdatum 2023-07-06 ISBN 9781617299520
Artikel.nr.
213e00cb-3a2d-5006-8e18-4665162c3ae9
Manning Publications
Evolutionary Deep Learning (häftad, eng)
719 kr
719 kr
Få kvar
Fre, 3 jan - tis, 7 jan
Säker betalning
Öppet köp till och med 7/1-25
Säljs och levereras av
Buyersclub.se
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