Evolutionary Deep Learning

Genetic Algorithms and Neural Networks

von Micheal Lanham

360 Seiten, Taschenbuch

Kurzbeschreibung des Verlags

In Evolutionary Deep Learning you'll master a toolbox of EC techniques that can be applied to any stage of the deep learning pipeline--from data collection, to hyperparameter tuning, and even optimizing network architecture. Hands-on examples demonstrate genetic algorithms and other EC approaches in action, and apply evolutionary deep learning to network topology, criterion loss and rewards, generative modeling, and reinforcement learning. Google Colab notebooks make it easy to experiment and play around with each exciting example. By the time you've finished reading, you'll be ready to build deep learning models as self-sufficient systems you can efficiently adapt to changing requirements.

• Themen: Informatik und Informationstechnologie Computerprogrammierung und Softwareentwicklung Software Engineering
• ISBN: 9781617299520
• Sprache: Englisch
• Erscheinungsdatum: 18.07.2023
• Größe: 231 x 185 mm
• Verlag: Manning Publications