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Cover: 9781617299520 | Evolutionary Deep Learning | Micheal Lanham | Taschenbuch | Englisch
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Evolutionary Deep Learning
Taschenbuch von Micheal Lanham
Sprache: Englisch

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Beschreibung
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.
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.
Über den Autor
Micheal Lanham is a proven software and tech innovator with over 20 years of experience. He has developed a broad range of software applications in areas such as games, graphics, web, desktop, engineering, artificial intelligence, GIS, and machine learning applications for a variety of industries. At the turn of the millennium, Micheal began working with neural networks and evolutionary algorithms in game development.
Details
Erscheinungsjahr: 2023
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781617299520
ISBN-10: 1617299529
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Lanham, Micheal
Hersteller: Manning Publications
Maße: 187 x 234 x 24 mm
Von/Mit: Micheal Lanham
Erscheinungsdatum: 06.07.2023
Gewicht: 0,666 kg
Artikel-ID: 121574886
Über den Autor
Micheal Lanham is a proven software and tech innovator with over 20 years of experience. He has developed a broad range of software applications in areas such as games, graphics, web, desktop, engineering, artificial intelligence, GIS, and machine learning applications for a variety of industries. At the turn of the millennium, Micheal began working with neural networks and evolutionary algorithms in game development.
Details
Erscheinungsjahr: 2023
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
Inhalt: Kartoniert / Broschiert
ISBN-13: 9781617299520
ISBN-10: 1617299529
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Lanham, Micheal
Hersteller: Manning Publications
Maße: 187 x 234 x 24 mm
Von/Mit: Micheal Lanham
Erscheinungsdatum: 06.07.2023
Gewicht: 0,666 kg
Artikel-ID: 121574886
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