Programming Neural Networks with Python
ISBN 978-1-4932-2696-2 457 pages, 2025
E-book formats: EPUB, PDF, online
ISBN 978-1-4932-2697-9 457 pages, 2025, Print edition paperback
E-book formats: EPUB, PDF, online
ISBN 978-1-4932-2698-6
- Your practical introduction to programming neural networks
- Develop and train simple and multi-layer networks with Python
- Learn about algorithms, activation functions, transformers, and more
In this book, you'll learn about:
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The Basics
Learn about neural networks from the ground up! Understand how neural networks work and what their basic elements are, from algorithms and activation functions to transformers. Includes a primer on mathematics and Python for beginners!
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Putting Theory into Practice
Develop different types of neural networks: simple ones, multi-layer ones, and even deep neural networks. Walk through diverse practical examples, from image classification to large language models (LLMs).
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Letting the Machines Learn
Train your newly created (or modified!) neural network. Get expert tips on skillfully using training data, selecting the right tools, increasing the hit rates of your models, and avoiding pitfalls.
Highlights include:
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Network creation
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Network training
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Supervised and unsupervised learning
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Reinforcement learning
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Algorithms
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Multi-layer networks
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Deep neural networks
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Back propagation
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Transformers
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Python
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Mathematical concepts
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TensorFlow
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