Read Grokking AI Algorithms, 2nd Edition
I wrote Grokking AI Algorithms, 2nd Edition. Artificial intelligence algorithms are the backbone of search and optimization, deep learning, reinforcement learning, and, of course, generative AI. Grokking AI Algorithms, Second Edition introduces the most important AI algorithms using relatable illustrations, interesting examples, and thought-provoking exercises. Written in simple language and with lots of visual references and hands-on code examples, it helps you build a natural intuition into how intelligent systems learn, plan, and adapt. This second edition has been thoroughly revised, with new chapters on large language models, image generation, and more.
Table of Contents
0. Preface
1. Intuition of artificial intelligence
2. Search fundamentals
3. Intelligent search
4. Evolutionary algorithms
5. Advanced evolutionary approaches
6. Swarm intelligence: Ants
7. Swarm intelligence: Particles
8. Machine learning
9. Artificial neural networks
10. Reinforcement learning
11. Large Language Models (LLMs)
12. Generative image models
This book takes an impossibly broad area of computer science and communicates what working developers need to understand in a clear and thorough way. - David Jacobs
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