Grokking AI Algorithms 2nd Edition is a visually-driven guide to AI core algorithms. It uses relatable illustrations and hands-on examples to explain deep learning, reinforcement learning, and generative AI models (LLMs), requiring only basic programming and high school math skills to master complex concepts.
[Xem chi tiết]□ I. THÔNG TIN SẢN PHẨM
□ Mã sản phẩm : STT1720
□ Nhà xuất bản : Manning Publications
□ Tác giả : Rishal Hurbans
□ Ngôn ngữ : Tiếng Anh
□ ISBN : 9781633434813
□ Số trang : 592 trang
□ Hình thức : Bìa Mềm, RUỘT IN ĐEN TRẮNG, BÌA IN MẪU LASER GIẤY C300 CÓ CÁN
□ Loại : Sách gia công đóng gáy keo chắc chắn chất lượng cao
□ Giấy in : Giấy ngoại định lượng 70msg, viết vẽ và highlight thoải mái.
□ Chất lượng : Bản in rõ nét, giá rất tốt cho mọi người.
□ II. MÔ TẢ SẢN PHẨM
□ 1.Mô tả sản phẩm đầy đủ
Artificial intelligence is no longer a niche field for academics; it is the engine powering modern technology from recommendation systems to generative art. However, understanding the algorithms that drive these breakthroughs can be a daunting task. 'Grokking AI Algorithms, Second Edition' by Rishal Hurbans changes that by providing a clear, visual, and jargon-free path to mastering the core concepts of AI. This second edition has been thoroughly updated to include the most significant recent developments in the field, specifically focusing on the rise of generative AI. Readers will explore new chapters dedicated to Large Language Models (LLMs) and image generation models, gaining a fundamental understanding of how these transformative technologies actually work. The book moves beyond abstract theory, using relatable analogies and beautifully simple illustrations to build a natural intuition for how intelligent systems learn, plan, and adapt. The curriculum is designed for software developers and students who possess basic programming skills and high school-level math. It avoids heavy mathematical proofs in favor of practical application. You will learn to pick the right algorithm for a variety of AI problems, from classic search and optimization to cutting-edge deep learning. Key topics include swarm intelligence, where you’ll see how ants and particles can inspire efficient problem-solving; evolutionary algorithms that mimic natural selection; and the neural networks that form the basis of modern computer vision and natural language processing. The book also provides deep dives into reinforcement learning, showing how agents can be trained to make optimal decisions through trial and error. To reinforce learning, the book features engaging, end-to-end projects. You’ll implement code to solve mazes using intelligent search, optimize drone flight paths, and even build a reinforcement learning agent that can park a car in a crowded lot. Each chapter includes clear pseudocode and updated Python examples that make the transition from concept to implementation seamless. Whether you are looking to advance your career or simply want to understand the technology shaping our world, this book provides essential building blocks in a fun and approachable way.
□ 2. Tác giả
Rishal Hurbans is a technology professional with over a decade of experience in software product design and development for organizations in finance, health, agriculture, and telecommunications. Based in South Africa, he is the co-founder of Viszen, a product incubator with a global footprint, and the founder of the Artificial Intelligence South Africa (AI ZA) group. Rishal is a frequent speaker at international conferences, where he simplifies complex concepts for broad audiences. His passions lie at the intersection of teaching, product design, and artificial intelligence.
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