Grokking Artificial Intelligence Algorithms
Hurbans, Rishal
- 出版商: Manning
- 出版日期: 2020-09-01
- 售價: $2,200
- 貴賓價: 9.5 折 $2,090
- 語言: 英文
- 頁數: 392
- 裝訂: Quality Paper - also called trade paper
- ISBN: 161729618X
- ISBN-13: 9781617296185
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相關分類:
人工智慧、Algorithms-data-structures
-
相關翻譯:
人工智能算法圖解 (簡中版)
凡人也能懂的白話人工智慧演算法 (Grokking Artificial Intelligence Algorithms) (繁中版)
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商品描述
Grokking Artificial Intelligence Algorithms is a fully-illustrated and interactive tutorial guide to the different approaches and algorithms that underpin AI. Written in simple language and with lots of visual references and hands-on examples, you'll learn the concepts, terminology, and theory you need to effectively incorporate AI algorithms into your applications. Summary
Grokking Artificial Intelligence Algorithms is a fully-illustrated and interactive tutorial guide to the different approaches and algorithms that underpin AI. Written in simple language and with lots of visual references and hands-on examples, you'll learn the concepts, terminology, and theory you need to effectively incorporate AI algorithms into your applications. And to make sure you truly grok as you go, you'll use each algorithm in practice with creative coding exercises--including building a maze puzzle game, performing diamond data analysis, and even exploring drone material optimization. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology
Artificial intelligence touches every part of our lives. It powers our shopping and TV recommendations; it informs our medical diagnoses. Embracing this new world means mastering the core algorithms at the heart of AI. About the book
Grokking Artificial Intelligence Algorithms uses illustrations, exercises, and jargon-free explanations to teach fundamental AI concepts. All you need is the algebra you remember from high school math class. Explore coding challenges like detecting bank fraud, creating artistic masterpieces, and setting a self-driving car in motion. What's inside Use cases for different AI algorithms
Intelligent search for decision making
Biologically inspired algorithms
Machine learning and neural networks
Reinforcement learning to build a better robot About the reader
For software developers with high school-level algebra and calculus skills. About the author
Rishal Hurbans is a technologist, startup and AI group founder, and international speaker. Table of Contents 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 with Q-learning
Grokking Artificial Intelligence Algorithms is a fully-illustrated and interactive tutorial guide to the different approaches and algorithms that underpin AI. Written in simple language and with lots of visual references and hands-on examples, you'll learn the concepts, terminology, and theory you need to effectively incorporate AI algorithms into your applications. And to make sure you truly grok as you go, you'll use each algorithm in practice with creative coding exercises--including building a maze puzzle game, performing diamond data analysis, and even exploring drone material optimization. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology
Artificial intelligence touches every part of our lives. It powers our shopping and TV recommendations; it informs our medical diagnoses. Embracing this new world means mastering the core algorithms at the heart of AI. About the book
Grokking Artificial Intelligence Algorithms uses illustrations, exercises, and jargon-free explanations to teach fundamental AI concepts. All you need is the algebra you remember from high school math class. Explore coding challenges like detecting bank fraud, creating artistic masterpieces, and setting a self-driving car in motion. What's inside Use cases for different AI algorithms
Intelligent search for decision making
Biologically inspired algorithms
Machine learning and neural networks
Reinforcement learning to build a better robot About the reader
For software developers with high school-level algebra and calculus skills. About the author
Rishal Hurbans is a technologist, startup and AI group founder, and international speaker. Table of Contents 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 with Q-learning
商品描述(中文翻譯)
《深入理解人工智慧演算法》是一本完全插圖且互動式的教學指南，介紹了支撐人工智慧的不同方法和演算法。本書用簡單的語言、大量的視覺參考和實際範例，讓您學習到將人工智慧演算法有效地應用於應用程式中所需的概念、術語和理論。為了確保您真正理解所學，您將通過創意編碼練習使用每個演算法，包括建立迷宮拼圖遊戲、進行鑽石數據分析，甚至探索無人機材料優化等。
購買印刷版書籍還包括一本免費的電子書（PDF、Kindle和ePub格式），由Manning Publications提供。
關於技術：
人工智慧觸及我們生活的方方面面。它為我們的購物和電視推薦提供動力，它為我們的醫學診斷提供信息。擁抱這個新世界意味著掌握人工智慧核心演算法。
關於本書：
《深入理解人工智慧演算法》使用插圖、練習和不涉及專業術語的解釋來教授基本的人工智慧概念。您只需要記得高中數學課程中的代數知識。探索編碼挑戰，如檢測銀行詐騙、創作藝術傑作和啟動自駕車。
內容簡介：
- 不同人工智慧演算法的應用案例
- 智能搜索用於決策
- 生物啟發演算法
- 機器學習和神經網絡
- 強化學習以打造更好的機器人
讀者對象：
具備高中水平代數和微積分技能的軟體開發人員。
關於作者：
Rishal Hurbans是一位技術專家、初創公司和人工智慧團體的創始人，也是國際演講者。
目錄：
1. 人工智慧的直覺
2. 搜索基礎
3. 智能搜索
4. 進化演算法
5. 進階進化方法
6. 群體智能：螞蟻
7. 群體智能：粒子
8. 機器學習
9. 人工神經網絡
10. Q學習的強化學習
作者簡介
Rishal Hurbans is a solutions architect for one of the largest technology companies in South Africa, the founder of the Artificial Intelligence South Africa group, and an Intel Innovator in the AI space.
作者簡介(中文翻譯)
Rishal Hurbans 是南非最大科技公司之一的解決方案架構師，也是南非人工智慧團體的創始人，並且是 Intel 在人工智慧領域的創新者。
