Grokking Artificial Intelligence Algorithms
暫譯: 深入理解人工智慧演算法
Hurbans, Rishal
- 出版商: Manning
- 出版日期: 2020-09-01
- 定價: $2,200
- 售價: 9.5 折 $2,090
- 貴賓價: 9.0 折 $1,980
- 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
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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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相關主題
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)
《Grokking Artificial Intelligence Algorithms》是一本全面插圖且互動式的教程指南，介紹支撐人工智慧（AI）的不同方法和演算法。這本書使用簡單的語言，並提供大量的視覺參考和實作範例，讓你學習有效將AI演算法整合到應用程式中所需的概念、術語和理論。
摘要
《Grokking Artificial Intelligence Algorithms》是一本全面插圖且互動式的教程指南，介紹支撐人工智慧（AI）的不同方法和演算法。這本書使用簡單的語言，並提供大量的視覺參考和實作範例，讓你學習有效將AI演算法整合到應用程式中所需的概念、術語和理論。為了確保你在學習過程中真正理解，你將透過創意編碼練習實際使用每個演算法，包括建立迷宮解謎遊戲、進行鑽石數據分析，甚至探索無人機材料優化。
購買印刷版書籍可獲得Manning Publications提供的免費電子書，格式包括PDF、Kindle和ePub。
關於技術
人工智慧觸及我們生活的每個部分。它驅動我們的購物和電視推薦，並為我們的醫療診斷提供資訊。擁抱這個新世界意味著掌握AI核心演算法。
關於本書
《Grokking Artificial Intelligence Algorithms》使用插圖、練習和無術語的解釋來教授基本的AI概念。你所需的僅是你從高中數學課程中記得的代數知識。探索編碼挑戰，例如檢測銀行詐騙、創造藝術傑作，以及啟動自駕車。
內容概覽
不同AI演算法的使用案例
智能搜尋以進行決策
生物啟發的演算法
機器學習和神經網絡
強化學習以建造更好的機器人
讀者對象
適合具備高中水平代數和微積分技能的軟體開發人員。
作者介紹
Rishal Hurbans是一位技術專家、創業公司和AI團體創始人，以及國際演講者。
目錄
1 人工智慧的直覺
2 搜尋基礎
3 智能搜尋
4 演化演算法
5 進階演化方法
6 群體智慧：螞蟻
7 群體智慧：粒子
8 機器學習
9 人工神經網絡
10 使用Q-learning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，也是人工智慧南非小組的創始人，以及在人工智慧領域的英特爾創新者。
