Grokking Artificial Intelligence Algorithms by Rishal Hurbans
- Grokking Artificial Intelligence Algorithms
- Rishal Hurbans
- Page: 392
- Format: pdf, ePub, mobi, fb2
- ISBN: 9781617296185
- Publisher: Manning Publications Company
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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
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The term 'grokking' means gaining a deeper understanding about something through intuition. Artificial intelligence applications use algorithms
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3 Intelligent search - Grokking Artificial Intelligence Algorithms
Another example is writing algorithms to solve a GPS routing problem. The heuristic may be “Good paths minimize time in traffic and minimize distance traveled” or
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Machine learning is a collection of mathematically-based techniques and algorithms that enable computers to identify patterns and generate predictions from
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Grokking Algorithms. by Aditya Y. Bhargava. ISBN 9781617292231. 256 pages eBook: $35.99/Print book + eBook: $44.99. May 2016. Grokking Deep Learning.
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cycle Adjusting a genetic algorithm to solve varying problems The advanced parameters … - Selection from Grokking Artificial Intelligence Algorithms [Book]
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The parameters for configuring a genetic algorithm lifecycle based on different scenarios, problems, and data sets. Get Grokking Artificial Intelligence Algorithms.
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Definition of AI as we know it; Intuition of concepts that are applicable to AI; Problem types in computer science Get Grokking Artificial Intelligence Algorithms.
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Note: The chapter on Evolutionary Algorithms is a prerequisite to this chapter. Get Grokking Artificial Intelligence Algorithms. add to cart. 5.1 Evolutionary Algorithm
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Successful AI is based on a set of core algorithms that form a base of knowledge shared by all data scientists. Grokking Artificial Intelligence Algorithms is a fully-
7 Swarm intelligence: Particles - Grokking Artificial Intelligence
Understanding the inspiration for particle swarm intelligence algorithms; Understanding Designing and implementing a particle swarm optimization algorithm
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