Artificial intelligence can be difficult to get your head around, and we are not saying that it will be a doodle. However these books make introductions to this fascinating field much more digestible.
An aspiring student of computer science will definitely appreciate any one of these books, or you can get one for yourself to keep up to date with the latest advances in the technology that is our future.
#1 Artificial Intelligence By Stuart Russell & Peter Norvig
The concepts covered include subjects such as search algorithms, game theory, multi-agent systems, statistical natural language processing, local search planning methods, etc. The book also touches upon advanced AI topics without going in-depth. Overall, it’s a must-have book for any individual who would like to learn about AI.
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#2 Machine Learning for Dummies By John Paul Mueller
From small tasks and patterns, the readers can extrapolate the usefulness of machine learning through internet ads, web searches, fraud detection, and so on. Authored by two data science experts, this book makes it easy for any layman to understand and implement machine learning seamlessly.
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#3 Make Your Own Neural Network By Tariq Rashid
The book is divided into three parts. The first part deals with the various mathematical ideas underlying the neural networks. Part 2 is practical where readers are taught Python and are encouraged to create their neural networks. The third part gives a peek into the mysterious mind of a neural network. It also guides the reader to get the codes working on a Raspberry Pi.
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#4 Machine Learning: The New AI By Ethem Alpaydin
The book gives examples of how machine learning is being used in our day-to-day lives and how it has infiltrated our daily existence. It also discusses the future of machine learning and the ethical and legal implications for data privacy and security. Any reader with a non-Computer Science background will find this book interesting and easy to understand.
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#5 Fundamentals of Machine Learning for Predictive Data Analytics by John D. Kelleher
Four main approaches are explained in very simple terms without using much technical jargon. Each approach is described by using algorithms and mathematical models illustrated by detailed worked examples. The book is suitable for those who have a basic background in computer science, engineering, mathematics or statistics.
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#6 The Hundred-Page Machine Learning Book By Andriy Burkov
The book covers all major approaches to machine learning. They range from classical linear and logistic regression to modern support vector machines, boosting, deep learning, and random forests. This book is perfect for those beginners who want to get familiar with the mathematics behind machine learning algorithms.
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#7 Artificial Intelligence for Humans By Jeff Heaton
Fundamental AI algorithms such as linear regression, clustering, dimensionality, and distance metrics are covered in depth. The algorithms are explained using numeric calculations which the readers can perform themselves and through interesting examples and use cases.
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#8 Machine Learning for Beginners By Chris Sebastian
The book provides simple examples for the reader to understand the complex math and probability statistics underlying machine learning. It also provides real-world scenarios of how machine learning algorithms are making our lives better.
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#9 Artificial Intelligence: The Basics By Kevin Warwick
The book is a quick read for anyone interested in AI. It explores issues at the heart of the subject and provides an illuminating experience for the reader.
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#10 Machine Learning for Absolute Beginners By Oliver Theobald
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