Artificial Intelligence for Humans, Volume 1: Fundamental Algorithms (Paperback)

Jeff Heaton

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商品描述

A great building requires a strong foundation. This book teaches basic Artificial Intelligence algorithms such as dimensionality, distance metrics, clustering, error calculation, hill climbing, Nelder Mead, and linear regression. These are not just foundational algorithms for the rest of the series, but are very useful in their own right. The book explains all algorithms using actual numeric calculations that you can perform yourself. Artificial Intelligence for Humans is a book series meant to teach AI to those without an extensive mathematical background. The reader needs only a knowledge of basic college algebra or computer programming—anything more complicated than that is thoroughly explained. Every chapter also includes a programming example. Examples are currently provided in Java, C#, R, Python and C. Other languages planned.

商品描述(中文翻譯)

一座偉大的建築需要堅固的基礎。這本書教授基本的人工智慧算法,如維度、距離度量、聚類、誤差計算、山峰爬升、Nelder Mead 和線性回歸。這些不僅是本系列中其他算法的基礎,也在自身上非常有用。本書使用實際的數值計算來解釋所有算法,讓讀者可以自行執行。《人工智慧入門》是一本旨在教授人工智慧給沒有廣泛數學背景的讀者的書系。讀者只需要具備基本的大學代數或計算機編程知識,比這更複雜的內容都會有詳細解釋。每個章節還包含一個編程示例。目前提供的示例使用Java、C#、R、Python和C語言,其他語言也在計劃中。