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Statistics for Machine Learning
book

Statistics for Machine Learning

by Pratap Dangeti
July 2017
Beginner to intermediate
442 pages
10h 8m
English
Packt Publishing
Content preview from Statistics for Machine Learning

Naive Bayes

Bayes algorithm concept is quite old and exists from the 18th century since Thomas Bayes. Thomas developed the foundational mathematical principles for determining the probability of unknown events from the known events. For example, if all apples are red in color and average diameter would be about 4 inches then, if at random one fruit is selected from the basket with red color and diameter of 3.7 inch, what is the probability that the particular fruit would be an apple? Naive term does assume independence of particular features in a class with respect to others. In this case, there would be no dependency between color and diameter. This independence assumption makes the Naive Bayes classifier most effective in terms of computational ...

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Publisher Resources

ISBN: 9781788295758