Transcription of CHAPTER 2 Estimating Probabilities
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CHAPTER 2 Estimating Probabilities
CHAPTER 2 Estimating ProbabilitiesMachine LearningCopyrightc 2017. Tom M. Mitchell. All rights reserved.*DRAFT OF January 26, 2018**PLEASE DO NOT DISTRIBUTE WITHOUT AUTHOR SPERMISSION*This is a rough draft CHAPTER intended for inclusion in the upcoming secondedition of the textbookMachine Learning, Mitchell, McGraw are welcome to use this for educational purposes, but do not duplicateor repost it on the internet. For online copies of this and other materialsrelated to this book, visit the web site send suggestions for improvements, or suggested exercises, machine learning methods depend on probabilistic approaches.
ues to the variables. For example, Table 1 has 8 rows, corresponding to the 8 possible ways of jointly assigning values to three boolean-valued variables. More generally, if we have nboolean valued variables, there will be 2n rows in the table. 3.Define a probability for each possible joint assignment of values to the vari-ables.
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