Cover -- Half Title -- Title Page -- Copyright Page -- Dedication -- Table of Contents -- List of Figures -- List of Tables -- Preface -- Acknowledgments -- Author -- 1 Functions Tutorial -- 2 Logic and R -- 3 Sets with R: Building the Tools -- 4 Probability -- 5 Naïve Rule -- 6 Complete Bayes -- 7 Naïve Bayes Classifier -- 8 Stored Model for Naïve Bayes Classifier -- 9 Review of Mathematics for Neural Networks -- 10 Calculus -- 11 Neural Networks -- Feedforward Process and Backpropagation Process -- 12 Programming a Neural Network Using OOP in R -- 13 Adding in a Bias Term
14 Modular Version of Neural Networks for Deep Learning -- 15 Deep Learning with Convolutional Neural Networks -- 16 R Packages for Neural Networks, Deep Learning, and Naïve Bayes -- Index
