Machine Learning Book



I'm pleased to announce my new machine learning book:

Machine Learning: An Introductory Handbook Using R
Dr. Karen Mazidi

Links:


Table of Contents

* Part 1 Introduction to Machine Learning and R

  * 1 - The Craft of Machine Learning
  * 2 - Learning R
  * 3 - Data Visualization in R

* Part 2 Linear Models

  * 4 - Linear Regression *** free preview ***
  * 5 - Logistic Regression
  * 6 - Naive Bayes
  * 7 - SVM
  * 8 - The Craft 2: Data Wrangling

* Part 3 Searching for Similarity

  * 9 - Instance-Based Learning with kNN
  * 10 - Clustering
  * 11 - Decision Trees and Random Forests
  * 12 - The Craft 3: Feature Engineering

* Part 4 Neural Networks

  * 13 - Neural Networks
  * 14 - Deep Learning
  * 15 - The Craft 4: Never Stop Learning

* Part 5 Modeling the World

  * 16 - Bayes Nets
  * 17 - Markov Models
  * 18 - Reinforcement Learning
  * 19 - The Craft 5: Algorithms

* Part 6 Appendices

  * 20 - Modern R
  * 21 - Big Data with R
  * 22 - Sampling Big Data

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