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Index
Title
Copyright
Dedication
Preface
Author’s Note
Acknoweldgements
STEP 1 Introduction to Big Data Analytics
STEP 2 Getting started with R
STEP 3 Data Exploration
STEP 4 Data Preparation
STEP 5 Statistical Thinking
STEP 6 Introduction to Machine Learning
STEP 7 Dimensionality Reduction
STEP 8 Clustering
STEP 9 Market Basket Analysis
STEP 10 Kernel Density Estimation
STEP 11 Regression
STEP 12 Logistic Regression
STEP 13 Decision Trees
STEP 14 K-Nearest Neighbor Classification
STEP 15 Bayesian Classifiers
STEP 16 Neural Networks
STEP 17 Support Vector Machines
STEP 18 Ensemble Learning
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