Practical Machine Learning in R by Nwanganga, Fred -- Read -- Imperial Library of Trantor

Index

Cover Introduction

WHAT DOES THIS BOOK COVER? READER SUPPORT FOR THIS BOOK

PART I: Getting Started

Chapter 1: What Is Machine Learning?

DISCOVERING KNOWLEDGE IN DATA MACHINE LEARNING TECHNIQUES MODEL SELECTION MODEL EVALUATION EXERCISES

Chapter 2: Introduction to R and RStudio

WELCOME TO R R AND RSTUDIO COMPONENTS WRITING AND RUNNING AN R SCRIPT DATA TYPES IN R EXERCISES

Chapter 3: Managing Data

THE TIDYVERSE DATA COLLECTION DATA EXPLORATION DATA PREPARATION EXERCISES

PART II: Regression

Chapter 4: Linear Regression

BICYCLE RENTALS AND REGRESSION RELATIONSHIPS BETWEEN VARIABLES SIMPLE LINEAR REGRESSION MULTIPLE LINEAR REGRESSION CASE STUDY: PREDICTING BLOOD PRESSURE EXERCISES

Chapter 5: Logistic Regression

PROSPECTING FOR POTENTIAL DONORS CLASSIFICATION LOGISTIC REGRESSION CASE STUDY: INCOME PREDICTION EXERCISES

PART III: Classification

Chapter 6: k-Nearest Neighbors

DETECTING HEART DISEASE k-NEAREST NEIGHBORS CASE STUDY: REVISITING THE DONOR DATASET EXERCISES

Chapter 7: Naïve Bayes

CLASSIFYING SPAM EMAIL NAÏVE BAYES CASE STUDY: REVISITING THE HEART DISEASE DETECTION PROBLEM EXERCISES

Chapter 8: Decision Trees

PREDICTING BUILD PERMIT DECISIONS DECISION TREES CASE STUDY: REVISITING THE INCOME PREDICTION PROBLEM EXERCISES

PART IV: Evaluating and Improving Performance

Chapter 9: Evaluating Performance

ESTIMATING FUTURE PERFORMANCE BEYOND PREDICTIVE ACCURACY VISUALIZING MODEL PERFORMANCE EXERCISES

Chapter 10: Improving Performance

PARAMETER TUNING ENSEMBLE METHODS EXERCISES

PART V: Unsupervised Learning

Chapter 11: Discovering Patterns with Association Rules

MARKET BASKET ANALYSIS ASSOCIATION RULES DISCOVERING ASSOCIATION RULES CASE STUDY: IDENTIFYING GROCERY PURCHASE PATTERNS EXERCISES NOTES

Chapter 12: Grouping Data with Clustering

CLUSTERING k-MEANS CLUSTERING SEGMENTING COLLEGES WITH -MEANS CLUSTERING CASE STUDY: SEGMENTING SHOPPING MALL CUSTOMERS EXERCISES NOTE

Index End User License Agreement