Books & Videos

Table of Contents

Chapter: Introduction

Welcome To The Course

01m 58s

About The Author

01m 15s

How To Access Your Working Files

01m 15s

Chapter: Preparation

Setting Up The RapidMiner Environment

04m 59s

RM 7.2 Downsampling Explanation

01m 17s

Data Sets

09m 22s

Now You Try

01m 55s

Chapter: Modeling Techniques: Correlational Methods

Correlation

08m 20s

K-Means Clustering

07m 43s

K-Nearest Neighbors

06m 55s

Now You Try

03m 21s

Chapter: Modeling Techniques: Affinity Analysis

Association Rules

05m 0s

Naive Bayes

04m 49s

Discriminant Analysis

02m 52s

Now You Try

05m 13s

Chapter: Modeling Techniques: Prediction

Linear Regression

03m 49s

Logistic Regression

05m 46s

Decision Trees

04m 35s

Neural Networks

05m 17s

Now You Try

07m 41s

Chapter: Unstructured Data

Text Analysis

07m 58s

Now You Try

03m 32s

Chapter: Evaluation And Deployment

Cross-Validation

04m 54s

A Note About Ethics

03m 9s

Chapter: Conclusion

Wrap Up And Thank You

03m 13s