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Hands-On Big Data Analytics Using Apache Spark
by
Dan Chia-Tien Lo
Yong Shi
This book was developed as a result of a
Round 16 Textbook Transformation Grant
.
Start Reading
Word Doc
Start Reading
Word Doc
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Grant Docs
Table of Contents
Hands-On Big Data Analytics Using Apache Spark
Chapter 1. Introduction Machine Learning, Data Mining, and Big Data Analytics
1.1 Overview
1.2 Theory
1.3 Simple example
1.4 Exercise
1.5 Quizzes
Chapter 2. Hadoop
2.1 Overview
2.2 Theory
2.3 Simple example
2.4 Exercise
2.5 Quizzes
Chapter 3. Apache Spark
3.1 Overview
3.2 Theory
3.3 Simple example
3.4 Spark programming example
3.5 Exercise
3.6 Quizzes
Chapter 4. Decision trees
4.1 Overview
4.2 Theory
4.3 Simple example
4.4 Exercise
4.5 Quizzes
Chapter 5. Linear models
5.1 Overview
5.2 Theory
5.3 Simple example
5.4 Spark programming example
5.5 Exercise
5.6 Quizzes
Chapter 6. Linear regression
6.1 Overview
6.2 Theory
6.3 Simple example
6.4 Spark programming example
6.5 Exercise
6.6 Quizzes
Chapter 7. Regularization and Sparsity on Linear regression
7.1 Overview
7.2 Theory
7.3 Spark programming example
7.4 Exercise
7.5 Quizzes
Chapter 8. Logistic regression
8.1 Overview
8.2 Theory
8.3 Simple example
8.3 Spark programming example
8.4 Exercise
8.5 Quizzes
Chapter 9. Naïve Bayes Classifier
9.1 Overview
9.2 Theory
9.3 Simple example
9.4 Spark programming example
9.5 Exercise
9.6 Quizzes
Chapter 10. Fisher Linear Discriminant Analysis
10.1 Overview
10.2 Theory
10.3 Simple example
10.5 Exercise
10.6 Quizzes
Chapter 11. Principal Component Analysis
11.1 Overview
11.2 Theory
11.3 Simple example
11.4 Spark programming example
11.5 Exercise
11.6 Quizzes
Chapter 12. K-Nearest Neighbor Algorithm (KNN)
12.1 Overview
12.2 Theory
12.3 Simple example
12.4 Spark programming example
12.5 Exercise
12.6 Quizzes
Chapter 13. K-Means Algorithm
13.1 Overview
13.2 Theory
13.3 Simple example
13.4 Spark programming example
13.5 Exercise
13.6 Quizzes
Chapter 14. MapReduce Framework
14.1 Overview
14.2 Theory
14.3 Simple example
14.4 Exercise
14.5 Quizzes
Chapter 15. Spark SQL
15.1 Overview
15.2 Theory
15.3 Simple example
15.4 Spark programming example
15.5 Exercise
Metadata
rights
This work is licensed under a
Creative Commons Attribution 4.0 International License
.
publisher
University System of Georgia
publisher place
Athens, GA
