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Mastering Apache Spark 2.x

You're reading from   Mastering Apache Spark 2.x Advanced techniques in complex Big Data processing, streaming analytics and machine learning

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Product type Paperback
Published in Jul 2017
Publisher Packt
ISBN-13 9781786462749
Length 354 pages
Edition 2nd Edition
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Author (1):
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Romeo Kienzler Romeo Kienzler
Author Profile Icon Romeo Kienzler
Romeo Kienzler
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Table of Contents (15) Chapters Close

Preface 1. A First Taste and What’s New in Apache Spark V2 2. Apache Spark SQL FREE CHAPTER 3. The Catalyst Optimizer 4. Project Tungsten 5. Apache Spark Streaming 6. Structured Streaming 7. Apache Spark MLlib 8. Apache SparkML 9. Apache SystemML 10. Deep Learning on Apache Spark with DeepLearning4j and H2O 11. Apache Spark GraphX 12. Apache Spark GraphFrames 13. Apache Spark with Jupyter Notebooks on IBM DataScience Experience 14. Apache Spark on Kubernetes

Extended ecosystem

When examining big data processing systems, we think it is important to look at not just the system itself, but also how it can be extended and how it integrates with external systems so that greater levels of functionality can be offered. In a book of this size, we cannot cover every option, but by introducing a topic, we can hopefully stimulate the reader's interest so that they can investigate further.

We have used the H2O machine learning library, SystemML and Deeplearning4j, to extend Apache Spark's MLlib machine learning module. We have shown that Deeplearning and highly performant cost-based optimized machine learning can be introduced to Apache Spark. However, we have just scratched the surface of all the frameworks' functionality.

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