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Hands-On Data Science and Python Machine Learning

You're reading from   Hands-On Data Science and Python Machine Learning Perform data mining and machine learning efficiently using Python and Spark

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Product type Paperback
Published in Jul 2017
Publisher Packt
ISBN-13 9781787280748
Length 420 pages
Edition 1st Edition
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Author (1):
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Frank Kane Frank Kane
Author Profile Icon Frank Kane
Frank Kane
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Table of Contents (11) Chapters Close

Preface 1. Getting Started FREE CHAPTER 2. Statistics and Probability Refresher, and Python Practice 3. Matplotlib and Advanced Probability Concepts 4. Predictive Models 5. Machine Learning with Python 6. Recommender Systems 7. More Data Mining and Machine Learning Techniques 8. Dealing with Real-World Data 9. Apache Spark - Machine Learning on Big Data 10. Testing and Experimental Design

Spark and Resilient Distributed Datasets (RDD)

Let's get a little bit deeper into how Spark works. We're going to talk about Resilient Distributed Datasets, known as RDDs. It's sort of the core that you use when programming in Spark, and we'll have a few code snippets to try to make it real. We're going to give you a crash course in Apache Spark here. There's a lot more depth to it than what we're going to cover in the next few sections, but I'm just going to give you the basics you need to actually understand what's going on in these examples, and hopefully get you started and pointed in the right direction.

As mentioned, the most fundamental piece of Spark is called the Resilient Distributed Dataset, an RDD, and this is going to be the object that you use to actually load and transform and get the answers you want out of the data...

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