Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
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

Arrow left icon
Product type Paperback
Published in Jul 2017
Publisher Packt
ISBN-13 9781787280748
Length 420 pages
Edition 1st Edition
Languages
Tools
Concepts
Arrow right icon
Author (1):
Arrow left icon
Frank Kane Frank Kane
Author Profile Icon Frank Kane
Frank Kane
Arrow right icon
View More author details
Toc

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...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image