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
Mastering Machine Learning with Spark 2.x

You're reading from   Mastering Machine Learning with Spark 2.x Harness the potential of machine learning, through spark

Arrow left icon
Product type Paperback
Published in Aug 2017
Publisher Packt
ISBN-13 9781785283451
Length 340 pages
Edition 1st Edition
Languages
Arrow right icon
Authors (3):
Arrow left icon
Alex Tellez Alex Tellez
Author Profile Icon Alex Tellez
Alex Tellez
Michal Malohlava Michal Malohlava
Author Profile Icon Michal Malohlava
Michal Malohlava
Max Pumperla Max Pumperla
Author Profile Icon Max Pumperla
Max Pumperla
Arrow right icon
View More author details
Toc

Summary

This chapter demonstrated three powerful concepts: the processing of text, Spark pipelines, and super learners.

The text processing is a powerful concept that is waiting to be largely adopted by the industry. Hence, we will go deeper into the topic in the following chapters and look at other approaches of natural language processing.

The same holds for Spark pipelines, which have become an inherent part of Spark and the core of the Spark ML package. They offer an elegant way of reusing the same concepts during training and scoring time. Hence, we would like to use the concept in the upcoming chapters as well.

Finally, with super learners, aka ensembles, you learned the basic concept of how to benefit from ensembling multiple models together with the help of a meta-learner. This offers a simple but powerful way of building strong learners, which are still simple enough...

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