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
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Apache Spark 2.x Cookbook

You're reading from   Apache Spark 2.x Cookbook Over 70 cloud-ready recipes for distributed Big Data processing and analytics

Arrow left icon
Product type Paperback
Published in May 2017
Publisher
ISBN-13 9781787127265
Length 294 pages
Edition 1st Edition
Languages
Concepts
Arrow right icon
Author (1):
Arrow left icon
Rishi Yadav Rishi Yadav
Author Profile Icon Rishi Yadav
Rishi Yadav
Arrow right icon
View More author details
Toc

Table of Contents (13) Chapters Close

Preface 1. Getting Started with Apache Spark FREE CHAPTER 2. Developing Applications with Spark 3. Spark SQL 4. Working with External Data Sources 5. Spark Streaming 6. Getting Started with Machine Learning 7. Supervised Learning with MLlib — Regression 8. Supervised Learning with MLlib — Classification 9. Unsupervised Learning 10. Recommendations Using Collaborative Filtering 11. Graph Processing Using GraphX and GraphFrames 12. Optimizations and Performance Tuning

Doing classification using decision trees


Decision trees are the most intuitive among machine-learning algorithms. We use decision trees in our daily lives all the time.

Decision tree algorithms have a lot of useful features:

  • Easy to understand and interpret
  • Work with both categorical and continuous features
  • Work with missing features
  • Do not require feature scaling

Decision tree algorithms work in an upside-down order in which an expression containing a feature is evaluated at every level and this splits the dataset into two categories. We will help you understand this with a simple dumb charades example, which most of us may have played in college. I guessed an animal and asked my coworker to ask me questions to work out my choice. Here's how her questioning went:

  • Q1: Is it a big animal?

Answer: Yes.

  • Q2: Does this animal live for more than 40 years?

Answer: Yes.

  • Q3: Is this animal an elephant?

Answer: Yes.

This is obviously an oversimplified case in which she knew I had postulated an elephant (what...

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