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 Machine Learning Blueprints

You're reading from   Apache Spark Machine Learning Blueprints Develop a range of cutting-edge machine learning projects with Apache Spark using this actionable guide

Arrow left icon
Product type Paperback
Published in May 2016
Publisher Packt
ISBN-13 9781785880391
Length 252 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Alex Liu Alex Liu
Author Profile Icon Alex Liu
Alex Liu
Arrow right icon
View More author details
Toc

Table of Contents (13) Chapters Close

Preface 1. Spark for Machine Learning FREE CHAPTER 2. Data Preparation for Spark ML 3. A Holistic View on Spark 4. Fraud Detection on Spark 5. Risk Scoring on Spark 6. Churn Prediction on Spark 7. Recommendations on Spark 8. Learning Analytics on Spark 9. City Analytics on Spark 10. Learning Telco Data on Spark 11. Modeling Open Data on Spark Index

Index

A

  • accumulators
    • about / The Spark computing framework
  • ACT
    • URL / The use case
  • Alternating Least Squares (ALS) algorithm / Collaborative filtering
  • Apache Spark
    • URL / Spark computing
  • Apache Spark Notebooks
    • about / Apache Spark notebooks
  • attrition prediction
    • about / Spark for attrition prediction
    • use case / The use case
    • Spark computing / Spark computing
    • Spark conputing / Spark computing
  • attrition prediction, methods
    • about / Methods of attrition prediction
    • regression models / Regression models
    • decisiom trees / Decision trees
  • automation
    • about / Repeatability and automation
    • datasets preprocessing, workflows / Dataset preprocessing workflows
  • autoregressive-moving average (ARMA) / About time series
  • autoregressive integrated moving average (ARIMA) / About time series

B

  • Berkeley Data Analytics Stack (BDAS)
    • about / Data cleaning in Spark
  • broadcast variables
    • about / The Spark...
lock icon The rest of the chapter is locked
arrow left Previous Section
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