Apache Spark Machine Learning Blueprints by Alex Liu PDF

By Alex Liu

ISBN-10: 178588039X

ISBN-13: 9781785880391

Key Features

  • Customize Apache Spark and R to suit your analytical wishes in purchaser learn, fraud detection, chance analytics, and advice engine development
  • Develop a suite of sensible desktop studying functions that may be applied in real-life projects
  • A entire, project-based advisor to enhance and refine your predictive types for functional implementation

Book Description

There's a the reason is, Apache Spark has develop into some of the most renowned instruments in computer studying – its skill to address large datasets at a powerful velocity potential you'll be even more conscious of the information at your disposal. This publication indicates you Spark at its absolute best, demonstrating tips to attach it with R and free up greatest price not just from the software but additionally out of your data.

Packed with a number of venture "blueprints" that reveal essentially the most fascinating demanding situations that Spark might be useful take on, you can find out tips on how to use Spark notebooks and entry, fresh, and sign up for varied datasets sooner than placing your wisdom into perform with a few real-world tasks, within which one can find how Spark computer studying can help with every little thing from fraud detection to studying purchaser attrition. you are going to additionally tips to construct a suggestion engine utilizing Spark's parallel computing powers.

What you are going to learn

  • Set up Apache Spark for desktop studying and detect its awesome processing power
  • Combine Spark and R to release certain company insights crucial for selection making
  • Build laptop studying platforms with Spark that could become aware of fraud and examine monetary risks
  • Build predictive types targeting shopper scoring and repair ranking
  • Build a suggestion platforms utilizing SPSS on Apache Spark
  • Tackle parallel computing and learn the way it may help your desktop studying projects
  • Turn open info and conversation info into actionable insights via using quite a few types of computer learning

About the Author

Alex Liu is knowledgeable in examine equipment and information technology. he's at present one in all IBM's best specialists in huge facts analytics and likewise a lead information scientist, the place he serves gigantic agencies, develops massive information analytics IPs, and speaks at commercial meetings comparable to STRATA, Insights, SMAC, and BigDataCamp. long ago, Alex served as leader or lead info scientist for a couple of businesses, together with Yapstone, RS, and TRG. sooner than this, he was once a lead advisor and director at RMA, the place he supplied facts analytics session and coaching to many recognized businesses, together with the United countries, Indymac, AOL, Ingram Micro, GEM, Farmers assurance, Scripps Networks, Sears, and USAID. even as, he taught complex examine easy methods to PhD applicants at collage of Southern California and collage of California at Irvine. earlier than this, he labored as a dealing with director for CATE/GEC and as a learn fellow for the Asia/Pacific examine middle at Stanford college. Alex has a Ph.D. in quantitative sociology and a master's measure of technological know-how in statistical computing from Stanford University.

Table of Contents

  1. Spark for computing device Learning
  2. Data instruction 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 info on Spark
  11. Modeling Open facts on Spark

Show description

Read Online or Download Apache Spark Machine Learning Blueprints PDF

Best data modeling & design books

New PDF release: Reviews of Environmental Contamination and Toxicology:

Stories of Environmental infection and Toxicology makes an attempt to supply concise, serious reports of well timed advances, philosophy, and critical parts of comprehensive or wanted pastime within the overall box of xenobiotics in any phase of our environment, in addition to toxicology implications.

Get Design Computing and Cognition ’04 PDF

Synthetic intelligence offers an environmentally wealthy paradigm in which layout examine in keeping with computational buildings will be conducted. This has been one of many foundations for the constructing box known as "design computing". lately, there was a starting to be curiosity in what designers do once they layout and the way they use computational instruments.

Read e-book online Programmieren lernen: Eine grundlegende Einführung mit Java PDF

Objektorientiertes Programmieren mittels Java: Dieses Lehrbuch liefert sicher und systematisch die grundlegenden Kenntnisse dazu. Im weiteren Verlauf behandelt es u. a. folgende Themen: Objekte und (generische) Klassen, Kontrollanweisungen und Datenstrukturen, wichtige Algorithmen zum Suchen und Sortieren von Daten sowie für einfache numerische Anwendungen und elementare Graph-Traversierung.

Download e-book for iPad: Tableau Cookbook – Recipes for Data Visualization by Shweta Sankhe-Savale

Create appealing facts visualizations and interactive dashboards with TableauAbout This BookDelve into the beneficial properties and functionalities of Tableau from the floor up with this step by step advisor that has over 50 "follow-me" recipesBuild wealthy visualizations to successfully spotlight the underlying traits and styles on your dataBuild attractive interactive dashboards and storyboards to sew your visualizations jointly and inform a storyWho This publication Is ForThis ebook is for an individual who needs to exploit Tableau.

Extra resources for Apache Spark Machine Learning Blueprints

Sample text

Download PDF sample

Apache Spark Machine Learning Blueprints by Alex Liu

by John

Rated 4.21 of 5 – based on 17 votes

Published by admin