Download e-book for iPad: Apache Spark Machine Learning Blueprints by Alex Liu

By Alex Liu

ISBN-10: 178588039X

ISBN-13: 9781785880391

Key Features

  • Customize Apache Spark and R to suit your analytical wishes in client learn, fraud detection, hazard analytics, and suggestion engine development
  • Develop a collection of useful computer studying functions that may be carried out in real-life projects
  • A finished, project-based consultant to enhance and refine your predictive types for functional implementation

Book Description

There's a the reason is, Apache Spark has develop into essentially the most well known instruments in laptop studying – its skill to address large datasets at a magnificent velocity skill you may be even more aware of the knowledge at your disposal. This booklet exhibits you Spark at its best possible, demonstrating the right way to attach it with R and free up greatest worth not just from the software but additionally out of your data.

Packed with a number of undertaking "blueprints" that exhibit the most fascinating demanding situations that Spark may help take on, you will find out the best way to use Spark notebooks and entry, fresh, and sign up for diversified datasets prior to placing your wisdom into perform with a few real-world initiatives, within which you can find how Spark desktop studying might actually help with every thing from fraud detection to examining client attrition. you are going to additionally easy methods to construct a advice engine utilizing Spark's parallel computing powers.

What you are going to learn

  • Set up Apache Spark for laptop studying and realize its striking processing power
  • Combine Spark and R to release distinct enterprise insights crucial for selection making
  • Build desktop studying platforms with Spark which can discover fraud and learn monetary risks
  • Build predictive versions concentrating on client scoring and repair ranking
  • Build a suggestion structures utilizing SPSS on Apache Spark
  • Tackle parallel computing and learn the way it could actually help your desktop studying projects
  • Turn open info and communique information into actionable insights via utilizing numerous types of laptop learning

About the Author

Alex Liu is a professional in learn tools and information technology. he's at the moment considered one of IBM's prime specialists in significant info analytics and likewise a lead information scientist, the place he serves gigantic companies, develops mammoth facts analytics IPs, and speaks at commercial meetings similar to STRATA, Insights, SMAC, and BigDataCamp. long ago, Alex served as leader or lead facts scientist for a number of businesses, together with Yapstone, RS, and TRG. ahead of this, he used to be a lead advisor and director at RMA, the place he supplied information analytics session and coaching to many recognized organisations, together with the United international locations, Indymac, AOL, Ingram Micro, GEM, Farmers assurance, Scripps Networks, Sears, and USAID. while, he taught complicated examine easy methods to PhD applicants at collage of Southern California and collage of California at Irvine. prior to this, he labored as a handling director for CATE/GEC and as a learn fellow for the Asia/Pacific learn heart at Stanford collage. Alex has a Ph.D. in quantitative sociology and a master's measure of technology in statistical computing from Stanford University.

Table of Contents

  1. Spark for laptop Learning
  2. Data training 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 facts on Spark
  11. Modeling Open information on Spark

Show description

Read Online or Download Apache Spark Machine Learning Blueprints PDF

Best data modeling & design books

Scientific Computing with Scala by Vytautas Jancauskas PDF

Learn how to resolve clinical computing difficulties utilizing Scala and its numerical computing, information processing, concurrency, and plotting librariesAbout This BookParallelize your numerical computing code utilizing handy and secure options. Accomplish universal high-performance, medical computing pursuits in Scala.

Matthias Zinke's SAP BW and ABAP: Good Programming in SAP BW incl. HANA PDF

Stable Programming in SAP BW utilizing ABAP is my own view on how one can organize coding for dealing with thousands of files within the so much performant demeanour. probably, you can be shocked that there are usually not 500 pages dedicated to the secrets and techniques of performant ABAP coding yet that i've got lined the details of curiosity in lower than 50 published pages.

Download e-book for kindle: Learning Probabilistic Graphical Models in R by David Bellot

Key FeaturesPredict and use a probabilistic graphical types (PGM) as a professional systemComprehend how your laptop can study Bayesian modeling to resolve real-world problemsKnow how you can organize info and feed the types by utilizing the right algorithms from the suitable R packageBook DescriptionProbabilistic graphical types (PGM, sometimes called graphical types) are a wedding among chance idea and graph conception.

Download PDF by Tamaro Green: Big Data in Education Technology: Improvements in

Functions of massive facts, info research, and data administration within the improvement of schooling software program

Additional resources for Apache Spark Machine Learning Blueprints

Example text

Download PDF sample

Apache Spark Machine Learning Blueprints by Alex Liu


by Paul
4.3

Rated 4.13 of 5 – based on 10 votes