Download e-book for kindle: Building a Recommendation Engine with Scala by Saleem Ansari

By Saleem Ansari

Key Features

  • Learn the fundamentals of a suggestion engine and its software in e-commerce
  • Discover the instruments and laptop studying equipment required to construct a suggestion engine
  • Explore other forms of advice engines utilizing Scala libraries resembling MLib and Spark

Book Description

With a rise of knowledge in on-line e-commerce structures, the demanding situations in supporting clients with narrowing down their seek have grown dramatically. a few of the instruments to be had within the Scala atmosphere allow builders to construct a processing pipeline to fulfill these demanding situations and create a suggestion process to speed up enterprise development and leverage model advocacy in your clients.

This publication will give you the Scala wisdom you want to construct a advice engine.

You'll be brought to Scala and different similar instruments to set the level for the undertaking and familiarise your self with the several levels within the info processing pipeline, together with at which levels you could leverage the facility of Scala and similar instruments. you are going to additionally observe assorted computer studying algorithms utilizing MLLib.

As the publication progresses, you'll achieve certain wisdom of what constitutes a collaborative filtering established advice and discover assorted ways to enhance clients' recommendation.

What you'll learn

  • Discover the instruments within the Scala ecosystem
  • Understand the demanding situations confronted in e-commerce structures and learn the way you could remedy these demanding situations with a advice engine
  • Familiarise your self with computer studying algorithms supplied via the Apache Spark framework
  • Build assorted types of advice engines from sensible code examples
  • Enhance the person adventure via studying from person feedback
  • Dive into many of the suggestions of recommender platforms similar to collaborative, content-based, and cross-recommendations

About the Author

Saleem Ansari is a full-stack developer with over eight years of adventure. He has a unique curiosity in laptop studying and data retrieval. Having carried out information ingestion and a processing pipeline in middle Java and Ruby individually, he understands the demanding situations confronted via large facts units in such platforms. He has labored for corporations equivalent to pink Hat, Impetus applied sciences, Belzabar software program, and Exzeo software program. he's additionally a passionate member of unfastened and open resource software program (FOSS) neighborhood. He all started his trip with FOSS within the 12 months 2004. The very subsequent 12 months, he shaped JMILUG—Linux clients team at Jamia Millia Islamia college, New Delhi. for the reason that then, he has been contributing to FOSS by way of organizing neighborhood actions and contributing code to varied tasks (for additional information, stopover at http://github.com/tuxdna). He additionally mentors scholars approximately FOSS and its benefits.

In 2015, he reviewed books regarding Apache Mahout, specifically studying Apache Mahout and Apache Mahout necessities; either the books have been produced through Packt Publishing.

He blogs at http://tuxdna.in/ and will be reached at tuxdna@fedoraproject.org through e-mail.

Table of Contents

  1. Introduction to Scala and laptop Learning
  2. Data Processing Pipeline utilizing Scala
  3. Conceptualizing an E-Commerce Store
  4. Machine studying Algorithms
  5. Recommendation Engines and the place They healthy in?
  6. Collaborative Filtering as opposed to Content-Based suggestion Engines
  7. Enhancing the person Experience
  8. Learning from consumer Feedback

Show description

Read Online or Download Building a Recommendation Engine with Scala PDF

Similar object oriented design books

Steven Kelly,Juha-Pekka Tolvanen's Domain-Specific Modeling: Enabling Full Code Generation PDF

"[The authors] are pioneers. . . . Few in our have their breadth of data and event. " —From the Foreword via Dave Thomas, Bedarra Labs Domain-Specific Modeling (DSM) is the newest method of software program improvement, promising to tremendously raise the rate and simplicity of software program production.

Get Conservation of Leather and Related Materials (Conservation PDF

The conservation of epidermis, leather-based and similar fabrics is a space that, earlier, has had little illustration by means of the written notice in ebook shape. Marion Kite and Roy Thomson, of the leather-based Conservation Centre, have ready a textual content that's either authoritative and entire, together with contributions from the major experts of their fields, reminiscent of Betty Haines, Mary Lou Florian, Ester Cameron and Jim Spriggs.

Download e-book for iPad: Visual Basic: A Beginner's Tutorial by Jayden Ky

Designed as a beginner's educational to the most recent model of visible simple, this informative advisor discusses crucial positive factors of the language and teaches the best way to use the . internet Framework. Written with readability and clarity in brain, it introduces very important programming ideas and explains the method of establishing real-world functions, either machine and web-based.

Download e-book for iPad: Scala Design Patterns by Ivan Nikolov

Write effective, fresh, and reusable code with ScalaAbout This BookUnleash the ability of Scala and observe it within the genuine worldIncrease your potency through leveraging the ability of Creational, Structural, Behavioural, and practical layout patternsBuild item orientated and sensible purposes speedy and effectivelyWho This e-book Is ForIf you must bring up your knowing of Scala and use it on real-life software improvement, then this e-book is for you.

Extra info for Building a Recommendation Engine with Scala

Sample text

Download PDF sample

Building a Recommendation Engine with Scala by Saleem Ansari


by John
4.5

Rated 4.39 of 5 – based on 23 votes