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Big Data Architect???s Handbook

You're reading from   Big Data Architect???s Handbook A guide to building proficiency in tools and systems used by leading big data experts

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Product type Paperback
Published in Jun 2018
Publisher Packt
ISBN-13 9781788835824
Length 486 pages
Edition 1st Edition
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Concepts
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Author (1):
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Syed Muhammad Fahad Akhtar Syed Muhammad Fahad Akhtar
Author Profile Icon Syed Muhammad Fahad Akhtar
Syed Muhammad Fahad Akhtar
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Toc

Table of Contents (21) Chapters Close

Preface 1. Why Big Data? FREE CHAPTER 2. Big Data Environment Setup 3. Hadoop Ecosystem 4. NoSQL Database 5. Off-the-Shelf Commercial Tools 6. Containerization 7. Network Infrastructure 8. Cloud Infrastructure 9. Security and Monitoring 10. Frontend Architecture 11. Backend Architecture 12. Machine Learning 13. Artificial Intelligence 14. Elasticsearch 15. Structured Data 16. Unstructured Data 17. Data Visualization 18. Financial Trading System 19. Retail Recommendation System 20. Other Books You May Enjoy

Retail Recommendation System

More and more consumers are moving away from physical stores and opting for online shopping. The online stores we choose depend on a number of different factors, such as products available, price, discounts, and, the most important of all: user experience. User experience is shaped by the online store's user interface, its support system, its available guidance, and its searching and recommendation systems.

In this chapter, we will explore the following topics:

  • Types of recommendation systems:
    • Collaborative 
    • Content-based
    • Demographic-based 
    • Utility-based
    • Knowledge-based
    • Hybrid model
  • Commercially available recommendation systems
  • Practical examples of book recommendation systems

Let's start our discussion by first understanding what a recommendation system is, and what different types of recommendation systems exist.

...
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