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- Hands-On Recommendation Systems with Python. Start building powerful and personalized, recommendation engines with Python
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Hands-On Recommendation Systems with Python. Start building powerful and personalized, recommendation engines with Python
Ebook
Recommendation systems are at the heart of almost every internet business today; from Facebook to Net?ix to Amazon. Providing good recommendations, whether it's friends, movies, or groceries, goes a long way in defining user experience and enticing your customers to use your platform.
This book shows you how to do just that. You will learn about the different kinds of recommenders used in the industry and see how to build them from scratch using Python. No need to wade through tons of machine learning theory—you'll get started with building and learning about recommenders as quickly as possible..
In this book, you will build an IMDB Top 250 clone, a content-based engine that works on movie metadata. You'll use collaborative filters to make use of customer behavior data, and a Hybrid Recommender that incorporates content based and collaborative filtering techniques
With this book, all you need to get started with building recommendation systems is a familiarity with Python, and by the time you're fnished, you will have a great grasp of how recommenders work and be in a strong position to apply the techniques that you will learn to your own problem domains.
This book shows you how to do just that. You will learn about the different kinds of recommenders used in the industry and see how to build them from scratch using Python. No need to wade through tons of machine learning theory—you'll get started with building and learning about recommenders as quickly as possible..
In this book, you will build an IMDB Top 250 clone, a content-based engine that works on movie metadata. You'll use collaborative filters to make use of customer behavior data, and a Hybrid Recommender that incorporates content based and collaborative filtering techniques
With this book, all you need to get started with building recommendation systems is a familiarity with Python, and by the time you're fnished, you will have a great grasp of how recommenders work and be in a strong position to apply the techniques that you will learn to your own problem domains.
- 1. Getting Started with Recommender Systems
- 2. Manipulating Data with the Pandas Library
- 3. Building an IMDB Top 250 Clone with Pandas
- 4. Building Content-Based Recommenders
- 5. Getting Started with Data Mining Techniques
- 6. Building Collaborative Filters
- 7. Hybrid Recommenders
- Title: Hands-On Recommendation Systems with Python. Start building powerful and personalized, recommendation engines with Python
- Author: Rounak Banik
- Original title: Hands-On Recommendation Systems with Python. Start building powerful and personalized, recommendation engines with Python
- ISBN: 9781788992534, 9781788992534
- Date of issue: 2018-07-31
- Format: Ebook
- Item ID: e_14ww
- Publisher: Packt Publishing