Theobald, Oliver
Machine Learning: Make Your Own Recommender System (Machine Learning from Scratch)
- ISBN 13:
- 9781726769037
- author:
- Theobald, Oliver
- format:
- Paperback / softback
- publisher:
- Independently Published
- language:
- English
- Publication Year:
- 2018
- Pages:
- 128
- Dimensions:
- 22.9 x 15.2 x 0.8 centimeters (0
- Genre:
- Computers, Computer Science, ,
- Condition:
- New
- Availability:
- Item usually sent within 7 working days
Description
Learn to build your own recommender system from scratch and gain a deeper understanding of machine learning theory. Recommender systems power popular platforms like online marketplaces, Netflix, and Spotify, but how do they really work? This book guides you through the process using Python, real-world datasets, and the Scikit-learn library.
Discover the essential principles behind recommender systems, set up your Python environment with Jupyter Notebook, and learn about collaborative filtering, content-based filtering, and hybrid approaches. You'll also implement these techniques step by step to build a personalized recommender system.
This book is ideal for beginners looking to learn machine learning in a hands-on way or those who want to gain a deeper understanding of the mechanics behind recommender systems. No prior knowledge of PhD-level concepts required, just curiosity and a willingness to learn by doing.