In this course you will: a) understand the basic concept of recommender systems; b) understand the Collaborative Filtering; c) understand the Recommender System with Deep Learning; d) understand the Further Issues of Recommender Systems. Please make sure that you’re comfortable programming in Python and have a basic knowledge of mathematics including matrix multiplications, conditional probability, and basic machine learning algorithms.
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What You Will Learn
- Understand the basic concept of recommender systems.
- Understand the Collaborative Filtering.
- Understand the Recommender System with Deep Learning.
- Understand the Further Issues of Recommender Systems.
Syllabus
WEEK 1 : Introduction to Recommender Systems
WEEK 2: Collaborative Filtering
WEEK 3: Recommender System with Deep Learning
WEEK 4: Further Understanding of Recommender Systems
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