Recommender Systems: What They Are and Where to Find Them
summary
Explanation of what recommendation systems are and where they are used, with concrete examples like Netflix, Amazon and Instagram. The presenters build a recommendation system in Python, deploy it to the cloud, and discuss model lifecycle management (MLOps) for that deployed service.
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chapters (9)
- 0:00Introduction
- 2:28Recommendation examples
- 5:59Business logic requirements
- 9:51Data types needed
- 12:43Recommendation models
- 19:29Deployment operations
- 29:41MovieLens case study
- 40:50Ethics and biases
- 44:26Q&A
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