Recipe
publicShareStar

Ensemble based and Hybrid Recommender Systems

Collaborators
Reviewers
Total time needed: ~5 minutes
Learning Objectives
Gives a basic idea of combining multiple individual recommendation systems to build a robust high-performing Recommendation System
Potential Use Cases
Build a Hybrid Recommendation System that combines the strengths and avoids the weakness of different techniques for building a Recommendation System.
Target Audience
INTERMEDIATEPeople with familiarity with various Recommendation System Building techniques like collaborative filtering, knowledge and content based recommendations,
Go through the following annotated items in order:
ARTICLE 1. Hybrid Recommendation Systems
  • What are hybrid Systems?
  • Why do we need hybrid systems?
5 minutes
ARTICLE 2. Ensemble Based Recommendation Systems
  • What are ensemble based systems and why do we need them?
  • What is a Weighted Ensemble?
  • What is a Switching Ensemble?
  • What is a Cascade Ensemble?
  • What is a Feature Augmentation Ensemble?
10 minutes
ARTICLE 3. Monolith Recommendation Systems
  • What are monolith based Recommendation Systems?
  • What is a Meta-level Hybrid Recommendation System?
  • What is Feature Combination Hybrid Recommendation System?
10 minutes
ARTICLE 4. Mixed Recommendation Systems
  • What are mixed Hybrids? Why do we need them?
10 minutes

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"Hands-on and practical exposure to deep learning while working with experts from industry and brilliant members is something that I was missing before finding this platform."

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"I had a hard time keeping up with the latest in machine learning, let alone understanding and applying those concepts, until I found this community."

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MSc Student

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"Unlike other workshops, this experience included designing more than just machine-learning models. Full end-to-end AI solutions including MLOps was a necessary part of the Capstone. It was incredible to be able to conceptualize, design and build an AI product which resulted in attracting real investors."

Edward J.

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Data Scientist