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AI & Engineering Academics›🌳 AI Branches›Lessons›Recommendation Systems - How Netflix, Spotify, and TikTok Know What You Want
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AI Branches • Intermediate⏱️ 15 min read

Recommendation Systems - How Netflix, Spotify, and TikTok Know What You Want

Public lesson preview

Uncover the algorithms behind personalised recommendations and why your feed feels like it reads your mind.

Programme
AI Branches
Level
Intermediate
Reading time
15 min read

Learning objectives

By the end of this lesson, you will understand:

  • ✓Why Recommendations Matter
  • ✓Collaborative Filtering - "People Like You Also Liked..."
  • ✓Content-Based Filtering - Matching Features to Preferences
  • ✓Hybrid Approaches - The Best of Both Worlds
  • ✓The Cold-Start Problem

Lesson outline

  1. Why Recommendations Matter
  2. Collaborative Filtering - "People Like You Also Liked..."
  3. Content-Based Filtering - Matching Features to Preferences
  4. Hybrid Approaches - The Best of Both Worlds
  5. The Cold-Start Problem
  6. How TikTok's Algorithm Works
  7. Filter Bubbles and Echo Chambers
  8. Key Takeaways

Introductory preview

You open Netflix and the perfect film appears on your home screen. Spotify queues a song you have never heard but instantly love. TikTok serves video after video that you cannot stop watching. None of this is coincidence - it is the work of recommendation systems , one of AI's most commercially valuable applications.

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