"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

February 01, 2024

Video Recommendation System

  • Interest-based recommendations by signup
  • Content-based - System that follows videos watched
    • Similar videos based on content
    • As interest changes, content changes, adaptive strategy
  • Collaborative, Recommendations based on other people similar to me
    • Watch history based on users in clusters
    • A model trained as a batch job 
  • Two-tower approach (based on neural network)
  • Batch, Online training, Ranking
  • Model updated in real-time
    • Recent changes are updated in real-time

  • Vectors from video data - Indexing videos


  • Videos - Index creation - Vector Embeddings
  • Online + Offline Systems





Keep Exploring!!!

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