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Prediction Service

Embedding Generation

Indexing Service

  • Index text, image, video by their embeddings
  • provides and keeps updating a look up table
    • index new items upon arrival
    • pros: efficient search by NN service
    • cons: memory usage
      • optimization techniques

Nearest Neighbor Service

  • Approximate Nearest Neighbors (ANN)
    • Tree-based ANN
    • Locality-sensitive hashing (LSH)
    • Clustering based