title: 20231116-Vector-Databases-from-Embeddings-to-Applications date: 2023-11-16 tags:

  • llm
  • vector_database

RAG -> vector database

how-to-obtain-vector-representations-of-data

![[L1_Embeddings]]

search-for-similar-vectors

![[L2_kNN (1)]]

approximate-nearest-neighbours

![[L3_approximate_nearest_neighbours]]

vector-databases

![[L4_Objects_Vectors]]

![[L5_HybridSearch]]

application---multilingual-search

![[L6_Multilingual_RAG_Search]]

Ref

  • https://learn.deeplearning.ai/vector-databases-embeddings-applications