20231116-Vector-Databases-From-Embeddings-to-Applications

RAG -> vector database

https://i.imgur.com/EDn3CJo.png

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

https://i.imgur.com/OdWVtRa.png https://i.imgur.com/pW8RpmW.png

![[L1_Embeddings]]

search-for-similar-vectors

https://i.imgur.com/sHpnu1f.png

https://i.imgur.com/tXyrNpE.png

![[L2_kNN (1)]]

approximate-nearest-neighbours

https://i.imgur.com/dhCmV9R.png

https://i.imgur.com/PuuhCfX.png

https://i.imgur.com/zM1uhkl.png

https://i.imgur.com/HIbOnKD.png

https://i.imgur.com/ARkaKNP.png

https://i.imgur.com/UXKVBIP.png

https://i.imgur.com/2dzDBMZ.png

https://i.imgur.com/fBe2Jwc.png

https://i.imgur.com/AkDazPU.png

https://i.imgur.com/2Ckgxvl.png ![[L3_approximate_nearest_neighbours]]

vector-databases

![[L4_Objects_Vectors]]

https://i.imgur.com/X0Sdkgn.png

https://i.imgur.com/SD5AbUM.png

https://i.imgur.com/lw9WLkZ.png

https://i.imgur.com/VuWuQfv.png

https://i.imgur.com/Rd2FsOC.png ![[L5_HybridSearch]]

https://i.imgur.com/uXHEwdA.png

https://i.imgur.com/y3e7Uoy.png https://i.imgur.com/a91aqXe.png https://i.imgur.com/QyhQ2DD.png https://i.imgur.com/0JVqpXl.png ![[L6_Multilingual_RAG_Search]]

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