Get Started with ChromaDB Image Search (Multimodal Embeddings)

Ғылым және технология

How to start using ChromaDB Multimodal (images) semantic searches on a vector database. We’ll load some images and query for objects in the images. We’ll also cover how to use the Where Metadata filter to limit the relevance of the search results. Everything works locally and is free. Don't need to sign up for a cloud vector database account or learn Langchain first.
Buy Me a Coffee: www.buymeacoffee.com/johnnycode
Get the code: github.com/johnnycode8/chroma...
ChromaDB Playlist: • ChromaDB Vector Databa...
00:00 Create new Conda environment
01:23 Install ChromaDB
01:43 Create new ChromaDB database
03:00 Install Pillow and OpenCLIP
03:43 Location of OpenCLIP embedding model
04:35 Add images to ChromaDB database
06:26 Query ChromaDB
08:54 ImageLoader depends on physical images
09:28 ChromaDB real-world usage
11:20 Problem with vector databases
11:50 Using Where Filter on Metadata

Пікірлер: 9

  • @user-nt1ti5mv5w
    @user-nt1ti5mv5w5 ай бұрын

    Really awesome video man. Keep it up. You got a subscriber 👍

  • @johnnycode
    @johnnycode6 ай бұрын

    Please help me out with a subscribe if this video helped you 😀 Need a more basic ChromaDB text-search tutorial? Check out my other video: kzread.info/dash/bejne/g4eLlK5xlM7His4.html

  • @orrimoch5226
    @orrimoch5226Ай бұрын

    Great video! Clean and proffesional!

  • @premmanu6557
    @premmanu6557Ай бұрын

    Awesome vid. Can you please do a video/tutorial to read driver lisences of different states.

  • @kenchang3456
    @kenchang34565 ай бұрын

    Same here, very awesome explanation. You have another subscriber 👍

  • @user-nt1ti5mv5w
    @user-nt1ti5mv5w5 ай бұрын

    Please make more videos on chromadb with real life use cases like the one you did with chromadb + restaurant search

  • @xugefu
    @xugefu4 ай бұрын

    Thanks!

  • @johnnycode

    @johnnycode

    4 ай бұрын

    Thank you!!! 😃

  • @ddricci12
    @ddricci122 ай бұрын

    I had some difficulty with the sentence transformers (sentence_transformer_ef = embedding_functions.SentenceTransformerEmbeddingFunction(model_name="all-mpnet-base-v2")) I am running on a macos (apple silicon M3) and I could not get this code to work without setting the OMP_NUM_THREADS env variable to 1. Things do not seem to work in multithread mode. Thanks very much.

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