FAISS Vector Library with LangChain and OpenAI (Semantic Search)

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  • Опубліковано 21 лис 2024

КОМЕНТАРІ • 34

  • @RyanAndMattDataScience
    @RyanAndMattDataScience  3 місяці тому

    Hey guys I hope you enjoyed the video! If you did please subscribe to the channel!
    Join our Data Science Discord Here: discord.com/invite/F7dxbvHUhg
    If you want to watch a full course on AI check out Datacamp: datacamp.pxf.io/XYD7Qg
    Want to solve Python data interview questions: stratascratch.com/?via=ryan
    I'm also open to freelance data projects. Hit me up at ryannolandata@gmail.com
    *Both Datacamp and Stratascratch are affiliate links.

  • @varunsharma9757
    @varunsharma9757 8 місяців тому +4

    Brother saw some of your other videos as well , you are doing a superb job here. It feels bad when I see quite a low response from the audience even though your videos are exceptionally knowledgable . keep working hard bro you will grow , best wishes

    • @RyanAndMattDataScience
      @RyanAndMattDataScience  8 місяців тому +2

      Thanks man I’m going to continue to push and learn/post videos. Working on getting leetcode out weekly now with a few other vids.

  • @davidtindell950
    @davidtindell950 3 місяці тому +1

    Ryan, really appreciate you adding how to save and load FAISS vector database at end of this vid. I ran several repeated tests against my saved VDB and it appeared to make NO DIFFERENCE in Open usage or Costs for today = Aug 3, 2024!😂

  • @davidtindell950
    @davidtindell950 3 місяці тому +1

    Thank You. A very important and timely topic. Thank You!. Next, best embeddings ?

  • @amalasebastian9968
    @amalasebastian9968 8 місяців тому +1

    hey, I want to see how embeddings look/is stored in vectorStore. I want to store the embeddings in a CSV format. I am using FAISS only. How to store it in CSV format?

  • @eugenmalatov5470
    @eugenmalatov5470 6 місяців тому +1

    Just a question: FAISS is now using only CPU not GPU. I have Windows. How can I get FAISS run with my GPU? If not what alternative vectorbases should I use? It makes a large difference in terms of performance doesnt it?

  • @RanjitSingh-rq1qx
    @RanjitSingh-rq1qx Місяць тому

    really this is very helpful video

  • @stanTrX
    @stanTrX 6 місяців тому

    Thanks, how can we apply it to tables such as csv or even sqlite tables?

  • @vikramn2190
    @vikramn2190 6 місяців тому

    Absolutely brilliant and useful video. You are the REAL rockstar (no pun intended :))!
    If you are ever looking for content ideas .... here's one:
    Do a video on building a RAG pipeline on AWS Bedrock. The AWS platform is phenomenal but the documentation is often confusing. And they have a ton of really useful features (like Guardrails).

    • @RyanAndMattDataScience
      @RyanAndMattDataScience  6 місяців тому

      I haven’t used AWS yet. I’m trying to get thrown into a few AWS projects at work but no luck :/ I do want to learn AWS and make vids on it.

  • @genie52
    @genie52 8 місяців тому

    hey man this is _really_ good work!! keep on going!

  • @palanikumarmsc
    @palanikumarmsc 7 місяців тому

    When I do date related query with FAISS why FAISS not returning perfect result? Do I need to update query for Vector search?

  • @m4rc1_n4ch0s
    @m4rc1_n4ch0s 8 місяців тому

    Great video!

  • @MehreenMunsif
    @MehreenMunsif 7 місяців тому

    similarity_search gives 4 most similar texts? because I'm getting from 0th to 3rd index results when i query something.

  • @chukiatsakjirapapong933
    @chukiatsakjirapapong933 5 місяців тому

    Hi bro, Great Video. Hope to see next!

  • @EulerKernighan
    @EulerKernighan 7 місяців тому

    Hi Ryan, you have now idea how this video of yours was good for me. I really appreciate it. Do you know how I can replace the OpenAI stuff and Jan AI (Jan is an offline AI thing that you can download to your computer and remove the dependency from cloud providers/service/internet connection. Thanks again! Keep the good stuff coming! btw, who would say Metallica would help learning AI, huh? LOL

    • @RyanAndMattDataScience
      @RyanAndMattDataScience  7 місяців тому +1

      Haha glad you like the Metallica. I haven’t heard of jan AI but maybe something to look at in the future. I’m about to crush out a series on dbt so will look after

    • @EulerKernighan
      @EulerKernighan 7 місяців тому

      @@RyanAndMattDataScience tagged along! Can't wait to learn more stuff!

  • @davidtindell950
    @davidtindell950 3 місяці тому +1

    New Subscriber !

  • @MehreenMunsif
    @MehreenMunsif 7 місяців тому

    I don't understand the difference between query and retriever. Can someone help me understand this?

  • @rbcallaway
    @rbcallaway Місяць тому

    Great video. I'm dying laughing that you called "PRIME-us" "prim-us" and then said they you guys actually did the same wasabi hazing as Metallica... back at math camp.

  • @ralphanthony5198
    @ralphanthony5198 5 місяців тому

    Great video! Good job. Love Metallica as well!!!

  • @pavankumartalari387
    @pavankumartalari387 8 місяців тому

    Small Doubt did you pay for OPENAI api key ? Because I have not paid it .
    If we pay only we would able to use the Embedding models ?

    • @RyanAndMattDataScience
      @RyanAndMattDataScience  8 місяців тому

      I didn’t pay when I made this video. I had to pay last week for gpt vision

    • @pavankumartalari387
      @pavankumartalari387 8 місяців тому

      @@RyanAndMattDataScience thank you so much, learnt a lot from this video.

  • @senthilbalajiganesan
    @senthilbalajiganesan 8 місяців тому

    Hey bro, this is an amazing tutorial, it would be great if you share the code link