Chatbot with RAG, using LangChain, OpenAI, and Groq

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  • Опубліковано 1 жов 2024
  • In this video, I will guide you on how to build a chatbot using Retrieval Augmented Generation (RAG) from scratch. We will use OpenAI's gpt-3.5-turbo LLM, which we will implement through LangChain's ChatOpenAI class. Furthermore, we will use OpenAI's text-embedding-3-small for embedding and the Qdrant vector database as our knowledge base. I hope you like it; there's a little surprise waiting for you at the end of the video!
    - Notebook: github.com/inf...
    - Dataset: huggingface.co...

КОМЕНТАРІ • 38

  • @HollyVolks
    @HollyVolks 6 місяців тому +7

    It's just insane how much you've been contributing to my studies on agents, your content is incredibly rich! Thank you sir.

  • @EdmundDwight-i8o
    @EdmundDwight-i8o 29 днів тому

    Jackson Maria Williams Kenneth Clark Jeffrey

  • @limebulls
    @limebulls 3 місяці тому

    Can't follow you, the pynb seems confusing :/

  • @lexflex9518
    @lexflex9518 3 місяці тому

    I seem to have explained it, but in reality it’s still difficult to create it yourself

  • @VincentFulco
    @VincentFulco 6 місяців тому +2

    groq all the things, thank you!

  • @vikramsuriyanarayanan4640
    @vikramsuriyanarayanan4640 4 дні тому

    Hi ,
    what is the "Qdrant Url " and where can I get it ?

  • @umaisimran4383
    @umaisimran4383 Місяць тому

    after creating this chat bot can we add it in our website to generate result that we want?

  • @user-FedorVorobyev
    @user-FedorVorobyev 3 місяці тому

    The good thing is that you will be using OpenAI's text-embedding-3-small for embedding and Qdrant's vector database as your knowledge base.

  • @ИгорьПобедитель-ц2г
    @ИгорьПобедитель-ц2г 3 місяці тому

    Artificial intelligence is a new era

  • @RohitChaudhari-ym3zx
    @RohitChaudhari-ym3zx 3 місяці тому

    but openapi key we can only 60 prompt then its restricted that could not work

    • @krishnanarendra19
      @krishnanarendra19 3 місяці тому

      so how to extend the numbers of prompt im still a newbie so maybe we can discuss about it

  • @JRs_Owners
    @JRs_Owners 3 місяці тому

    Useful video. Of course, I’m not entirely versed in this topic, but it will certainly be useful to someone❤

  • @mystreetlifting76
    @mystreetlifting76 3 місяці тому

    If such knowledge was in my head, then I wouldn’t have to climb channels in search of information))

  • @cooperanderson8651
    @cooperanderson8651 3 місяці тому

    A fairly new and unusual industry for making money from development. It was interesting to listen. Thank you.

  • @KidsPlanetOfficialChannel
    @KidsPlanetOfficialChannel 3 місяці тому

    I agree that OpenAI helps a lot in our lives. I also use it in my work and so far I like it. Thanks for the information!

  • @Habib20144
    @Habib20144 3 місяці тому

    This video is so much knowledgeable. I really learnt alot

  • @lenakulif1785
    @lenakulif1785 3 місяці тому

    it will be useful for many to familiarize themselves and understand this topic

  • @piccardimassimo
    @piccardimassimo 6 місяців тому +2

    Thanks heaps! Concise, elegant and to the point.

  • @ghezalahmad
    @ghezalahmad 4 місяці тому +1

    Thank you but I have large dataset, how to do it?

    • @daniel_romero
      @daniel_romero 4 місяці тому

      In practice, I would do it in batches.
      I did this in a project with approximately 4 million registers/points (vectors).

  • @АндрійСирота-я9и
    @АндрійСирота-я9и 3 місяці тому

    Now chat bots are the best friends of bloggers and other people.

  • @tolasnisar2494
    @tolasnisar2494 3 місяці тому

    You said a lot of useful information, thanks for this video.

  • @user-olena_shatun
    @user-olena_shatun 3 місяці тому

    I am sure that your video will become a useful tool for specialists and others.

  • @fernandogamdev
    @fernandogamdev 6 місяців тому +1

    Impressively powerful!

  • @matheuspetrato3837
    @matheuspetrato3837 5 місяців тому

    Daniel, já tinha visto um video seu no seu canal e fico feliz em ver você produzindo conteúdo em inglês também, o conteúdo está me ajudando muito na criação do meu saas. Muito obrigado e parabéns!!

  • @KindSanya
    @KindSanya 3 місяці тому

    Nowadays there are a lot of bots that we don’t know and want to learn, it’s good that there are your videos that help us with this

  • @GrecoFPV
    @GrecoFPV 5 місяців тому

    can we do this supabase ?

  • @vijayanvinayagam1344
    @vijayanvinayagam1344 5 місяців тому

    I see the Code integrated with mistral model only. i dont see groq integrating with openai model to chat.
    Did i miss anything ??

    • @daniel_romero
      @daniel_romero 5 місяців тому

      Hi! Groq is only used as an alternative to using OpenAI and not for integration.

    • @amitabhkumar2302
      @amitabhkumar2302 4 місяці тому

      @@daniel_romero is Open AI gpt 4 subscription needed to follow along

  • @Alkotas25
    @Alkotas25 6 місяців тому

    hi, thx this video! isbit possible to use qrog with openAi gpt modells?

    • @daniel_romero
      @daniel_romero 6 місяців тому

      Yes, in many ways.

    • @daniel_romero
      @daniel_romero 5 місяців тому

      In an LLM application, you can combine part of the behavior using OpenaAI for some specific task and the rest with Groq. For example, I can use OpenAI embedding models and inference to generate responses for users with Groq.

  • @kai-hsichao8025
    @kai-hsichao8025 5 місяців тому

    any groq?

    • @kai-hsichao8025
      @kai-hsichao8025 5 місяців тому

      I mean any sample to use with pgvector

  • @DohertyBarret
    @DohertyBarret 26 днів тому

    23329 Gerhold Trace