How to Build a Full-Stack RAG Powered Smart Web Searching AI Tool using Tavily, Langchain & Mistral

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  • Опубліковано 8 бер 2024
  • In this video, we craft a full-stack application from the ground up, utilizing the Tavily Search API for fast, accurate, and RAG-optimized AI-enhanced search results. We also briefly discuss the integration of the Retrieval-Augmented Generation (RAG) technique and harness the power of the #mistral model as our Large Language Model (LLM) #llm , which runs on the #Groq LPU for unmatched processing speed and efficiency. The AI stacks are seamlessly orchestrated using the langchain Python package. #langchain
    Additionally, we will also develop a dynamic app featuring a Python #FastAPI backend and a #Reactjs frontend, all facilitated by the databutton online platform. The frontend is designed with the potential for further enhancements and expansion. This tutorial is presented as a demo app, with minimal video edits for clarity.
    Tavily - docs.tavily.com
    LangChain Tavily retreiver - python.langchain.com/docs/int...
    groq - wow.groq.com/about-us/
    mistral ai - mistral.ai
    Databutton - www.databutton.io
    Similar video - • Build your own RAG (re...
    Access to Databutton - Join here - databutton.typeform.com/to/GO...
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  • Наука та технологія

КОМЕНТАРІ • 14

  • @Avra_b
    @Avra_b  3 місяці тому

    Code - github.com/avrabyt/Web-Search-with-RAG/tree/main

    • @verifmobile597
      @verifmobile597 3 місяці тому +1

      Hi, great job, can you leave me your email to contact you.

    • @Avra_b
      @Avra_b  3 місяці тому

      @@verifmobile597thanks I appreciate :)

  • @PaddyBrennan-mx8hi
    @PaddyBrennan-mx8hi 2 місяці тому +1

    Love this - thank you ! Groq is insane ! Can you query your own docs using this ?

    • @Avra_b
      @Avra_b  Місяць тому

      Yes for sure !

  • @ritaverissimo1720
    @ritaverissimo1720 2 місяці тому +1

    Hi, does Data Button only work with Python in backend or can it be set to use Javascript for example? Thanks :)

    • @Avra_b
      @Avra_b  2 місяці тому

      Databutton uses Python as the backed . And react / JS as the frontend .

    • @ritaverissimo1720
      @ritaverissimo1720 2 місяці тому +1

      @@Avra_b Any chance you'll develop a javascript backend knowledge in your roadmap? ;)

    • @Avra_b
      @Avra_b  2 місяці тому

      I’m afraid not at present !

    • @ritaverissimo1720
      @ritaverissimo1720 2 місяці тому

      @@Avra_b Ok 😀

  • @user-yo8ik4kt7w
    @user-yo8ik4kt7w 3 місяці тому +1

    Api is open source?

    • @Avra_b
      @Avra_b  3 місяці тому +1

      Yes !

  • @oguzhanylmaz4586
    @oguzhanylmaz4586 Місяць тому

    Can it be run without internet?

    • @Avra_b
      @Avra_b  Місяць тому

      Unfortunately not