Build a RAG Evaluation Tool and Python Library

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  • Опубликовано: 20 май 2024
  • Welcome to my tutorial on how to build a Retrieval-Augmented Generation (RAG) Evaluation Tool and Python Library! In this video, I will guide you through the process of creating a comprehensive evaluation tool for RAG systems, complete with various metrics to assess the quality of generated text.
    What You'll Learn:
    ✅ Setting up the project structure
    ✅ Implementing evaluation metrics such as BLEU, ROUGE, BERT Score, Perplexity, Diversity, and Racial Bias
    ✅ Creating a Python library that can be easily installed and used
    ✅ Writing test cases to ensure the robustness of the tool
    ✅ Packaging and publishing the library to PyPI
    By the end of this tutorial, you'll have a powerful evaluation tool to enhance the performance and reliability of your RAG systems.
    If you found this tutorial helpful, please give it a thumbs up, leave a comment, and subscribe to my channel for more videos on AI and machine learning. Don't forget to hit the bell icon to get notified of new uploads!
    GitHub: github.com/AIAnytime/rag-eval...
    Library: pypi.org/project/rag-evaluator/
    Join this channel to get access to perks:
    / @aianytime
    To further support the channel, you can contribute via the following methods:
    Bitcoin Address: 32zhmo5T9jvu8gJDGW3LTuKBM1KPMHoCsW
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    #rag #ai #chatbot
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Комментарии • 14

  • @yusufersayyem7242
    @yusufersayyem7242 Месяц назад +5

    AI anytime channel "is all you need" 🙂
    Thank you so much ❤

    • @AIAnytime
      @AIAnytime  Месяц назад +1

      Thank you sir 🙏

  • @sumankalyanghosh4838
    @sumankalyanghosh4838 Месяц назад +1

    ERROR: Could not find a version that satisfies the requirement rag-evaluator (from versions: none)
    ERROR: No matching distribution found for rag-evaluator

  • @Vedhar2104
    @Vedhar2104 Месяц назад

    can you create videos in azure with llm

    • @AIAnytime
      @AIAnytime  Месяц назад

      I already have 2-3 videos for Azure OpenAI. Check RAG playlist.

  • @rustik_tak
    @rustik_tak Месяц назад

    where is code with streamlit?

    • @AIAnytime
      @AIAnytime  Месяц назад

      Updated in the same GitHub repo

  • @sauravmohanty3946
    @sauravmohanty3946 Месяц назад

    streamlit code ?

    • @AIAnytime
      @AIAnytime  Месяц назад

      Updated in the same GitHub repo.

  • @NathanChambers
    @NathanChambers Месяц назад

    The 1st 10 minutes of the video could have been 10-15 seconds. I guess you really like to pad your user watch time. :/ But for me, I comment and leave after all the fake video padding.