Build a RAG Evaluation Tool and Python Library

Ғылым және технология

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/
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#rag #ai #chatbot

Пікірлер: 14

  • @yusufersayyem7242
    @yusufersayyem724224 күн бұрын

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

  • @AIAnytime

    @AIAnytime

    24 күн бұрын

    Thank you sir 🙏

  • @sumankalyanghosh4838
    @sumankalyanghosh483824 күн бұрын

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

  • @AIAnytime

    @AIAnytime

    24 күн бұрын

    Let me check.

  • @sumankalyanghosh4838

    @sumankalyanghosh4838

    23 күн бұрын

    @@AIAnytime is it fixed?

  • @Vedhar2104
    @Vedhar210424 күн бұрын

    can you create videos in azure with llm

  • @AIAnytime

    @AIAnytime

    24 күн бұрын

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

  • @rustik_tak
    @rustik_tak24 күн бұрын

    where is code with streamlit?

  • @AIAnytime

    @AIAnytime

    24 күн бұрын

    Updated in the same GitHub repo

  • @sauravmohanty3946
    @sauravmohanty394624 күн бұрын

    streamlit code ?

  • @AIAnytime

    @AIAnytime

    24 күн бұрын

    Updated in the same GitHub repo.

  • @NathanChambers
    @NathanChambers13 күн бұрын

    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.

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