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How to Build an LLM-powered QA bot

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Building a RAG Slack app for DataTalks.Club courses - Alex Litvinov

About the event

We’ll discuss basic Retrieval Augmented Generation applications and then dive into the implementation details of the ZoomcampQABot. This LLM-powered chatbot is integrated into the Slack channels of all three DatatalksClub courses: ML Zoomcamp, Data Engineering Zoomcamp, and MLOps Zoomcamp. It assists participants with queries related to the course or helps them solve problems encountered during their studies.

Outline:

  • Basic Retrieval Augmented Generation (RAG)

  • ZoomcampQABot Implementation Details

  • Evolution, Challenges, and Lessons Learned

  • Potential Improvements

About the speaker:

Alex is an experienced Software Engineer with a background in bioinformatics, dedicated to the Healthcare and Life Sciences sector throughout his career. He is also deeply interested in everything related to ML/AI, with a recent focus on GenAI-related topics.

Zoomcamp QA Bot repo: https://github.com/aaalexlit/faq-slack-bot

Resources that helped Alex to start with GenAI: https://bit.ly/genai-resources 

Links:

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