Build a Chatbot with LLM

A Beginner-Friendly Workshop with Python and AI

Live on 25. June 2024 | 09:00 - 17:00 CEST

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Become a chatbot builder in one day

This workshop is designed for people with no prior knowledge in generative AI, ML, or NLP. We’ll focus on building a chatbot using Python and Large Language Models (LLMs), utilizing the FAQs from DataTalks and club courses as our source of information.

What We’ll Do:

  • Extracting FAQs for the Knowledge Base: We’ll begin by extracting all questions and answers from Google Docs to form our knowledge base. This step involves organizing the data in a format suitable for the chatbot.
  • Indexing the Knowledge Base: After extraction, we’ll index this information. Indexing allows the chatbot to efficiently search through the knowledge base to find relevant answers.
  • Setting Up the Chatbot in a Jupyter Notebook: Our main activity will be setting up and programming the chatbot in a Jupyter notebook. This will include basic Python coding and understanding how to interface with LLMs.
  • Integrating LLMs with RAG: We will integrate LLMs using Retrieval-Augmented Generation (RAG) to enable the chatbot to provide accurate answers. RAG will enhance the chatbot’s ability to interpret questions and retrieve the correct information from the knowledge base.

Get to Know Our Experts

Alexey Grigoryev - DataTalks.Club

Alexey runs DataTalks.Club — a community of 25,000+ data enthusiasts. Alexey likes teaching, and he wrote a few books about machine learning. One of them is Machine Learning Bookcamp — a book for software developers.

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