README.md

metadata

title: Lets Talk
emoji: 🐨
colorFrom: green
colorTo: blue
sdk: docker
pinned: false

Welcome to TheDataGuy Chat! 👋

This is a Q&A chatbot powered by TheDataGuy blog posts. Ask questions about topics covered in the blog, such as:

• RAGAS and RAG evaluation
• Building research agents
• Metric-driven development
• Data science best practices

How it works

Under the hood, this application uses:

1. Snowflake Arctic Embeddings: To convert text into vector representations
2. Qdrant Vector Database: To store and search for similar content
3. GPT-4o-mini: To generate helpful responses based on retrieved content
4. LangChain: For building the RAG workflow
5. Chainlit: For the chat interface

Sources

All answers are generated based on content from TheDataGuy blog. Sources are shown for each response so you can read more about the topic.

docker build -t lets-talk .
docker run -p 7860:7860 \
    --env-file ./.env \
    lets-talk

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference