Ferris GPT
This app enables AI-powered search for Tim Ferris podcast.
Dataset
Transcripts here - https://tim.blog/category/the-tim-ferriss-show-transcripts/
All steps outlined in -
scripts/make_index.ipynb
TO DO: Add 1-151 -
https://tim.blog/2018/09/20/all-transcripts-from-the-tim-ferriss-show/?utm_source=redirect&utm_medium=redirect&utm_campaign=redirect
Search
Use Langchain VectorDBQAChain to -
- Embed the user query
- Perform similarity search on Pinecone embeddings
- Synthesize the answer from relevant chunks with
GPT 3.5
Search
Relevant chunks with metadata (links) are displayed as source documents.
This builds on the excellent UI from https://github.com/mckaywrigley/wait-but-why-gpt.
Deploy
Deploy to Fly.io.
Credits
Thanks to Mckay Wrigley for open-sourcing his UI.
Thanks to Tim Ferris for the excellent podcast and transcripts.
Local testing
yarn dev
Contact
If you have any questions, feel free to reach out to me on Twitter!