Fantastic RAGs

Overview

Fantastic RAGs is an AI-powered chatbot that uses Retrieval-Augmented Generation (RAG) to answer user queries about magical creatures from the Fantastic Beasts universe. Leveraging large language models and vector search, it provides context-aware and lore-accurate responses in natural language.

Response RAG chatbot

Question 1

Question 2

Question 3

Question 4

Question 5

Question 6

Technologies Used

• Python
• LangChain
• FAISS
• microsoft/Phi-4-mini-instruct
• BAAI/bge-m3
• Streamlit

Vector Store Creation

This notebook demonstrates how to create a FAISS vector store from the Fantastic Beasts knowledge base. Vector embeddings are generated using the BAAI/bge-m3 model for efficient semantic search capabilities.