AI & MACHINE LEARNING
College FAQ AI Assistant
Build a retrieval-based assistant that answers questions from college policies, course FAQs and notices.
LevelCollege / Intermediate
Duration4–6 Weeks
Components₹1,500–₹4,000 CodingHigh

Project overview
Build a retrieval-based assistant that answers questions from college policies, course FAQs and notices.
Build a retrieval-based assistant that answers questions from college policies, course FAQs and notices.
Components / materials required
✓Laptop
✓Python
✓LLM API or local model option
✓Embeddings/vector store
✓Sample policy documents
What the project demonstrates
✓Document ingestion
✓Semantic search
✓Grounded answers
✓Source citations
Suggested build plan
01
Knowledge prep
Organise FAQ/policy documents.
02
Retrieval
Create chunks and embeddings.
03
Answering
Ground responses in retrieved text.
04
Evaluation
Test factuality and unsupported answers.
Learning outcomes
✓Understand RAG basics
✓Build semantic search
✓Ground AI answers
✓Evaluate response quality
