Project ideas

End-to-end projects worth building, each with the flow, the stack, the steps and the interview story it earns you.

• Agentic Financial Research Assistant + Chat-with-SQL — An analyst asks a question; an agent retrieves, self-checks, extracts 24 financial metrics, and can also answer database questions in plain English.
• Support Desk AI — Hybrid MLOps + LLMOps Routing — A cheap sub-10ms classifier answers easy tickets; only the hard ones escalate to an LLM — cutting token cost 70%.
• Estimates Data Extractor — Document Intelligence — Upload a messy broker PDF/Word report; get a clean, analyst-ready Excel of revenue, EPS, EBITDA and target price.
• Open-Source LLM Fine-Tuning (PEFT / LoRA / QLoRA) — Freeze a base model, train tiny adapters on a domain dataset, and lift task accuracy from 70% to 91%.
• Bharat Intelligence — Real-time Market Intelligence Agent — A production LangGraph agent that answers Indian-market questions through a cache → SQL → RAG → LLM chain, with citations and compliance guardrails.