Autonomous Options Trading & Hedging with Deep RL
A MaskablePPO agent that trades and hedges NIFTY50 weekly straddles from a 69-feature option-Greeks state space — 93.75% win rate on 2025 out-of-sample data.
01 · domain
Agents that learn a policy from experience instead of following a hand-coded rule — applied to options trading, intraday execution, and V2V communication.
A MaskablePPO agent that trades and hedges NIFTY50 weekly straddles from a 69-feature option-Greeks state space — 93.75% win rate on 2025 out-of-sample data.
A custom Gym-compatible environment for training PPO agents on NIFTY/BANKNIFTY options, modeling transaction costs, slippage, and real intraday market hours to optimize risk-adjusted returns.
Applying reinforcement learning to balance latency and signal lifespan in V2V communication — improving real-time decision-making and coordination between vehicle platoons, and learning optimal signaling adaptively instead of relying on fixed rules.
02 · domain
Systems built around large language models as a reasoning and extraction engine, wrapped in structure — graphs, schemas, and guardrails — rather than a single raw prompt.
A self-correcting 7-node LangGraph agent that turns plain English into safe SQL, backed by RAG schema retrieval and a 9-layer anti-hallucination pipeline.
Converts unstructured meeting notes into structured, prioritized tasks with a chain-of-thought Gemini pipeline and a live drag-and-drop Kanban board.
03 · domain
Real-time detection and tracking applied to a physical-world safety problem.
An AI-powered system to detect lions near railway tracks in Sasangir, Gujarat, for accident prevention — using YOLOv5 and DeepSort for real-time video tracking, integrated with a Flask alert system for rangers and conservationists.
04 · domain
Django applications built around real operational workflows rather than AI — CRUD, roles, and reporting done cleanly.
A Django application for managing vendor profiles and purchase orders, with performance tracking across on-time delivery, quality rating, and fulfillment rate.
A Django platform with separate admin, doctor, and patient portals for running day-to-day hospital operations.