Hybrid DDQN + A* agent for autonomous search and rescue in partially observable environments.
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Dec 20, 2025 - Python
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gymanasium
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Vision-based autonomous racing system comparing PPO, DQN, and GAIL with custom reward shaping across CarRacing-v3 and TORCS simulators
reinforcement-learning computer-vision robotics dqn torcs deep-q-network f1 imitation-learning proximal-policy-optimization ppo torcs-env gail columbia-university reward-shaping autonomous-racing generative-adversarial-imitation-learning gymanasium
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Dec 15, 2025 - Python
A Master Project implementing a Deep Reinforcement Learning (DDPG) agent for transaction-cost-aware option hedging. Features Behavioral Cloning for a "warm start" and is backtested on real-world SPY ETF data.
python options reinforcement-learning deep-reinforcement-learning pytorch behavioral-cloning quantitative-finance ddpg actor-critic black-scholes financial-engineering deep-deterministic-policy-gradient derivatives-pricing yfinance machine-learning-in-finance deep-hedging gymanasium algorithmic-trading-dotnet options-trading-bot algorithmic-trade
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Aug 2, 2026 - Jupyter Notebook
Standalone Gym-style wrapper for CityFlow traffic signal control.
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May 20, 2026 - Python
An observability-first reinforcement-learning training & benchmarking library, built on PyTorch and Gymnasium.
reinforcement-learning dashboard pytorch dqn observability sac ppo reinforcement-learning-library gymanasium
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Jun 24, 2026 - Python
A reinforcement learning project that trains DQN and PPO agents to trade SPY using technical indicators and portfolio data. Built with Python, Gymnasium, Stable-Baselines3, PyTorch, yfinance, pandas, and scikit-learn, it compares the agents against traditional trading strategies and evaluates them using financial performance metrics.
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Jun 19, 2026 - Python
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