Projects · Reinforcement Learning & Behavioural Cloning

Analyzed a real-world robotics demonstration dataset for connector insertion in cable assembly. Performed time-series preprocessing, value estimation (discounted returns), and visual analytics of human search strategies. Trained a Behavioural Cloning model (Keras) to imitate expert actions from state signals (pose, wrench, twist) for safer and faster policy initialization.