Using Demonstrations For Reward Shaping Imitation Learning

# Using Demonstrations For Reward Shaping (Imitation Learning) Imagine teaching a robot to navigate a complex environment. Traditional Reinforcement Learning (RL) relies on trial and error, which can be incredibly time-consuming and inefficient. What if you could accelerate the learning process by showing the robot how to do it first? That's where *reward shaping using demonstrations*, also known as *imitation learning*, comes in. This technique leverages expert demonstrations to guide the lear