30.3.2.c. Reinforcement Learning

Try these first

1. 1.

   What are the four main components of reinforcement learning?

   Hint

   Think about the role each part plays.

2. 2.

   What does the agent do in reinforcement learning?

   Hint

   Focus on the agent's role.

3. 3.

   Which of the following is not a component of reinforcement learning?

   • Agent
   • Reward
   • Action
   • Algorithm

   Hint

   Remember the main components of RL.

4. 4.

   True or False: The policy in reinforcement learning defines the actions an agent will take.

   • True
   • False

   Hint

   Think about what guides the agent's behavior.

5. 5.

   Design a reinforcement learning algorithm for a robot tasked with navigating a dynamic environment with obstacles. Describe states, actions, rewards, and an outline of the learning algorithm.

   Hint

   Think about how to structure the feedback loop.

6. 6.

   Imagine a factory environment where robots learn to perform tasks autonomously using reinforcement learning. Discuss how you might implement a feedback mechanism to enhance learning outcomes.

   Hint

   Consider what types of feedback would be most beneficial for learning.