Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does DQN stand for?
π‘ Hint: Think about the combination of Q-Learning and deep learning.
Question 2
Easy
Name one key benefit of using neural networks in DQN.
π‘ Hint: Consider how traditional Q-Learning struggles with large inputs.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What does DQN primarily combine?
π‘ Hint: Focus on the components of DQN.
Question 2
True or False: Experience replay in DQNs allows the agent to store experiences and use them to stabilize learning.
π‘ Hint: Consider how learning might benefit from past information.
Solve 1 more question and get performance evaluation
Push your limits with challenges.
Question 1
Critically analyze the impact of size and quality of experience replay memory in DQNs. How does it affect learning?
π‘ Hint: Consider the balance between recent and diverse experiences.
Question 2
Devise modifications to the DQN architecture to handle a specific application's needs, such as continuous action spaces.
π‘ Hint: Think about how DQNs are structured and how they might adapt to different tasks.
Challenge and get performance evaluation