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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the primary focus of policy gradient methods?
π‘ Hint: Think about the difference between value and policy.
Question 2
Easy
Explain how A2C combines the roles of actor and critic.
π‘ Hint: Consider how each component supports the learning process.
Practice 2 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What do policy gradient methods primarily optimize?
π‘ Hint: Think about the word 'policy' in the methods' name.
Question 2
True or False: Value-Based Methods are always superior to Policy-Based Methods.
π‘ Hint: Consider situations with complex action spaces.
Solve and get performance evaluation
Push your limits with challenges.
Question 1
Design an outlined approach for implementing A2C. What specific challenges would you anticipate while tuning the model?
π‘ Hint: Think about the interaction between the actor and critic.
Question 2
Compare and contrast PPO and TRPO. When might one be favored over the other?
π‘ Hint: Consider ease of implementation versus stability constraints.
Challenge and get performance evaluation