Reinforcement Learning Quiz- April 2nd

What is the primary focus of Reinforcement Learning (RL)?

• Image Recognition

• Learning from Interactions

• Text Classification

• Unsupervised Learning

What distinguishes Deep Reinforcement Learning from traditional RL approaches?

• Use of Evolutionary Algorithms

• Integration with Deep Learning Techniques

• Emphasis on Semi-MDP

• Exclusively Model-Free Approach

In which application domain can Reinforcement Learning be used to train robots for tasks like grasping objects?

• Natural Language Processing

• Robotics

• Computer Vision

• Speech Recognition

Which Reinforcement Learning model assumes that the environment is fully observable?

• Semi-MDP

• Multi-Agent Reinforcement Learning

• Markov Decision Process (MDP)

• POMDP (Partially Observable MDP)

What is the Exploration vs. Exploitation trade-off in Reinforcement Learning?

• Balancing computational resources

• Balancing model uncertainty

• Balancing learning from experiences and maximizing known knowledge

• Balancing supervised and unsupervised learning