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Types of Machine Learning and Reinforcement Learning Basics

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Types of Machine Learning and Reinforcement Learning Basics

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Questions and Answers

What are the types of machine learning discussed in the text?

Supervised learning, Unsupervised learning, Reinforcement learning

Name some examples of recent advances in Reinforcement Learning.

Atari Game Player, Alpha Go

Differentiate between Reinforcement and Supervised Learning.

Reinforcement Learning learns through trial and error with a reward system, while Supervised Learning learns from labeled data.

What is one of the challenges of Reinforcement learning?

Balancing exploration and exploitation Signup and view all the answers

Which representation is used in Agent state representation?

Markov Decision Process (MDP) Signup and view all the answers

What are the three main types of machine learning discussed in the text?

Supervised learning, Unsupervised learning, Reinforcement learning Signup and view all the answers

What is the Bellman Equation related to in Reinforcement learning?

Elements of Reinforcement learning Signup and view all the answers

Name one recent advance in Reinforcement Learning mentioned in the text.

Atari Game Player Signup and view all the answers

What is the main difference between Reinforcement Learning and Supervised Learning?

Reinforcement Learning learns through trial and error with rewards, while Supervised Learning learns from labeled data. Signup and view all the answers

What is one challenge of Reinforcement learning?

Exploration vs. Exploitation trade-off Signup and view all the answers

What is the acronym for Markov Decision Process in Agent state representation?

MDP Signup and view all the answers

Name one method used in Model-free Control in Reinforcement learning.

Q-Learning Signup and view all the answers

What type of learning involves Value Function Approximation?

Model-free learning Signup and view all the answers

What is the integration of Planning with Learning called in Reinforcement learning?

Model-based RL Signup and view all the answers