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ML/AI - Reinforcement Learning & Q-Learning

Have you ever thought about understanding the basic concepts of Machine Learning & AI by doing some simple hands-on activities. In this course, we will focus on solving problem using Value Iteration.

Course curriculum

1. Overview
2. Prerequisites
3. Issue with Value Iteration
4. Learning with experience
5. Discuss about Episode
6. Discuss about Queue (table)
7. Q-table
8. Challenge answer
9. Populate other values
10. Update cell logic
11. Challenge problem
12. Columns and Rows representation
13. Challenge answer
1. Recap
2. Agent learning process
3. Remembering experience
4. Test your understanding
5. Challenge answer
6. Test your understanding
7. Challenge answer
8. General Idea
9. Congratulations on completing this course!

About this course

$295.00
22 lessons
1 hour of video content

What others are saying about this course

Reinforcement Learning & Q-Learning Review

Stanley Wang

Very informative as always!

Very informative as always!

A suggestion for improvement

Thurston Bandala

Because Q-learning is a form of MDP, maybe combining both modules might be beneficial

Because Q-learning is a form of MDP, maybe combining both modules might be beneficial

A little unclear on determining rewards

Bao Nguyen

The only part I'm slightly confused on is determining rewards because it sounds very arbitrary to me through the course explanations. Perhaps including some ...

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The only part I'm slightly confused on is determining rewards because it sounds very arbitrary to me through the course explanations. Perhaps including some methods (in a reasonable manner if any exist) that modern AI programs or researchers use to determine the specific reward value would help. Otherwise, I liked and understood everything else!

A nice, simple, laidback course but maybe too simple(?)

Daniel Kim

I think the course overall was a nice 'break' after a rather challenging previous course. It was nice and laid back but the only thing would be that the cha...

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I think the course overall was a nice 'break' after a rather challenging previous course. It was nice and laid back but the only thing would be that the challenge problems are basically the same and maybe a little repetitive since it does ask the same thing a couple times