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Deep Learning & Machine Learning

Deep Learning for Everyone - Deep Reinforcement Learning

In the second season of Professor Kim Seong-hun's "Deep Learning for All" course from Hong Kong University of Science and Technology, we will learn about "reinforcement learning."

(5.0) 108 reviews

10,686 learners

  • Sung Kim
Deep Learning(DL)
Reinforcement Learning(RL)

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What you will learn!

  • Reinforcement Learning

  • TensorFlow

1. Course Introduction

This Reinforcement Learning course is the second in the "Deep Learning for All" series by Professor Sunghoon Kim of the Hong Kong University of Science and Technology. It precedes the Basic Machine Learning and Deep Learning courses . The course will be updated gradually, with one lecture per week.

Watching the match between AlphaGo and Lee Sedol, I've come to believe that machine learning, with sufficient data, can surpass or even surpass the intuition and decision-making abilities that humans are known to excel at. As Professor Andrew Ng has said, in this day and age, understanding and mastering machine learning effectively would be a true "superpower."

We've prepared video lectures to help more people understand machine learning and deep learning and use these powerful tools to solve their own problems. Furthermore, we've gone beyond the theoretical aspects and included practical implementations using TensorFlow, Google's recently released open-source machine learning framework. We've strived to make these machine learning and deep learning courses accessible to anyone without prior knowledge of mathematics or computer science.

2. Helpful people

  • Anyone interested in artificial intelligence
  • For those who want to understand the concepts of machine learning and deep learning
  • Anyone who wants to try implementing the machine learning engine directly
  • Those who have taken the previous basic machine learning and deep learning courses
  • Anyone interested in reinforcement learning

3. References

This video was created while studying on the Internet and other sources, and I used a lot of the materials below.

4. Introduction of knowledge sharers

Kim Seong-hun
I'm studying computer science at the Hong Kong University of Science and Technology. If you have any comments about the videos or lectures, please email me at hunkim+ml@gmail.com.

Recommended for
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Who is this course right for?

  • Anyone interested in artificial intelligence

  • For those who want to understand the concepts of machine learning and deep learning

  • Anyone who wants to try implementing machine learning directly

  • Those who have taken the previous basic machine learning and deep learning courses

  • Anyone interested in reinforcement learning

Hello
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Curriculum

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18 lectures ∙ (3hr 46min)

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108 reviews

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108 reviews

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