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Modern Reinforcement Learning Deep Learning in PyTorch

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Modern Reinforcement Learning- Deep Q Learning in PyTorch

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Total Size

2.5 GB

Total Files

87

Last Seen

2025-07-17 23:39

Hash

99EF61813AC987AD003D48D82FD91F1AA9098F2C

/.../04 Human Level Control Through Deep Reinforcement Learning From Paper to Code/

018 Analyzing the Paper.mp4

292.7 MB

017 How to Read Deep Learning Papers.en.srt

11.8 KB

017 How to Read Deep Learning Papers.mp4

52.1 MB

018 Analyzing the Paper.en.srt

32.4 KB

019 How to Modify the OpenAI Gym Atari Environments.en.srt

19.4 KB

019 How to Modify the OpenAI Gym Atari Environments.mp4

85.8 MB

020 How to Preprocess the OpenAI Gym Atari Screen Images.en.srt

1.7 KB

020 How to Preprocess the OpenAI Gym Atari Screen Images.mp4

19.5 MB

021 How to Stack the Preprocessed Atari Screen Images.en.srt

2.2 KB

021 How to Stack the Preprocessed Atari Screen Images.mp4

25.7 MB

022 How to Combine All the Changes.en.srt

1.4 KB

022 How to Combine All the Changes.mp4

9.7 MB

023 How to Add Reward Clipping Fire First and No Ops.en.srt

4.9 KB

023 How to Add Reward Clipping Fire First and No Ops.mp4

32.1 MB

024 How to Code the Agents Memory.en.srt

12.5 KB

024 How to Code the Agents Memory.mp4

64.4 MB

025 How to Code the Deep Q Network.en.srt

11.7 KB

025 How to Code the Deep Q Network.mp4

69.7 MB

026 Coding the Deep Q Agent Step 1 - Coding the Constructor.en.srt

7.5 KB

026 Coding the Deep Q Agent Step 1 - Coding the Constructor.mp4

41.7 MB

027 Coding the Deep Q Agent Step 2 - Epsilon-Greedy Action Selection.en.srt

2.3 KB

027 Coding the Deep Q Agent Step 2 - Epsilon-Greedy Action Selection.mp4

16.0 MB

028 Coding the Deep Q Agent Step 3 - Memory Model Saving and Network Copying.en.srt

3.0 KB

028 Coding the Deep Q Agent Step 3 - Memory Model Saving and Network Copying.mp4

32.6 MB

029 Coding the Deep Q Agent Step 4 - The Agents Learn Function.en.srt

9.7 KB

029 Coding the Deep Q Agent Step 4 - The Agents Learn Function.mp4

39.8 MB

030 Coding the Deep Q Agent Step 5 - The Main Loop and Analyzing the Performance.en.srt

14.9 KB

030 Coding the Deep Q Agent Step 5 - The Main Loop and Analyzing the Performance.mp4

76.5 MB

external-assets-links.txt

0.2 KB

/

Visit Coursedrive.org.url

0.1 KB

ReadMe.txt

0.2 KB

/Modern Reinforcement Learning- Deep Q Learning in PyTorch/

ReadMe.txt

0.2 KB

Visit Coursedrive.org.url

0.1 KB

/01 Introduction/

001 What You Will Learn In This Course.en.srt

7.3 KB

001 What You Will Learn In This Course.mp4

30.4 MB

002 Required Background software and hardware.en.srt

5.8 KB

002 Required Background software and hardware.mp4

24.8 MB

003 How to Succeed in this Course.en.srt

8.4 KB

003 How to Succeed in this Course.mp4

110.3 MB

/.../02 Fundamentals of Reinforcement Learning/

004 Agents Environments and Actions.en.srt

13.8 KB

004 Agents Environments and Actions.mp4

60.6 MB

005 Markov Decision Processes.en.srt

16.6 KB

005 Markov Decision Processes.mp4

63.4 MB

006 Value Functions Action Value Functions and the Bellman Equation.en.srt

12.5 KB

006 Value Functions Action Value Functions and the Bellman Equation.mp4

49.5 MB

007 Model Free vs. Model Based Learning.en.srt

5.5 KB

007 Model Free vs. Model Based Learning.mp4

26.5 MB

008 The Explore-Exploit Dilemma.en.srt

8.2 KB

008 The Explore-Exploit Dilemma.mp4

39.7 MB

009 Temporal Difference Learning.en.srt

24.0 KB

009 Temporal Difference Learning.mp4

135.8 MB

/.../03 Deep Learning Crash Course/

010 Dealing with Continuous State Spaces with Deep Neural Networks.en.srt

24.9 KB

010 Dealing with Continuous State Spaces with Deep Neural Networks.mp4

110.4 MB

011 Naive Deep Q Learning in Code Step 1 - Coding the Deep Q Network.en.srt

8.9 KB

011 Naive Deep Q Learning in Code Step 1 - Coding the Deep Q Network.mp4

46.3 MB

012 Naive Deep Q Learning in Code Step 2 - Coding the Agent Class.en.srt

9.4 KB

012 Naive Deep Q Learning in Code Step 2 - Coding the Agent Class.mp4

63.1 MB

013 Naive Deep Q Learning in Code Step 3 - Coding the Main Loop and Learning.en.srt

6.4 KB

013 Naive Deep Q Learning in Code Step 3 - Coding the Main Loop and Learning.mp4

48.0 MB

014 Naive Deep Q Learning in Code Step 4 - Verifying the Functionality of Our Code.en.srt

1.7 KB

014 Naive Deep Q Learning in Code Step 4 - Verifying the Functionality of Our Code.mp4

19.6 MB

015 Naive Deep Q Learning in Code Step 5 - Analyzing Our Agents Performance.en.srt

4.5 KB

015 Naive Deep Q Learning in Code Step 5 - Analyzing Our Agents Performance.mp4

19.8 MB

016 Dealing with Screen Images with Convolutional Neural Networks.en.srt

6.0 KB

016 Dealing with Screen Images with Convolutional Neural Networks.mp4

20.7 MB

/.../05 Deep Reinforcement Learning with Double Q Learning/

031 Analyzing the Paper.en.srt

24.2 KB

031 Analyzing the Paper.mp4

191.5 MB

032 Coding the Double Q Learning Agent and Analyzing Performance.en.srt

9.9 KB

032 Coding the Double Q Learning Agent and Analyzing Performance.mp4

61.1 MB

external-assets-links.txt

0.1 KB

/.../06 Dueling Network Architectures for Deep Reinforcement Learning/

033 Analyzing the Paper.en.srt

21.3 KB

033 Analyzing the Paper.mp4

140.5 MB

034 Coding the Dueling Deep Q Network.en.srt

4.8 KB

034 Coding the Dueling Deep Q Network.mp4

24.7 MB

035 Coding the Dueling Deep Q Learning Agent and Analyzing Performance.en.srt

13.3 KB

035 Coding the Dueling Deep Q Learning Agent and Analyzing Performance.mp4

74.0 MB

036 Coding the Dueling Double Deep Q Learning Agent and Analyzing Performance.en.srt

7.1 KB

036 Coding the Dueling Double Deep Q Learning Agent and Analyzing Performance.mp4

39.1 MB

external-assets-links.txt

0.1 KB

/.../07 Improving On Our Solutions/

037 Implementing a Command Line Interface for Rapid Model Testing.en.srt

14.8 KB

037 Implementing a Command Line Interface for Rapid Model Testing.mp4

59.9 MB

038 Consolidating Our Code Base for Maximum Extensability.en.srt

20.1 KB

038 Consolidating Our Code Base for Maximum Extensability.mp4

176.9 MB

/08 Conclusion/

039 Summarizing What Weve Learned.en.srt

7.5 KB

039 Summarizing What Weve Learned.mp4

37.2 MB

/.../09 Bonus Lecture/

040 Bonus Video Where to Go From Here.en.srt

1.9 KB

040 Bonus Video Where to Go From Here.mp4

6.2 MB

 

Total files 87


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