Modern Reinforcement Learning Deep Q Learning in PyTorch


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Torrent Hash : 99EF61813AC987AD003D48D82FD91F1AA9098F2C
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Torrent Size : 2.36 GB


Modern Reinforcement Learning Deep Q Learning in PyTorch
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Torrent File Content (87 files)


Modern Reinforcement Learning- Deep Q Learning in PyTorch
    04 Human Level Control Through Deep Reinforcement Learning From Paper to Code
          018 Analyzing the Paper.mp4 -
279.17 MB

     Visit Coursedrive.org.url -
124 bytes

     ReadMe.txt -
220 bytes

     Visit Coursedrive.org.url -
124 bytes

    01 Introduction
          001 What You Will Learn In This Course.en.srt -
7.12 KB

          001 What You Will Learn In This Course.mp4 -
29.02 MB

          002 Required Background software and hardware.en.srt -
5.69 KB

          002 Required Background software and hardware.mp4 -
23.68 MB

          003 How to Succeed in this Course.en.srt -
8.24 KB

          003 How to Succeed in this Course.mp4 -
105.19 MB

    02 Fundamentals of Reinforcement Learning
          004 Agents Environments and Actions.en.srt -
13.48 KB

          004 Agents Environments and Actions.mp4 -
57.77 MB

          005 Markov Decision Processes.en.srt -
16.2 KB

          005 Markov Decision Processes.mp4 -
60.48 MB

          006 Value Functions Action Value Functions and the Bellman Equation.en.srt -
12.16 KB

          006 Value Functions Action Value Functions and the Bellman Equation.mp4 -
47.17 MB

          007 Model Free vs. Model Based Learning.en.srt -
5.34 KB

          007 Model Free vs. Model Based Learning.mp4 -
25.29 MB

          008 The Explore-Exploit Dilemma.en.srt -
8.04 KB

          008 The Explore-Exploit Dilemma.mp4 -
37.87 MB

          009 Temporal Difference Learning.en.srt -
23.4 KB

          009 Temporal Difference Learning.mp4 -
129.49 MB

    03 Deep Learning Crash Course
          010 Dealing with Continuous State Spaces with Deep Neural Networks.en.srt -
24.28 KB

          010 Dealing with Continuous State Spaces with Deep Neural Networks.mp4 -
105.27 MB

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

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

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

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

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

          013 Naive Deep Q Learning in Code Step 3 - Coding the Main Loop and Learning.mp4 -
45.75 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 -
18.73 MB

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

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

          016 Dealing with Screen Images with Convolutional Neural Networks.en.srt -
5.87 KB

          016 Dealing with Screen Images with Convolutional Neural Networks.mp4 -
19.76 MB

    04 Human Level Control Through Deep Reinforcement Learning From Paper to Code
          017 How to Read Deep Learning Papers.en.srt -
11.54 KB

          017 How to Read Deep Learning Papers.mp4 -
49.72 MB

          018 Analyzing the Paper.en.srt -
31.69 KB

     ReadMe.txt -
220 bytes

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

          019 How to Modify the OpenAI Gym Atari Environments.mp4 -
81.79 MB

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

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

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

          021 How to Stack the Preprocessed Atari Screen Images.mp4 -
24.53 MB

          022 How to Combine All the Changes.en.srt -
1.41 KB

          022 How to Combine All the Changes.mp4 -
9.23 MB

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

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



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