[Tutorialsplanet.NET] Udemy - Advanced AI Deep Reinforcement Learning in Python

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2.8 GB

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11/06/21 at 8:24pm GMT+1

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Verified by VeriPLUS

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Udemy - Advanced AI: Deep Reinforcement Learning in Python

This course is all about the application of deep learning and neural networks to reinforcement learning.

If you’ve taken my first reinforcement learning class, then you know that reinforcement learning is on the bleeding edge of what we can do with AI.

Specifically, the combination of deep learning with reinforcement learning has led to AlphaGo beating a world champion in the strategy game Go, it has led to self-driving cars, and it has led to machines that can play video games at a superhuman level.

Reinforcement learning has been around since the 70s but none of this has been possible until now.
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[Tutorialsplanet.NET] Udemy - Advanced AI Deep Reinforcement Learning in Python
1. Introduction and Logistics/1. Introduction and Outline.mp4 50.5 MB
1. Introduction and Logistics/1. Introduction and Outline.srt 11.3 KB
1. Introduction and Logistics/2. Where to get the Code.mp4 51.6 MB
1. Introduction and Logistics/2. Where to get the Code.srt 13.2 KB
1. Introduction and Logistics/2.1 Github Link.html 120 B
1. Introduction and Logistics/3. How to Succeed in this Course.mp4 43.8 MB
1. Introduction and Logistics/3. How to Succeed in this Course.srt 8.3 KB
1. Introduction and Logistics/4. Tensorflow or Theano - Your Choice!.mp4 18.9 MB
1. Introduction and Logistics/4. Tensorflow or Theano - Your Choice!.srt 5.4 KB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp4 24.5 MB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).srt 22.8 KB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp4 14.8 MB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).srt 13.3 KB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.mp4 78.3 MB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.srt 14.1 KB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.mp4 7.8 MB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. Python 2 vs Python 3.srt 6.1 KB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. Is Theano Dead.mp4 17.8 MB
10. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. Is Theano Dead.srt 12.9 KB
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp4 18.3 MB
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).srt 14.5 KB
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 0 B
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.srt 0 B
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4 29.3 MB
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).srt 16 KB
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4 37.6 MB
11. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).srt 23 KB
12. Appendix FAQ Finale/1. What is the Appendix.mp4 5.5 MB
12. Appendix FAQ Finale/1. What is the Appendix.srt 3.7 KB
12. Appendix FAQ Finale/2. BONUS.mp4 37.9 MB
12. Appendix FAQ Finale/2. BONUS.srt 7.9 KB
2. The Basics of Reinforcement Learning/1. Reinforcement Learning Section Introduction.mp4 41 MB
2. The Basics of Reinforcement Learning/1. Reinforcement Learning Section Introduction.srt 8.8 KB
2. The Basics of Reinforcement Learning/10. Epsilon-Greedy.mp4 40.2 MB
2. The Basics of Reinforcement Learning/10. Epsilon-Greedy.srt 7.5 KB
2. The Basics of Reinforcement Learning/11. Q-Learning.mp4 67.1 MB
2. The Basics of Reinforcement Learning/11. Q-Learning.srt 19 KB
2. The Basics of Reinforcement Learning/12. How to Learn Reinforcement Learning.mp4 40.6 MB
2. The Basics of Reinforcement Learning/12. How to Learn Reinforcement Learning.srt 7.8 KB
2. The Basics of Reinforcement Learning/13. Suggestion Box.mp4 16.1 MB
2. The Basics of Reinforcement Learning/13. Suggestion Box.srt 4.7 KB
2. The Basics of Reinforcement Learning/2. Elements of a Reinforcement Learning Problem.mp4 105.2 MB
2. The Basics of Reinforcement Learning/2. Elements of a Reinforcement Learning Problem.srt 27.1 KB
2. The Basics of Reinforcement Learning/3. States, Actions, Rewards, Policies.mp4 44.5 MB
2. The Basics of Reinforcement Learning/3. States, Actions, Rewards, Policies.srt 11.7 KB
2. The Basics of Reinforcement Learning/4. Markov Decision Processes (MDPs).mp4 50.9 MB
2. The Basics of Reinforcement Learning/4. Markov Decision Processes (MDPs).srt 13.3 KB
2. The Basics of Reinforcement Learning/5. The Return.mp4 23.8 MB
2. The Basics of Reinforcement Learning/5. The Return.srt 6.7 KB
2. The Basics of Reinforcement Learning/6. Value Functions and the Bellman Equation.mp4 48.1 MB
2. The Basics of Reinforcement Learning/6. Value Functions and the Bellman Equation.srt 12.8 KB
2. The Basics of Reinforcement Learning/7. What does it mean to “learn”.mp4 31.8 MB
2. The Basics of Reinforcement Learning/7. What does it mean to “learn”.srt 8.9 KB
2. The Basics of Reinforcement Learning/8. Solving the Bellman Equation with Reinforcement Learning (pt 1).mp4 42.9 MB
2. The Basics of Reinforcement Learning/8. Solving the Bellman Equation with Reinforcement Learning (pt 1).srt 12.4 KB
2. The Basics of Reinforcement Learning/9. Solving the Bellman Equation with Reinforcement Learning (pt 2).mp4 57.3 MB
2. The Basics of Reinforcement Learning/9. Solving the Bellman Equation with Reinforcement Learning (pt 2).srt 15.5 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/1. OpenAI Gym Tutorial.mp4 8.7 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/1. OpenAI Gym Tutorial.srt 7.7 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/10. Theano Warmup.mp4 5.8 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/10. Theano Warmup.srt 3.5 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/11. Tensorflow Warmup.mp4 5.1 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/11. Tensorflow Warmup.srt 2.5 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/12. Plugging in a Neural Network.mp4 5.9 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/12. Plugging in a Neural Network.srt 4.8 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/13. OpenAI Gym Section Summary.mp4 5.3 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/13. OpenAI Gym Section Summary.srt 4.2 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/2. Random Search.mp4 10.3 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/2. Random Search.srt 6.9 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/3. Saving a Video.mp4 4.5 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/3. Saving a Video.srt 2.4 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/4. CartPole with Bins (Theory).mp4 6 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/4. CartPole with Bins (Theory).srt 5.2 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/5. CartPole with Bins (Code).mp4 14.7 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/5. CartPole with Bins (Code).srt 8 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/6. RBF Neural Networks.mp4 16.5 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/6. RBF Neural Networks.srt 14.6 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/7. RBF Networks with Mountain Car (Code).mp4 13.8 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/7. RBF Networks with Mountain Car (Code).srt 6.4 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/8. RBF Networks with CartPole (Theory).mp4 3.1 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/8. RBF Networks with CartPole (Theory).srt 2.4 KB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/9. RBF Networks with CartPole (Code).mp4 8.9 MB
3. OpenAI Gym and Basic Reinforcement Learning Techniques/9. RBF Networks with CartPole (Code).srt 3.6 KB
4. TD Lambda/1. N-Step Methods.mp4 15.6 MB
4. TD Lambda/1. N-Step Methods.srt 3.8 KB
4. TD Lambda/2. N-Step in Code.mp4 9.5 MB
4. TD Lambda/2. N-Step in Code.srt 4.2 KB
4. TD Lambda/3. TD Lambda.mp4 11.8 MB
4. TD Lambda/3. TD Lambda.srt 9.3 KB
4. TD Lambda/4. TD Lambda in Code.mp4 7.6 MB
4. TD Lambda/4. TD Lambda in Code.srt 3.3 KB
4. TD Lambda/5. TD Lambda Summary.mp4 3.6 MB
4. TD Lambda/5. TD Lambda Summary.srt 3 KB
5. Policy Gradients/1. Policy Gradient Methods.mp4 17.9 MB
5. Policy Gradients/1. Policy Gradient Methods.srt 14.8 KB
5. Policy Gradients/10. Policy Gradient Section Summary.mp4 3.3 MB
5. Policy Gradients/10. Policy Gradient Section Summary.srt 1.9 KB

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