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Udemy - Practical Intro To Reinforcement Learning Using Robotics |
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Torrent Details |
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- NAME
- Udemy - Practical Intro To Reinforcement Learning Using Robotics.torrent
- CATEGORY
- Other
- INFOHASH
- 3fbaf8ec06cd6a4457d0b57992fc17d14c110872
- SIZE
- 2.5 GB in 21 files
- ADDED
- Uploaded on 28-02-2022 by our crawler pet called "Spidey".
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Description |
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[ DevCourseWeb.com ] Practical Intro To Reinforcement Learning Using Robotics
If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com
Genre: eLearning | MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz
Language: English | Size: 2.47 GB | Duration: 2h 40m
Learn to build robots that can automatically learn to behave well in their environments without explicit instructions.
What you'll learn
Understanding the differences between Reinforcement Learning and the other AI paradigms.
Identifying areas in robotics where Reinforcement Learning can be applied.
Framing problems in robotics as Reinforcement Learning problems.
Applying the Multi-Armed Bandit algorithm to help robots to automatically learn expected behaviours.
Developing reward functions for Reinforcement Learning in robotic contexts.
Using Python to control sensor and actuators on EV3 Mindstorms robots.
Programming simple robots that can automatically learn the best actions to take in their environments.
Understanding the multi-armed bandit algorithm.
Balancing exploration and exploitation using various strategies.
Requirements
Be able to understand basic OOP programs in Python.
Basic algebra skills. If you know how to add, subtract, multiply, and divide number, then you are fit for this course.
Description
Diving into Reinforcement Learning can seem daunting if you don't have the proper hands-on guidance. Many times, people have asked me whether they should master Deep Learning before delving into Reinforcement Learning and my answer has always been that "it depends on what you want to do with RL". RL is a broad domain in its own respect. There are classical RL algorithms that can be learned and applied without any Deep Learning experience. There is also Deep Reinforcement Learning which leverages neural networks to help RL agents to learn proper behaviors in their environment through trials-and-error with reward functions.
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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...
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Files in this torrent |
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| FILENAME | SIZE | |
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 | ~Get Your Files Here !/1. Introduction/1. Introduction.mp4 | 105.6 MB |
| ~Get Your Files Here !/1. Introduction/2. RL Explained.mp4 | 161.4 MB |
| ~Get Your Files Here !/2. The RL Cycle/1. The RL Workflow.mp4 | 232.1 MB |
| ~Get Your Files Here !/3. RL In Robotics/1. Framing A Robotics Problem As RL.mp4 | 242.9 MB |
| ~Get Your Files Here !/4. The MAB Algorithm/1. Introducing The MAB Algorithm.mp4 | 238.9 MB |
| ~Get Your Files Here !/4. The MAB Algorithm/2. Rewards Definitions For MAB Problems.mp4 | 101 MB |
| ~Get Your Files Here !/4. The MAB Algorithm/3. Balancing Exploration & Exploitation.mp4 | 302.7 MB |
| ~Get Your Files Here !/5. Applying MAB In Robotics/1. Framing A Robot Behaviour As MAB.mp4 | 270.7 MB |
| ~Get Your Files Here !/5. Applying MAB In Robotics/2. Implementing MAB For The Robot.mp4 | 123.5 MB |
| ~Get Your Files Here !/5. Applying MAB In Robotics/3. Demonstrating Automatic Learning On The Robot.mp4 | 116.9 MB |
| ~Get Your Files Here !/6. Appendix/1. Installing EV3 MicroPython.mp4 | 47.7 MB |
| ~Get Your Files Here !/6. Appendix/10. Running Motors For Set Times.mp4 | 24.4 MB |
| ~Get Your Files Here !/6. Appendix/2. Installing The VS Code Extension.mp4 | 19.5 MB |
| ~Get Your Files Here !/6. Appendix/3. Running Programs On The EV3.mp4 | 106.5 MB |
| ~Get Your Files Here !/6. Appendix/4. Sensing Touch.mp4 | 57.5 MB |
| ~Get Your Files Here !/6. Appendix/5. Waiting For Touch Events.mp4 | 41.9 MB |
| ~Get Your Files Here !/6. Appendix/6. Controlling LED Lights.mp4 | 45.9 MB |
| ~Get Your Files Here !/6. Appendix/7. Controlling The Motors.mp4 | 159.7 MB |
| ~Get Your Files Here !/6. Appendix/8. Sweeping Angles At Specific Speeds.mp4 | 89.1 MB |
| ~Get Your Files Here !/6. Appendix/9. Running Rotations At Specific Speeds.mp4 | 48.9 MB |
 | ~Get Your Files Here !/Bonus Resources.txt | 386 B |
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