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TORRENT DETAILS

Reinforcement Learning Foundations

TORRENT SUMMARY

✓All the torrents in this section have been verified by our verification system Other

Seeds

Peers

Size

184.9 MB in 66 files

Release Date(s)

Torrent Release: 25-01-2021 by user

Infohash

d60ac9a9871b9faefd5b377ba12038310603b467

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DESCRIPTION

Description

Innovations in finance, health, robotics, and a variety of other sectors have been made possible with reinforcement learning (RL), which involves the training of machines to learn from their environment. Many top tech companies are investing heavily in this field. In this course, instructor Khaulat Abdulhakeem helps you learn the basics of this relatively new, but valuable skill. Get to know the key terminology used in RL, how RL plays a major role in the advancement of AI, and the kinds of problems you can use RL to solve. Khaulat shows you how to define and represent reinforcement learning problems. She also delves into RL algorithms, including the Monte Carlo and temporal difference methods. Plus, she explores deep and multi-agent RL, as well as how inverse learning works and how it can help agents learn by imitation.

Released 1/22/2021

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FILE LIST

Filename		Size
	.pad/0	34 B
	.pad/1	106 KB
	.pad/10	194.8 KB
	.pad/11	184.8 KB
	.pad/12	92.7 KB
	.pad/13	63.2 KB
	.pad/14	151.7 KB
	.pad/15	218.7 KB
	.pad/16	87 KB
	.pad/17	130.9 KB
	.pad/18	141.5 KB
	.pad/19	100.3 KB
	.pad/2	58.3 KB
	.pad/20	122.8 KB
	.pad/3	143.7 KB
	.pad/4	68.5 KB
	.pad/5	156.5 KB
	.pad/6	31 KB
	.pad/7	113.9 KB
	.pad/8	159.7 KB
	.pad/9	36.5 KB
	TutsNode.com.txt	63 B
	[TutsNode.com] - Reinforcement Learning Foundations/01 Reinforcement learning in a nutshell.en.srt	3.5 KB
	[TutsNode.com] - Reinforcement Learning Foundations/01 Reinforcement learning in a nutshell.mp4	20.9 MB
	[TutsNode.com] - Reinforcement Learning Foundations/02 Terms in reinforcement learning.en.srt	3.7 KB
	[TutsNode.com] - Reinforcement Learning Foundations/02 Terms in reinforcement learning.mp4	10.2 MB
	[TutsNode.com] - Reinforcement Learning Foundations/03 A basic RL problem.en.srt	6.7 KB
	[TutsNode.com] - Reinforcement Learning Foundations/03 A basic RL problem.mp4	15.1 MB
	[TutsNode.com] - Reinforcement Learning Foundations/04 Markov decision process.en.srt	7 KB
	[TutsNode.com] - Reinforcement Learning Foundations/04 Markov decision process.mp4	17.4 MB
	[TutsNode.com] - Reinforcement Learning Foundations/05 A basic RL solution.en.srt	3.5 KB
	[TutsNode.com] - Reinforcement Learning Foundations/05 A basic RL solution.mp4	8.6 MB
	[TutsNode.com] - Reinforcement Learning Foundations/06 Monte Carlo method.en.srt	4.7 KB
	[TutsNode.com] - Reinforcement Learning Foundations/06 Monte Carlo method.mp4	12.2 MB
	[TutsNode.com] - Reinforcement Learning Foundations/07 Temporal difference methods.en.srt	1.8 KB
	[TutsNode.com] - Reinforcement Learning Foundations/07 Temporal difference methods.mp4	3.9 MB
	[TutsNode.com] - Reinforcement Learning Foundations/08 Other RL algorithms.en.srt	916 B
	[TutsNode.com] - Reinforcement Learning Foundations/08 Other RL algorithms.mp4	3.2 MB
	[TutsNode.com] - Reinforcement Learning Foundations/09 The setting.en.srt	2 KB
	[TutsNode.com] - Reinforcement Learning Foundations/09 The setting.mp4	2.9 MB
	[TutsNode.com] - Reinforcement Learning Foundations/10 Exploration and exploitation.en.srt	3.5 KB
	[TutsNode.com] - Reinforcement Learning Foundations/10 Exploration and exploitation.mp4	7.7 MB
	[TutsNode.com] - Reinforcement Learning Foundations/11 Monte Carlo prediction.en.srt	2.7 KB
	[TutsNode.com] - Reinforcement Learning Foundations/11 Monte Carlo prediction.mp4	4.6 MB
	[TutsNode.com] - Reinforcement Learning Foundations/12 First visit and every visit MC prediction.en.srt	2.7 KB
	[TutsNode.com] - Reinforcement Learning Foundations/12 First visit and every visit MC prediction.mp4	6.8 MB
	[TutsNode.com] - Reinforcement Learning Foundations/13 Monte Carlo control.en.srt	1.4 KB
	[TutsNode.com] - Reinforcement Learning Foundations/13 Monte Carlo control.mp4	3.1 MB
	[TutsNode.com] - Reinforcement Learning Foundations/14 Additional modifications.en.srt	4.2 KB
	[TutsNode.com] - Reinforcement Learning Foundations/14 Additional modifications.mp4	10.6 MB
	[TutsNode.com] - Reinforcement Learning Foundations/15 The setting.en.srt	1.8 KB
	[TutsNode.com] - Reinforcement Learning Foundations/15 The setting.mp4	5.2 MB
	[TutsNode.com] - Reinforcement Learning Foundations/16 SARSA.en.srt	6.8 KB
	[TutsNode.com] - Reinforcement Learning Foundations/16 SARSA.mp4	15.2 MB
	[TutsNode.com] - Reinforcement Learning Foundations/17 SARSAMAX (Q-learning).en.srt	3.2 KB
	[TutsNode.com] - Reinforcement Learning Foundations/17 SARSAMAX (Q-learning).mp4	9.1 MB
	[TutsNode.com] - Reinforcement Learning Foundations/18 Expected SARSA.en.srt	2.5 KB
	[TutsNode.com] - Reinforcement Learning Foundations/18 Expected SARSA.mp4	7.1 MB
	[TutsNode.com] - Reinforcement Learning Foundations/19 Deep reinforcement learning.en.srt	2.2 KB
	[TutsNode.com] - Reinforcement Learning Foundations/19 Deep reinforcement learning.mp4	4.3 MB
	[TutsNode.com] - Reinforcement Learning Foundations/20 Multi-agent reinforcement learning.en.srt	1.7 KB
	[TutsNode.com] - Reinforcement Learning Foundations/20 Multi-agent reinforcement learning.mp4	4.2 MB
	[TutsNode.com] - Reinforcement Learning Foundations/21 Inverse reinforcement learning.en.srt	1.8 KB
	[TutsNode.com] - Reinforcement Learning Foundations/21 Inverse reinforcement learning.mp4	4.1 MB
	[TutsNode.com] - Reinforcement Learning Foundations/22 Your reinforcement learning journey.en.srt	2.8 KB
	[TutsNode.com] - Reinforcement Learning Foundations/22 Your reinforcement learning journey.mp4	6.2 MB

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