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Deep Learning Course

Reinforcement Learning - Developing Intelligent Agents

Introducing Theory Mathematically Focused Coding Focused Project Based

Pytorch OpenAI Jupyter Discord

Level: Advanced

Instructor: Mandy

$79.99 $99.99 20% Off - Limited Offer
Enrolled
Course thumbnail for Reinforcement Learning - Developing Intelligent Agents
What's Included:
play_circle 20 Video Lectures
code 596 Lines of Code
timer Watch Duration: 3 Hours
functions 104 Inline Math Snippets
article 65 Pages of Lecture Notes
code 98 Inline Code Snippets
auto_stories Reading Time: 6 Hours
auto_awesome 47 Custom Visual Graphics
fact_check 53 Quiz Questions
update Updated and Maintained

Reinforcement Learning.

In this course, we cover the intuition, math, and code behind Reinforcement Learning.

What you'll learn ...

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Understand Markov Decision Processes (MDPs)

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Learn how to structure a reinforcement learning problem

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Learn the relationship between an agent and its environment

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Gain an understanding of fundamental concepts like policies, value functions, and expected returns

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Learn how to implement the Q-learning algorithm with value iteration

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Understand the relationship between environment exploration and exploitation

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Learn how to use the Gymnasium API for implementing RL tasks in code

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Learn how to build and train an RL agent in code

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Understand how Deep Q-learning makes use of neural networks

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Learn the algorithm for training a Deep Q-network

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Gain an understanding for the training concepts of Replay Memory and Fixed Q-targets

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Learn how to build and train a Deep Q-network in code to solve an environment

Reinforcement Learning Syllabus.

Learn the fundamental concepts and how to use existing technology tools to develop reinforcement learning models.

Part 1 - Introduction to Reinforcement Learning

Section 1 - Markov Decision Processes (MDPs)

Lesson #1

Lesson thumbnail for Reinforcement Learning Series Intro - Syllabus Overview
Reinforcement Learning Series Intro - Syllabus Overview
play_circleOn-Demand Video Lecture
timerWatch Duration: 05:51
articleFull Lecture Notes
auto_storiesReading Time: 7 Minutes
fact_checkInteractive Quiz Questions: 1
updateUpdated and Maintained

Lesson #2

Lesson thumbnail for Markov Decision Processes (MDPs) - Structuring a Reinforcement Learning Problem
Markov Decision Processes (MDPs) - Structuring a Reinforcement Learning Problem
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:34
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
fact_checkInteractive Quiz Questions: 4
auto_awesomeCustom Visual Graphics: 3
functionsInline Math Snippets: 27
updateUpdated and Maintained

Lesson #3

Lesson thumbnail for Expected Return - What Drives a Reinforcement Learning Agent in an MDP
Expected Return - What Drives a Reinforcement Learning Agent in an MDP
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:48
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 2
auto_awesomeCustom Visual Graphics: 3
functionsInline Math Snippets: 4
updateUpdated and Maintained

Lesson #4

Lesson thumbnail for Policies and Value Functions - Good Actions for a Reinforcement Learning Agent
Policies and Value Functions - Good Actions for a Reinforcement Learning Agent
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:52
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 2
auto_awesomeCustom Visual Graphics: 3
functionsInline Math Snippets: 11
updateUpdated and Maintained

Lesson #5

Lesson thumbnail for What do Reinforcement Learning Algorithms Learn - Optimal Policies
What do Reinforcement Learning Algorithms Learn - Optimal Policies
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:21
articleFull Lecture Notes
auto_storiesReading Time: 9 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 2
functionsInline Math Snippets: 19
updateUpdated and Maintained

Part 2 - Deep Reinforcement Learning

Section 2 - Code project - Implement deep Q-network with PyTorch

Lesson #15

Lesson thumbnail for Deep Q-Network Code Project Intro - Reinforcement Learning
Deep Q-Network Code Project Intro - Reinforcement Learning
play_circleOn-Demand Video Lecture
timerWatch Duration: 06:26
articleFull Lecture Notes
auto_storiesReading Time: 11 Minutes
fact_checkInteractive Quiz Questions: 5
auto_awesomeCustom Visual Graphics: 2
codeInline Code Snippets: 1
codeLines of Code: 9
functionsInline Math Snippets: 1
updateUpdated and Maintained

Lesson #16

Lesson thumbnail for Build Deep Q-Network - Reinforcement Learning Code Project
Build Deep Q-Network - Reinforcement Learning Code Project
play_circleOn-Demand Video Lecture
timerWatch Duration: 16:51
articleFull Lecture Notes
auto_storiesReading Time: 28 Minutes
fact_checkInteractive Quiz Questions: 7
auto_awesomeCustom Visual Graphics: 1
codeInline Code Snippets: 15
codeLines of Code: 74

Lesson #17

Lesson thumbnail for Deep Q-Network Image Processing and Environment Management - Reinforcement Learning Code Project
Deep Q-Network Image Processing and Environment Management - Reinforcement Learning Code Project
play_circleOn-Demand Video Lecture
timerWatch Duration: 21:54
articleFull Lecture Notes
auto_storiesReading Time: 40 Minutes
fact_checkInteractive Quiz Questions: 10
auto_awesomeCustom Visual Graphics: 1
codeInline Code Snippets: 20
codeLines of Code: 137

Lesson #18

Lesson thumbnail for Deep Q-Network Training Code - Reinforcement Learning Code Project
Deep Q-Network Training Code - Reinforcement Learning Code Project
play_circleOn-Demand Video Lecture
timerWatch Duration: 19:46
articleFull Lecture Notes
auto_storiesReading Time: 36 Minutes
fact_checkInteractive Quiz Questions: 8
auto_awesomeCustom Visual Graphics: 1
codeInline Code Snippets: 23
codeLines of Code: 115

Lesson #19

Lesson thumbnail for Solving Cart and Pole with Deep Q-Network - Reinforcement Learning Code Project
Solving Cart and Pole with Deep Q-Network - Reinforcement Learning Code Project
play_circleOn-Demand Video Lecture
timerWatch Duration: 05:07
articleFull Lecture Notes
auto_storiesReading Time: 16 Minutes
fact_checkInteractive Quiz Questions: 4
auto_awesomeCustom Visual Graphics: 3
codeInline Code Snippets: 12
codeLines of Code: 80

Lesson #20

Lesson thumbnail for Reinforcement Learning - Course Conclusion
Reinforcement Learning - Course Conclusion
play_circleOn-Demand Video Lecture
timerWatch Duration: 01:33
articleFull Lecture Notes
auto_storiesReading Time: 2 Minutes
fact_checkInteractive Quiz Questions: 1
auto_awesomeCustom Visual Graphics: 2