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Deep Reinforcement Learning 2.0

The smartest combination of Deep Q-Learning, Policy Gradient, Actor Critic, and DDPG
4.6
4.6/5
(701 reviews)
6,250 students
Created by

9.6

CourseMarks Score®

10.0

Freshness

8.9

Feedback

9.3

Content

Platform: Udemy
Price: $15.99
Video: 9h 38m
Language: English
Next start: On Demand

Top Artificial Intelligence courses:

Detailed Analysis

CourseMarks Score®

9.6 / 10

CourseMarks Score® helps students to find the best classes. We aggregate 18 factors, including freshness, student feedback and content diversity.

Freshness Score

10.0 / 10
This course was last updated on 4/2021.

Course content can become outdated quite quickly. After analysing 71,530 courses, we found that the highest rated courses are updated every year. If a course has not been updated for more than 2 years, you should carefully evaluate the course before enrolling.

Student Feedback

8.9 / 10
We analyzed factors such as the rating (4.6/5) and the ratio between the number of reviews and the number of students, which is a great signal of student commitment.

New courses are hard to evaluate because there are no or just a few student ratings, but Student Feedback Score helps you find great courses even with fewer reviews.

Content Score

9.3 / 10
Video Score: 9.0 / 10
The course includes 9h 38m video content. Courses with more videos usually have a higher average rating. We have found that the sweet spot is 16 hours of video, which is long enough to teach a topic comprehensively, but not overwhelming. Courses over 16 hours of video gets the maximum score.
The average video length is 5 hours 31 minutes of 172 Artificial Intelligence courses on Udemy.
Detail Score: 9.5 / 10

The top online course contains a detailed description of the course, what you will learn and also a detailed description about the instructor.

Extra Content Score: 9.5 / 10

Tests, exercises, articles and other resources help students to better understand and deepen their understanding of the topic.

This course contains:

7 articles.
0 resource.
0 exercise.
0 test.

Table of contents

Description

Welcome to Deep Reinforcement Learning 2.0!
In this course, we will learn and implement a new incredibly smart AI model, called the Twin-Delayed DDPG, which combines state of the art techniques in Artificial Intelligence including continuous Double Deep Q-Learning, Policy Gradient, and Actor Critic. The model is so strong that for the first time in our courses, we are able to solve the most challenging virtual AI applications (training an ant/spider and a half humanoid to walk and run across a field).
To approach this model the right way, we structured the course in three parts:
•Part 1: Fundamentals
In this part we will study all the fundamentals of Artificial Intelligence which will allow you to understand and master the AI of this course. These include Q-Learning, Deep Q-Learning, Policy Gradient, Actor-Critic and more.

•Part 2: The Twin-Delayed DDPG Theory
We will study in depth the whole theory behind the model. You will clearly see the whole construction and training process of the AI through a series of clear visualization slides. Not only will you learn the theory in details, but also you will shape up a strong intuition of how the AI learns and works. The fundamentals in Part 1, combined to the very detailed theory of Part 2, will make this highly advanced model accessible to you, and you will eventually be one of the very few people who can master this model.

•Part 3: The Twin-Delayed DDPG Implementation
We will implement the model from scratch, step by step, and through interactive sessions, a new feature of this course which will have you practice on many coding exercises while we implement the model. By doing them you will not follow passively the course but very actively, therefore allowing you to effectively improve your skills. And last but not least, we will do the whole implementation on Colaboratory, or Google Colab, which is a totally free and open source AI platform allowing you to code and train some AIs without having any packages to install on your machine. In other words, you can be 100% confident that you press the execute button, the AI will start to train and you will get the videos of the spider and humanoid running in the end.

You will learn

✓ Q-Learning
✓ Deep Q-Learning
✓ Policy Gradient
✓ Actor Critic
✓ Deep Deterministic Policy Gradient (DDPG)
✓ Twin-Delayed DDPG (TD3)
✓ The Foundation Techniques of Deep Reinforcement Learning
✓ How to implement a state of the art AI model that is over performing the most challenging virtual applications

Requirements

• Some maths basics like knowing what is a differentiation or a gradient
• A bit of programming knowledge (classes and objects)

This course is for

• Data Scientists who want to take their AI Skills to the next level
• AI experts who want to expand on the field of applications
• Engineers who work in technology and automation
• Businessmen and companies who want to get ahead of the game
• Students in tech-related programs who want to pursue a career in Data Science, Machine Learning, or Artificial Intelligence
• Anyone passionate about Artificial Intelligence

How much does the Deep Reinforcement Learning 2.0 course cost? Is it worth it?

The course costs $15.99. And currently there is a 87% discount on the original price of the course, which was $119.99. So you save $104 if you enroll the course now.
The average price is $14.7 of 172 Artificial Intelligence courses. So this course is 9% more expensive than the average Artificial Intelligence course on Udemy.

Does the Deep Reinforcement Learning 2.0 course have a money back guarantee or refund policy?

YES, Deep Reinforcement Learning 2.0 has a 30-day money back guarantee. The 30-day refund policy is designed to allow students to study without risk.

Are there any SCHOLARSHIPS for this course?

Currently we could not find a scholarship for the Deep Reinforcement Learning 2.0 course, but there is a $104 discount from the original price ($119.99). So the current price is just $15.99.

Who is the instructor? Is Hadelin de Ponteves a SCAM or a TRUSTED instructor?

Hadelin de Ponteves has created 9 courses that got 44,973 reviews which are generally positive. Hadelin de Ponteves has taught 371,131 students and received a 4.5 average review out of 44,973 reviews. Depending on the information available, Hadelin de Ponteves is a TRUSTED instructor.
AI Entrepreneur
Hadelin is the co-founder and CEO at BlueLife AI, which leverages the power of cutting edge Artificial Intelligence to empower businesses to make massive profits by innovating, automating processes and maximizing efficiency. Hadelin is also an online entrepreneur who has created 70+ top-rated educational e-courses to the world on topics such as Machine Learning, Deep Learning, Artificial Intelligence and Blockchain, which have reached 1M+ students in 210 countries.

9.6

CourseMarks Score®

10.0

Freshness

8.9

Feedback

9.3

Content

Platform: Udemy
Price: $15.99
Video: 9h 38m
Language: English
Next start: On Demand

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