Reinforcement Learning Courses

UAlberta;  Alberta Machine Intelligence Institute

Sample-based Learning Methods

38 reviews

In this course, you will learn about several algorithms that can learn near optimal policies based on trial and error interaction with the environment---learning from the agent’s own experience. Learning from actual experience is striking because it requ…

• Coursera
• 22 hours worth of material, 4 weeks long
• 6 days from now (4th Jul)
• Free Online Course (Audit)

UAlberta;  Alberta Machine Intelligence Institute

Fundamentals of Reinforcement Learning

24 reviews

Reinforcement Learning is a subfield of Machine Learning, but is also a general purpose formalism for automated decision-making and AI. This course introduces you to statistical learning techniques where an agent explicitly takes actions and interacts wi…

• Coursera
• 15 hours worth of material, 4 weeks long
• Today
• Free Online Course (Audit)

• Best of All Time

UAlberta;  Alberta Machine Intelligence Institute

A Complete Reinforcement Learning System (Capstone)

23 reviews

In this final course, you will put together your knowledge from Courses 1, 2 and 3 to implement a complete RL solution to a problem. This capstone will let you see how each component---problem formulation, algorithm selection, parameter selection and rep…

• Coursera
• 16 hours worth of material, 6 weeks long
• Today
• Free Online Course (Audit)

UAlberta;  Alberta Machine Intelligence Institute

Prediction and Control with Function Approximation

19 reviews

In this course, you will learn how to solve problems with large, high-dimensional, and potentially infinite state spaces. You will see that estimating value functions can be cast as a supervised learning problem---function approximation---allowing you to…

• Coursera
• 22 hours worth of material, 4 weeks long
• 6 days from now (4th Jul)
• Free Online Course (Audit)

Reinforcement Learning in Finance

2 reviews

This course aims at introducing the fundamental concepts of Reinforcement Learning (RL), and develop use cases for applications of RL for option valuation, trading, and asset management. Prerequisites are the courses "Guided Tour of Machine Learning in…

• Coursera
• 17 hours worth of material, 4 weeks long
• 1 week from now (11th Jul)
• Free Online Course (Audit)

Deep Learning and Reinforcement Learning

1 review

This course introduces you to two of the most sought-after disciplines in Machine Learning: Deep Learning and Reinforcement Learning. Deep Learning is a subset of Machine Learning that has applications in both Supervised and Unsupervised Learning, and is…

• Coursera
• 14 hours worth of material, 6 weeks long
• Today
• Free Online Course (Audit)

Overview of Advanced Methods of Reinforcement Learning in Finance

1 review

In the last course of our specialization, Overview of Advanced Methods of Reinforcement Learning in Finance, we will take a deeper look into topics discussed in our third course, Reinforcement Learning in Finance. In particular, we will talk about links…

• Coursera
• 13 hours worth of material, 4 weeks long
• 6 days from now (4th Jul)
• Free Online Course (Audit)

NYIF;  Google Cloud;  Google

Reinforcement Learning for Trading Strategies

This course is for finance professionals, investment management professionals, and traders. Alternatively, this Specialization can be for machine learning professionals who seek to apply their craft to trading strategies. At the end of the course you w…

• Coursera
• 12 hours worth of material, 3 weeks long
• 6 days from now (4th Jul)
• Free Online Course (Audit)

Brown;  Georgia Tech

Reinforcement Learning

8 reviews

Study machine learning at a deeper level and become a participant in the reinforcement learning research community.

• Udacity
• 16 weeks long
• Self paced
• Free Online Course

Google Cloud;  Google

Reinforcement Learning: Qwik Start

Like many other areas of machine learning research, reinforcement learning (RL) is evolving at breakneck speed. Just as they have done in other research areas, researchers are leveraging deep learning to achieve state-of-the-art results. In particular,…

• Coursera
• Less than 1 hour of material
• Today
• Paid Course

Steve Brunton

Reinforcement Learning

Syllabus: Reinforcement Learning: Machine Learning Meets Control Theory. Reinforcement Learning Series: Overview of Methods. Model Based Reinforcement Learning: Policy Iteration, Value Iteration, and Dynamic Programming. Q-Learning: Model Free Reinforcem…

• YouTube
• 3-4 hours worth of material
• Self paced
• Free Online Course

IIT Madras;  NPTEL

Reinforcement Learning

Reinforcement learning is a paradigm that aims to model the trial-and-error learning process that is needed in many problem situations where explicit instructive signals are not available. It has roots in operations research, behavioral psychology and AI…

• Swayam
• 12 weeks long
• 3 weeks from now (24th Jul)
• Free Online Course

DeepLearning.AI;  Stanford

Unsupervised Learning, Recommenders, Reinforcement Learning

In the third course of the Machine Learning Specialization, you will: • Use unsupervised learning techniques for unsupervised learning: including clustering and anomaly detection. • Build recommender systems with a collaborative filtering approach and a…

• Coursera
• Less than 1 hour of material
• Jul, 2022
• Free Online Course (Audit)

MathWorks

Reinforcement Learning Onramp

Master the basics of creating intelligent controllers that learn from experience.

• MATLAB Academy
• 3 hours worth of material
• Self paced
• Free Online Course

Nvidia Deep Learning Institute;  Unity Microcredential

Become a Deep Reinforcement Learning Expert

2 reviews

Deep reinforcement learning is one of AI’s hottest fields. Researchers, engineers, and investors are excited by its world-changing potential. In this advanced program, you’ll master techniques like Deep Q-Learning and Actor-Critic Methods, an…

• Udacity
• 10-15 hours a week, 17 weeks long
• Paid Course