Markov Decision Processes Courses and Certifications

GERAD Research Center

Planning and Learning in Risk-Aware Restless Multi-Arm Bandit

Explore risk-aware restless multi-arm bandits, indexability conditions, and Thompson sampling for bounded regret in resource distribution across Markov decision processes.

• YouTube
• 48 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence

31 reviews

Explore modern AI fundamentals and applications, covering machine learning, robotics, computer vision, and natural language processing in this comprehensive 16-week program.

• Udacity
• 16 weeks, 6 hours a week
• On-Demand
• Free Online Course

University of Alberta;  Alberta Machine Intelligence Institute

A Complete Reinforcement Learning System (Capstone)

26 reviews

Implement a complete reinforcement learning solution, from problem formulation to empirical study, developing skills to deploy RL in real-world scenarios.

• Coursera
• 15 hours 45 minutes
• On-Demand
• Free Online Course (Audit)

University of Alberta;  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 9 minutes
• On-Demand
• Free Online Course (Audit)

• Best of All Time

Artificial Intelligence - Principles and Techniques - Autumn 2019

Understand Artificial Intelligence, its principles and techniques with this Standford engineering course.

• YouTube
• 1 day 1 hour
• On-Demand
• Free Online Course

Nvidia Deep Learning Institute;  Unity Microcredential

Deep Reinforcement Learning

356 ratings at Udacity

Master deep reinforcement learning techniques to train AI agents for navigation, financial trading, and multi-agent systems. Implement classical and modern RL algorithms using PyTorch.

• Udacity
• 4 months 4 days 16 hours
• On-Demand
• Paid Course

Data Science Decisions in Time: Using Data Effectively

Learn to make optimal decisions using data streams, from simple to complex, covering Wald's model, Thompson sampling, change points, Markov chains, and Markov decision processes for effective data analysis and decision-making.

• Coursera
• 1 day 1 hour 10 minutes
• On-Demand
• Free Online Course (Audit)

Decision Making and Reinforcement Learning

17 ratings at Coursera

Explore sequential decision-making and reinforcement learning, covering utility theory, bandit problems, MDPs, POMDPs, Monte Carlo methods, and temporal difference learning. Gain practical skills through algorithms and examples.

• Coursera
• 1 day 23 hours 9 minutes
• On-Demand
• Free Online Course (Audit)

Cognitive Robotics

Explore advanced AI techniques for autonomous systems, from self-monitoring and task scheduling to multi-agent collaboration and risk management, culminating in robust, intelligent robotic programming.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Artificial Intelligence: Reinforcement Learning in Python

10351 ratings at Udemy

Complete guide to Reinforcement Learning, with Stock Trading and Online Advertising Applications

• Udemy
• 14 hours 42 minutes
• On-Demand
• Paid Course

Reinforcement Learning with Gymnasium in Python

Start your reinforcement learning journey! Learn how agents can learn to solve environments through interactions.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Deep Reinforcement Learning: Hands-on AI Tutorial in Python

220 ratings at Udemy

Develop Artificial Intelligence Applications using Reinforcement Learning in Python.

• Udemy
• 4 hours 4 minutes
• On-Demand
• Paid Course

Reinforcement Learning Course

Comprehensive exploration of reinforcement learning concepts, from basics to advanced topics, including deep RL, policy gradients, and practical applications in classic games.

• YouTube
• 17 hours
• On-Demand
• Free Video

Evolutionary Conundrums - Cooperation and Traversing Fitness Landscapes

Explore evolutionary biology: cooperation via social norms, fitness landscapes in rapidly evolving populations, and optimal antibiotic use against pathogens using Markov Decision Processes.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Decision-Making for Autonomous Systems

Learn effectivetactics for making keydecisionswhen working with autonomous, self-driving vehicles.

• edX
• 7 weeks, 10-20 hours a week
• On-Demand
• Free Online Course (Audit)