Markov Decision Processes Courses and Certifications

Simons Institute

Online Learning in Markov Decision Processes - Part 2

Explore advanced concepts in Markov Decision Processes, including adversarial scenarios, regret analysis, and algorithms for online learning in dynamic environments.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Simons Institute

Online Learning in Markov Decision Processes - Part 1

Explore online learning in Markov Decision Processes, covering theory, algorithms, and optimal strategies for reinforcement learning in dynamic environments.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

Simons Institute

Optimality and Approximation with Policy Gradient Methods in Markov Decision Processes

Explore policy gradient methods in Markov Decision Processes, covering optimality, approximation, and key concepts like entropy regularization and natural policy gradient.

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

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
• Paid Course

Decision Making and Reinforcement Learning

23 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
• Paid Course

Deep Reinforcement Learning: Hands-on AI Tutorial in Python

224 ratings at Udemy

Develop Artificial Intelligence Applications using Reinforcement Learning in Python.

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

Artificial Intelligence IV - Reinforcement Learning in Java

195 ratings at Udemy

All you need to know about Markov Decision processes, value- and policy-iteation as well as about Q learning approach

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

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)

Learn Ventures

Fundamentals of Deep Reinforcement Learning

Learn the theoretical foundations of Deep Learning through practical Python code.

• edX
• 8 weeks, 2-6 hours a week
• On-Demand
• Free Online Course (Audit)

Fundamental of Reinforcement Training

Discover reinforcement learning fundamentals through MDP concepts and hands-on demos, distinguishing RL from other ML approaches for real-world decision-making applications.

• Coursera
• 3 hours 4 minutes
• On-Demand
• Paid Course

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

Stanford CS234 - Reinforcement Learning - Spring 2024

Master reinforcement learning fundamentals through Stanford's comprehensive program covering MDP planning, policy evaluation, Q-learning, exploration strategies, and deep RL applications.

• YouTube
• 20 hours 11 minutes
• On-Demand
• Free Video

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

Reinforcement Learning Foundations

437 ratings at LinkedIn Learning

Learn the basics of reinforcement learning (RL), including the terminology, the kinds of problems you can solve with RL, and the different methods for solving those problems.

• LinkedIn Learning
• 44 minutes
• On-Demand
• Free Trial Available

Pascal Poupart

CS885 - Semi-Markov Decision Processes

Explore semi-Markov decision processes, reinforcement learning, and queueing theory. Learn about Bellman's equation and the option framework for advanced decision-making strategies.

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