YoVDO

Markov Decision Processes

Offered By: Pascal Poupart via YouTube

Tags

Markov Decision Processes Courses Artificial Intelligence Courses Reinforcement Learning Courses Inventory Management Courses Decision Theory Courses

Course Description

Overview

Explore the fundamental concepts of Markov Decision Processes in this comprehensive lecture. Delve into key assumptions, rewards, discounting, and essential components. Learn about inventory management applications and techniques for selecting actions. Examine evaluation methods, computational approaches, and Bellman's Equation. Gain practical insights through a detailed example, enhancing your understanding of this powerful decision-making framework.

Syllabus

Markov Decision Processes
Assumptions
Rewards
Discounting
Components
Inventory Management
Selecting Actions
Evaluation
Computation
Bellmans Equation
Example


Taught by

Pascal Poupart

Related Courses

Introduction to Artificial Intelligence
Stanford University via Udacity
Decision-Making for Autonomous Systems
Chalmers University of Technology via edX
Fundamentals of Reinforcement Learning
University of Alberta via Coursera
A Complete Reinforcement Learning System (Capstone)
University of Alberta via Coursera
An Introduction to Artificial Intelligence
Indian Institute of Technology Delhi via Swayam