Master Reinforcement Learning -Markov Decision Process (MDP)
Mastering Reinforcement Learning: From Gridworld to Real-World Applications
Data Science and AI ML,Data Analysis,Machine Learning
Lectures -9
Resources -1
Duration -2 hours
30-days Money-Back Guarantee
Get your team access to 10000+ top Tutorials Point courses anytime, anywhere.
Course Description
In today's complex world, making optimal decisions is a critical skill for success in various domains, from robotics and automation to finance and resource management. This course will equip you with the power of Markov Decision Processes (MDPs), a fundamental framework for sequential decision-making under uncertainty.
Through a series of hands-on, real-life projects, you'll learn how to model and solve challenging decision-making problems using MDPs. You'll start by exploring the foundations of MDPs, including state spaces, action spaces, transition probabilities, and reward functions. With these building blocks, you'll construct realistic scenarios, such as navigating a robot through an environment with obstacles, optimizing portfolio management strategies, or planning efficient resource allocation in supply chains.
As you progress, you'll dive into advanced MDP techniques, including value iteration. You'll master the art of computing optimal value functions and deriving optimal policies that maximize long-term rewards. Additionally, you'll learn how to handle partial observability, continuous state and action spaces, and other real-world complexities.
But this course goes beyond theory. Through immersive projects, you'll gain practical experience in implementing MDPs using Python and powerful libraries like NumPy. You'll tackle gridworld environments, robotic navigation challenges, and even complex financial decision-making scenarios, all while honing your problem-solving skills and developing a deep understanding of MDP applications.
By the end of this course, you'll have a solid grasp of MDP concepts and a portfolio of projects that demonstrate your ability to model and solve intricate decision-making problems. Whether you're a student, researcher, or professional in fields like AI, operations research, or finance, this course will empower you to make informed, intelligent decisions that drive success in your domain.
Goals
Foundations of Markov Decision Processes
Modeling real-world problems as MDPs
Defining state spaces, action spaces, and transition probabilities
Constructing reward functions for different objectives
Value iteration algorithm for computing optimal value functions
Solving gridworld navigation problems with obstacles
Robotic navigation and path planning using MDPs
Prerequisites
Basic programming skills in Python
![Master Reinforcement Learning -Markov Decision Process (MDP) Master Reinforcement Learning -Markov Decision Process (MDP)](https://d3mxt5v3yxgcsr.cloudfront.net/courses/19556/course_19556_image.jpg)
Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
1 Lectures
-
Introduction 00:56 00:56
Course Content
8 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Instructor Details
![Abdurrahman Tekin](https://www.tutorialspoint.com/assets/profiles/448556/profile/200_2353137-1649516080.png)
Abdurrahman Tekin
Course Certificate
Use your certificate to make a career change or to advance in your current career.
![sample Tutorialspoint certificate](/market/public/assets/newDesign/img/primePacks/V-certificate.png)
Our students work
with the Best
![adobe logo](/market/public/assets/newDesign/img/adobe.png)
![adp logo](/market/public/assets/newDesign/img/adp.png)
![apple logo](/market/public/assets/newDesign/img/apple.png)
![armani logo](/market/public/assets/newDesign/img/armani.jpg)
![bosch logo](/market/public/assets/newDesign/img/bosch.png)
![capegemini logo](/market/public/assets/newDesign/img/capegemini.png)
![cisco logo](/market/public/assets/newDesign/img/cisco.png)
![hdfc bank logo](/market/public/assets/newDesign/img/hdfcbank.png)
![ibm logo](/market/public/assets/newDesign/img/ibm.png)
![intel logo](/market/public/assets/newDesign/img/intel.png)
![mastercard logo](/market/public/assets/newDesign/img/mastercard.png)
![netflix logo](/market/public/assets/newDesign/img/netflix.png)
![qualcomm logo](/market/public/assets/newDesign/img/qualcomm.png)
![samsung logo](/market/public/assets/newDesign/img/samsung.png)
![sony logo](/market/public/assets/newDesign/img/sony.png)
![unilever logo](/market/public/assets/newDesign/img/unilever.png)
![walmart logo](/market/public/assets/newDesign/img/walmart.png)
![adobe logo](/market/public/assets/newDesign/img/adobe.png)
![adp logo](/market/public/assets/newDesign/img/adp.png)
![apple logo](/market/public/assets/newDesign/img/apple.png)
![armani logo](/market/public/assets/newDesign/img/armani.jpg)
![bosch logo](/market/public/assets/newDesign/img/bosch.png)
![capegemini logo](/market/public/assets/newDesign/img/capegemini.png)
![cisco logo](/market/public/assets/newDesign/img/cisco.png)
![hdfcbank logo](/market/public/assets/newDesign/img/hdfcbank.png)
![ibm logo](/market/public/assets/newDesign/img/ibm.png)
![intel logo](/market/public/assets/newDesign/img/intel.png)
![mastercard logo](/market/public/assets/newDesign/img/mastercard.png)
![netflix logo](/market/public/assets/newDesign/img/netflix.png)
![qualcomm logo](/market/public/assets/newDesign/img/qualcomm.png)
![samsung logo](/market/public/assets/newDesign/img/samsung.png)
![sony logo](/market/public/assets/newDesign/img/sony.png)
![unilever logo](/market/public/assets/newDesign/img/unilever.png)
![walmart logo](/market/public/assets/newDesign/img/walmart.png)
Related Video Courses
View MoreAnnual Membership
Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses
Subscribe now![Annual Membership Annual Membership](/market/public/assets/newDesign/img/membership-large-small.jpg)
Online Certifications
Master prominent technologies at full length and become a valued certified professional.
Explore Now![Online Certifications Online Certifications](/market/public/assets/newDesign/img/traning-for-a-team.png)