8. Reinforcement Learning
Learn with Mayank Kashyap
5 modules
Hindi
Lifetime access
Master the art of decision-making through trial and error with Reinforcement Learning.
Overview
Reinforcement Learning is a type of machine learning technique that involves an agent learning how to make decisions through trial-and-error experiences. This course explores the foundations of reinforcement learning, various algorithms, and how to apply them to solve real-world problems.
Key Highlights
Foundations of Reinforcement Learning
Key Algorithms in Reinforcement Learning
Real-World Application of RL
Hands-On Projects and Exercises
What you will learn
Understanding the Basics
Learn the fundamental concepts and principles of reinforcement learning.
Implementing RL Algorithms
Explore key algorithms like Q-Learning, Deep Q Networks, and Policy Gradient methods.
Applying RL to Real-World Problems
Discover how to apply reinforcement learning techniques to solve practical problems.
Hands-On Practice
Gain practical experience through hands-on projects and exercises.
Modules
Introduction to Reinforcement Learning
3 attachments
Overview of Reinforcement Learning
Coming Soon
Types of Reinforcement Learning
Coming Soon
Applications of Reinforcement Learning
Coming Soon
Markov Decision Processes
3 attachments
Markov Decision Processes (MDPs)
Coming Soon
Value Functions
Coming Soon
Policy Iteration and Value Iteration
Coming Soon
Temporal Difference Learning
3 attachments
Dynamic Programming
Coming Soon
Temporal Difference Learning
Coming Soon
Q-Learning and SARSA
Coming Soon
Deep Reinforcement Learning
3 attachments
Neural Networks in Reinforcement Learning
Coming Soon
Deep Q-Networks (DQN)
Coming Soon
Policy Gradient Methods
Coming Soon
Advanced Topics in Reinforcement Learning
3 attachments
Exploration vs Exploitation
Coming Soon
Multi-armed Bandit Problems
Coming Soon
Applications and Case Studies
Coming Soon
FAQs
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Absolutely! we are committed to providing an engaging and interactive learning experience. You will have opportunities to interact with them through our community. Take full advantage to enhance your understanding and gain insights directly from the expert.
About the creator
Learn with Mayank Kashyap
Mayank Kashyap is a passionate educator dedicated to empowering learners through comprehensive and in-depth knowledge. At 23 years old, Mayank brings a unique blend of technical expertise and a keen interest in a diverse range of subjects, including computer science, artificial intelligence, philosophy, psychology, and Big History.
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