To get the most out of this workshop, you will need to bring a laptop that can access a browser. We try to cater to all experience levels, but please be aware that you will get the most out of these sessions if you meet the prerequisites!
Description:
Dive into the fascinating world of artificial intelligence and discover how to teach machines to play games! In this hands-on workshop, participants will learn the foundational concepts and techniques behind reinforcement learning (RL) and how it can be applied to create intelligent game-playing agents.
Key Takeaways:
- Foundational Knowledge: Understand the core principles of reinforcement learning, including agents, environments, rewards, and policies.
- Game Dynamics: Learn how games can be framed as RL problems and the challenges and opportunities this presents.
- Hands-on Experience: Implement and train a basic RL agent to play a popular game, observing its learning process in real-time.
- Advanced Techniques: Delve into state-of-the-art algorithms and strategies that enhance the performance and efficiency of game-playing agents.
Workshop Highlights:
- Interactive Sessions: Engage in lively discussions and brainstorming sessions with fellow participants and expert facilitators.
- Live Demonstrations: Witness the power of reinforcement learning as AI agents evolve and adapt to game challenges right before your eyes.
- Hands-on Coding: Get your hands dirty with guided coding sessions, building and refining your very own game-playing AI.
Who Should Attend?
- Developers looking to expand their knowledge in reinforcement learning.
- Educators and students keen on understanding the application of reinforcement learning.
- Professionals aiming to stay updated with the latest in AI advancements.
Prerequisites:
Basic knowledge of programming (preferably in Python) and a general understanding of AI concepts will be beneficial. I also recommend a base knowledge of probability, calculus, and high school algebra.
Join us for this immersive experience and unlock the potential of AI in gaming. Whether you're a seasoned developer or an AI novice, this workshop promises a blend of theory, practice, and fun!
