Training an unbeatable AI in Trackmania

推荐理由

be sure to check out the videos by Yosh. They're amazing, and do a great job explaining how reinforcement learning works in practice

强烈推荐smokel · 原文2024年7月

说明

这是2023年由Yosh发布的一部讲解，主题归在Machine learning & deep learning。它讲的是reinforcement learning这一支里的具体问题，而不是把整个领域扫一遍。适合第一次接触、还没有先修课的人。内容上可以概括成：Yosh trains a reinforcement learning agent to drive Trackmania until he can no longer beat it. The video explains how the training works and the design choices involved.这些读者给出的理由，核心是：Recommended as an approachable explanation of how reinforcement learning works in practice, and cited for the constraints needed to stop exploits.讲法不绑某一条新闻，过几年仍然可以当材料看。从2024年到2025年，有1位不同的读者在1个不同月份把它推荐出来，其中明确叫别人去看的有1次。适合用一集把一个概念补上的人。抓住它用的那个图像或类比，比背公式重要。如果已经会了基本定义，就把注意力放在它怎么把reinforcement learning变成能跟着复述的例子。

视频信息

频道

Yosh

时长

20 分 41 秒

发布年份

2023

同主题更多

• The spelled-out intro to neural networks and backpropagation: building micrograd
• But what is a neural network? | Deep learning chapter 1
• AlphaGo - The Movie | Full award-winning documentary
• Transformers, the tech behind LLMs | Deep Learning Chapter 5
• USENIX Security '18-Q: Why Do Keynote Speakers Keep Suggesting That Improving Security Is Possible?
• Lecture 1 | Machine Learning (Stanford)