OpenAI News·· 2017-08-16AI 评分43
OpenAI 详解 Dota 2 AI 自我对弈机制
More on Dota 2
AI 导读
OpenAI 展示其 Dota 2 AI 通过自我对弈在一个月内从接近高排名玩家水平提升至击败顶级职业选手。该机制证明在充足算力下,自我对弈能推动机器学习系统性能实现超人级飞跃。与受限于训练数据的监督学习不同,自我对弈系统随智能体能力提升自动优化可用数据。
原文
Our Dota 2 result shows that self-play can catapult the performance of machine learning systems from far below human level to superhuman, given sufficient compute. In the span of a month, our system went from barely matching a high-ranked player to beating the top pros and has continued to improve since then. Supervised deep learning systems can only be as good as their training datasets, but in self-play systems, the available data improves automatically as the agent gets better.
来源:OpenAI News · openai.com