{"repo":"google-research/falken","free":true,"listed":false,"github":"https://github.com/google-research/falken","clone":"git clone https://github.com/google-research/falken.git","description":"Falken provides developers with a service that allows them to train AI that can play their games","language":"Python","stars":274,"topics":["unity3d","ml","imitation-learning","games","cpp"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"Falken NOTE : This is not an officially supported Google product. Falken provides developers with a service that allows them to train AI that can play their games. Unlike traditional RL frameworks that learn through rewards or batches of offline training, Falken is based on training AI via realtime, human interactions. Because human time is precious, the system is designed to seamlessly transition between humans playing the game (training) and the AI playing the game (inference). This allows us to support a variety of training styles, from providing a large batch of demonstrations up front to providing “just in time” demonstrations when the AI encounters a state it does not know how to handle. Behind the scenes, Falken automatically handles logging of experience, separates out human demonstrations, trains new models, serves the best models for on-device inference, and maintains a version history. Components This project consists of: A local service that collects experience, trains and serves models. A C++ SDK that can be integrated into C++ games to use the service and an example environment, Hello Falken that demonstrates use of the C++ SDK. A Unity SDK that can be integrated into Unity games to use the service and example environments with Hello Falken being the most simple to get started. A simple web dashboard that connects to the service to provides a way to visualize traces from sessions for debugging purposes. Getting started The fastest way to ensure that everything i","default_branch":null,"files":null,"tree":[],"storefront":"/r/google-research","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/google-research/falken/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}