{"repo":"microsoft/maro","free":true,"listed":false,"github":"https://github.com/microsoft/maro","clone":"git clone https://github.com/microsoft/maro.git","description":"Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement Learning as a Service (RaaS) for real-world resource optimization problems.","language":"Python","stars":921,"topics":["reinforcement-learning","multi-agent-reinforcement-learning","multi-agent","simulator","resource-optimization","operations-research","citi-bike","inventory-management","logistics","raas"],"license":"MIT","category":"ai-agents","readme_excerpt":"Multi-Agent Resource Optimization (MARO) platform is an instance of Reinforcement learning as a Service (RaaS) for real-world resource optimization. It can be applied to many important industrial domains, such as container inventory management in logistics, bike repositioning in transportation, virtual machine provisioning in data centers, and asset management in finance. Besides Reinforcement Learning (RL), it also supports other planning/decision mechanisms, such as Operations Research. Key Components of MARO: - Simulation toolkit: it provides some predefined scenarios, and the reusable wheels for building new scenarios. - RL toolkit: it provides a full-stack abstraction for RL, such as agent manager, agent, RL algorithms, learner, actor, and various shapers. - Distributed toolkit: it provides distributed communication components, interface of user-defined functions for message auto-handling, cluster provision, and job orchestration. Contents File/folder Description ----------- ------------------------------------------------------------------------------------------------- maro MARO source code. docs MARO docs, it is host on readthedocs. examples Showcase of MARO. notebooks MARO quick-start notebooks. Try MARO playground to have a quick experience. Install MARO from PyPI Notes: The CLI commands (including the visualization tool) are not included in pymaro package. To enable these support, you need to install from source. - Mac OS / Linux - Windows Install MARO from Source ","default_branch":null,"files":null,"tree":[],"storefront":"/r/microsoft","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/microsoft/maro/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."}