A Learnware Dock System
Beimingwu, as the first systematic open-source implementation of learnware, offers a preliminary research platform for learnware-related studies, and aims to help users efficiently solve machine learning tasks without starting from scratch.
The Beimingwu system provides specification generation tools, supporting multiple data types and allowing efficient local generation.
The Beimingwu system incorporates multiple detection mechanisms to ensure the quality of each learnware in the system.
The Beimingwu system facilitates semantic & statistical search across various data types and also preliminarily supports heterogeneous tabular learnware search.
The Beimingwu system allows for effortless and safe deployment and reuse of arbitrary learnwares in a unified way.
The learnware submission, identification, and deployment of the Beimingwu system doesn't require users to upload raw data.
The Beimingwu system is open source and the learnware package is highly extensible and easy to integrate with new features.