Learnware is an AI-oriented paradigm aimed at empowering users to create versatile and efficient machine learning models. By reusing small models for tasks beyond their original purposes, Learnware enables users to experiment with and develop better strategies without building models from scratch efficient and safe.
``Learnware`` is a model sharing platform, which give a basic implementation of the learnware paradigm. A learnware is a well-performed trained machine learning model with a specification that enables it to be adequately identified to reuse according to the requirement of future users who may know nothing about the learnware in advance. The learnware paradigm can solve entangled problems in the current machine learning paradigm, like continual learning and catastrophic forgetting. It also reduces resources for training a well-performed model.
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3 years ago