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Quantitative Finance · Begrippenlijst

Wat is Self-supervised learning, pre-training, fine-tuning?

Ook bekend als: self-supervised learning · pre-training · fine-tuning

Definition 10.4 Machine Learning for Markets · Hoofdstuk 10 — Representation Learning

Self-supervised learning trains on a pretext task whose targets are made from the unlabelled data themselves: a masked part of the input, the input’s future, or another view of the same example. Pre-training is such a fit, done before the task’s labels are used; fine-tuning continues training the pre-trained network, with a new output head, on the labelled task, usually at a small learning rate.

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