Construct · 1 fields · 1 citations

multi-task learning: a standalone construct

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Machine learning

training one model on several related tasks at once with a shared representation, so that what is learned for each task helps the others generalize.

In machine learning, multi-task learning refers to training one model on several related tasks at once with a shared representation, so that what is learned for each task helps the others generalize. This meaning comes from Caruana (1997) in Machine Learning.[1]

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Nearby constructs

learning6 fields · 14 citationsjingle · one name, six constructs model3 fields · 3 citationsjingle · one word, three constructs representation7 fields · 9 citationsjingle · one name, six constructs

References

Caruana, R. (1997). Multitask Learning. Machine Learning, 28(1), 41-75. https://doi.org/10.1023/a:1007379606734

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