inductive bias meaning

VVY answered on July 20, 2023 Popularity 10/10 Helpfulness 4/10

answer inductive bias meaning

inductive bias meaning

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An inductive bias is an implicit assumption made by the model, due to its 
architecture. Forexample, linear models implicitly assume that the data is, 
well, linear. CNNs implicitly as-sume that patterns learned in one location 
will likely be useful in other locations as well.RNNs implicitly assume that 
the inputs are ordered, and that recent tokens are more im-portant than older 
ones. The more inductive biases a model has, assuming they are correct,the less
training data the model will require. But if the implicit assumptions are wrong,
then the model may perform poorly even if it is trained on a large dataset.

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Contributed on Jul 20 2023

VVY

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