overfit

[US]/ˌəʊvəˈfɪt/
[UK]/ˌoʊvərˈfɪt/
Frequency: Very High

Translation

v.to fit a model too closely to a limited set of data; to excessively adapt or conform

Phrases & Collocations

overfit model

avoid overfitting

overfitting data

overfitted features

prevent overfitting

checking for overfitting

easily overfit

overfitting risk

model overfits

overfit prevention

Example Sentences

the model started to overfit the training data, losing its ability to generalize.

we need to prevent the neural network from overfitting by using regularization techniques.

overfitting is a common problem when training complex machine learning models.

to avoid overfitting, we split the data into training, validation, and testing sets.

the decision tree overfit the data, creating a very complex and specific structure.

cross-validation helps identify if a model is likely to overfit the data.

early stopping is a technique used to prevent overfitting during training.

regularization can help reduce the risk of overfitting in linear regression models.

the model's performance on the test set was significantly worse, indicating overfitting.

we used dropout layers to mitigate the risk of overfitting in our deep learning model.

careful feature selection can help prevent the model from overfitting.

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