Tag Archives: model robustness

Machine Learning Model Performance Robustness Based on Local Neighborhood Performance

Posted on November 30, 2021 by Pranab

After training a machine learning model we generally test the model with a validation data set. We calculate accuracy or some other performance metric. This metric is global i.e based on the whole validation data set. How do you know … Continue reading →

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Robustness Measurement of Machine Learning Models with Examples in Python

Posted on March 25, 2021 by Pranab

While all the focus is on maximizing model accuracy while training a machine learning model, enough attention is not paid to model robustness. You may have a perfectly trained model with high accuracy, but how confident are you about the … Continue reading →

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