covariance shift

2 days ago · ai

Decoupling Expectations: Mastering Covariance Shift in Machine Learning Models

Stop Blaming the Data: A Better Way to Handle Covariance Shift As developers working with machine learning models, we've all been there—staring at a perplexing...

#covariance shift #data drift #distribution shift #machine learning #model deployment #training vs inference
3 days ago · ai

Stop Blaming the Data: A Better Way to Handle Covariance Shift

Instead of using shift as an excuse for poor performance, use Inverse Probability Weighting to estimate how your model should perform in the new environment The...

#covariance shift #data drift #inverse probability weighting #domain adaptation #model performance #machine learning