Quantify The Uncertainty Of Predictive Models With Conformal Prediction
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Machine learning models can be like bad TV pundits: They make statements boasting with confidence and without nuance. It’s a cat with a 94% probability! The house has an estimated value of €413,412.98! But machine learning models are usually not trained to correctly state their uncertainty, they are trained to predict well. Uncertainty quantification requires additional effort or it means restricting model selection to only approaches that have it built in.
Quantify The Uncertainty Of Predictive Models With Conformal Prediction
Quantify The Uncertainty Of Predictive Models…
Quantify The Uncertainty Of Predictive Models With Conformal Prediction
Machine learning models can be like bad TV pundits: They make statements boasting with confidence and without nuance. It’s a cat with a 94% probability! The house has an estimated value of €413,412.98! But machine learning models are usually not trained to correctly state their uncertainty, they are trained to predict well. Uncertainty quantification requires additional effort or it means restricting model selection to only approaches that have it built in.