AI GLOSSARY · DATA & ML
Uncertainty
How unsure a prediction is. Good systems report it instead of faking precision.
Example
“Between 40 and 60 units, most likely 50.”
Learn it by doing
Reading a definition is a start; using the idea makes it stick.
Related terms
DATA & MLBaselineA simple reference result that a model must beat to be worth using.DATA & MLOverfittingWhen a model memorises training data and performs poorly on new data.DATA & MLTrain/test splitKeeping some data aside, unseen during training, to measure real performance.DATA & MLData leakageWhen information from the test set or the future sneaks into training, making results look better than they are.DATA & MLClassificationPredicting a category, such as spam or not spam.DATA & MLRegressionPredicting a number, such as a price or a quantity.