What is probabilistic classification?
Updated May 15, 2026
Short answer
Probabilistic classification outputs probabilities for each class.
Deep explanation
Instead of hard labels, models estimate likelihoods using functions like sigmoid or softmax.
Real-world example
Medical diagnosis systems estimating disease probability.
Common mistakes
- Directly interpreting probabilities as certainty.
Follow-up questions
- What is calibration in probabilities?