# Bayes Decision Theory Goal: predict output class $\mathcal{C}$ from measurements $\text{x}$ by minimizing the probability of misclassification >[!tip] Main Equation: >$$p(X,Y)=\frac{p(X|Y)p(Y)}{p(X)}$$