Squared Hinge

• Hinge Loss
• problems involving yes/no (binary) decisions and when you’re not interested in knowing how certain the classifier is about the classification
• Tanh for last layer
• maximum margin

$\mathrm{sum}\left({\left(\max \left(0,1-y\cdot \hat{y}\right)\right)}^2\right)$