$$ P(y=j|\mathbf{x}) = \frac{e^{\mathbf{x}^\mathsf{T}\mathbf{w}j}}{\sum{k=1}^K e^{\mathbf{x}^\mathsf{T}\mathbf{w}_k}} $$