Why it matters: Multinomial logistic regression made simple: softmax math, Python code, odds-ratio interpretation, and real examples that outshine the textbooks.
Why it matters: Master the softmax activation function: math, gradient, temperature scaling, transformer attention, PyTorch code, calibration risks, and modern alternatives.