Logistic Optimization
How do we minimize the logistic loss function (i.e., how are the parameters estimated)?
Answer
Since there is no closed-form solution for minimizing the logistic loss function, the parameters are estimated using numerical optimization algorithms, such as gradient descent (or its variants like stochastic gradient descent).