Machine Learning, Data Science, Statistics, Probability, Editors Pick.
parameters of a statistical model are fit to data by finding θ which maximizes the log-likelihood or log[P(X|θ)]. Assuming independence, this typically looks like the following: Equation 1: Typical maximum likelihood estimatation (MLE) setup. However, we can only compute P(X,Z|θ) due to the