Maximum Likelihood, Estimations, Statistics, Data Science, Likelihood.
the parameter(s) and x is the observed data, MLE seeks to find the values of θ that maximize this function. The likelihood function is often transformed into the log-likelihood function, as the logarithm is a monotonically increasing function, making optimization more convenient. The MLE process