maximumlikelyhood

Maximum Likelihood Estimation (MLE) stands as one of the most fundamental techniques in statistics and machine learning for estimating parameters of probabilistic models. Whether you’re fitting a simple normal distribution to data, training a logistic regression classifier, or building complex neural networks, you’re likely using maximum likelihood principles, often without explicitly realizing it. The core … Read more