Machine Learning, Deep Learning, Algorithms, Loss Function, Optimization.
given some data. Point Estimation is the attempt to provide the single best prediction of some quantity of interest. Quantity of interest can be: A single parameter A vector of parameters — e.g., weights in linear regression A whole function Point estimator To distinguish estimates of parameters