Machine Learning, Artificial Intelligence, Statistics, Data Science, Towards Data Science.
assumed that outputs are sampled from Normal distribution. Let’s define it explicitly, by setting mean of distribution to Xw and variance to I(unit variance). Now, our aim is to find w that maximizes the likelihood of y which is p(y|X,w). We defined p(y|X,w) as Normal distribution above, so we know