Statistics, Machine Learning, Data Science, Central Limit Theorem, Sample.
MLE objective for Normal Distribution. We want to maximize the likelihood of random-sample {x_1, …, x_N} This is a dual maximization objective: we want to find the pair of values for µ and σ which maximizes this term. As it turns out, this equation has a closed-form solution, meaning we can derive