4. Statistics

4.1 Intro

We estimate probability models parameters $\theta$ from data $\mathcal{D}$ . Most methods are optimizations of the form:

\begin{equation} \hat{\theta}=\argmin_{\theta} \mathcal{L}(\theta) \end{equation}