Blog Post··7 min read
Statistical Foundations: Distributions, Estimation, and Sampling
Language models are probabilistic systems. Understanding the statistical machinery behind maximum likelihood estimation, Bayesian inference, and sampling algorithms clarifies why training and decoding work the way they do.