Tutorial on the Probabilistic Unification of Estimation Theory, Machine Learning, and Generative AI

Mohammed Elmusrati

Extracting meaning from uncertain, noisy data is a fundamental problem across time series analysis, pattern recognition, and language modeling. This survey presents a unified mathe…