I completed a Phd at ENS Paris-Saclay under the supervision of Nicolas VAYATIS and Mathilde MOUGEOT titled High dimensional pattern learning for symbolic time-series. My research focused on ML model for symbolic time series classification applied to anomaly detection. It covers related problem in statistical learning theory, bayesian inference and pattern extraction. The PhD manuscript and the PhD defense' slides are available online.