I am the lead researcher in Augury , an industrial machine health monitoring system. Our machine learning engine includes a modern featurization + ensemble anomaly detection pipeline, and a set of specific fault models that give factories an up-to-date online status of their machines.
I'm currently working on:
- Complete rebuilding of the anomaly engine from scratch
- Automatic retrains
My interests include : Timeseries analysis, anomaly detection, recommender systems and complex networks
I was also one of the initiators of the field of climate networks
I previously worked on : El-Nino and La-Nina statistical predictions, teleconnections, double diffusion, ocean dynamics and instabilities and stochastic transport