Time Series Understanding, and data quality

Chris Williams | Monday, July 16

Professor of Machine Learning in the School of Informatics, University of Edinburgh (Scotland).

Course Outline

Lectures

– Data preparation and cleaning

– Time series models

– The basics: ARMA, Markov models

– Hidden Markov models, linear dynamical systems, and extension

– Recurrent neural networks

– Applications to ICU patient condition monitoring

Hands-on session

– Data preparation and cleaning
– Time series examples
– Condition monitoring