Time Series Modelling and State Space Models: Professor Chris Williams, University of Edinburgh

– AR, MA and ARMA models
– Parameter estimation for ARMA models
– Hidden Markov Models (definitions, inference, learning)
– Linear-Gaussian HMMs (Kalman filtering)
– More advanced topics (more elaborate state-space models, and recurrent neural networks)

#datascienceclasses