Gaussian processes for time-series modelling [Roberts, 2013] Very gentle introduction to Gaussian processes for time-series data.

Gaussian processes for Machine Learning [Rassmussen & Williams, 2006] Beautiful and comprehensive book on Gaussian processes, upon which other books modeled their discussion of GPs. The chapter on kernels is particularly elegant.