Why does the RBF (radial basis function) kernel map into infinite dimensional space, mentioned many times in machine learning lectures? - Quora

https://www.quora.com/Why-does-the-RBF-radial-basis-function-kernel-map-into-infinite-dimensional-space-mentioned-many-times-in-machine-learning-lectures