Radial Basis Functions are Feed Forward Neural Networks but with a radial basis activation instead of logistic functions. The radial basis function typically is faster and easily interpretable. However, classification takes more time.
See Ramraj Chandradevan’s detailed explanation of RBF on Towards Data Science