Restricted Boltzmann Machine - How do you train a restricted Boltzmann machine?

Maximizing the probability of the RBM parameters given the training data is a common practice in parameter adjustment, also known as training, of Restricted Boltzmann Machines. This is the likelihood that the data were generated by the distribution described by the RBM.