We will describe the unilateral version associated to the replicator dynamics and its connection to  on-line learning procedures and classical gradient  algorithms in discrete and continuous time. 
We will survey recent results on extensions of this dynamics: regularization functions and  variable weights, time average  and link to  best reply dynamics in games,   equilibria and variational inequalities, potential and dissipative games,  Hessian Riemannian metrics.