The paper studies a class of reccurent neural networks described by the equations
Using Lyapunov functions, a sufficient condition for the complete stability is obtained. On this base applying the Mawhin coincidence degree theory, many sufficient conditions guaranteeing the existence of at least one almost periodic solution are obtained. These conditions are derived for an arbitrary activation function . Few simulations done by Matlab illustrate that the simulation results fit well the theoretic analysis.