Complex sentence: Stochastic learning introduces "noise" into the gradient descent process, using the local gradient calculated from one data point; this reduces the chance of the network getting stuck in a local minima.
Split into simpler sentences: Stochastic learning introduces "noise" into the gradient descent process, using the local gradient calculated from one data point. This reduces the chance of the network getting stuck in a local minima.