  In this paper, we investigate the influence of noise giving an estimate of
the gradient having a acute angle with the original. Noise amplitude has a
relative model. The work offers both theoretical calculations and theorems, as
well as experimental results. Classic machine learning problems were chosen as
experiments -- linear and logistic regression, computer vision and natural
language processing.
