It's good to first add dropout before the last layer, if it doesn't work then try to add more layers before it. In case of CNN, p value usually ranges between 0.4 to 0.5 For RNN, 0.2 to 0.3 For ANN, 0.1 to 0.5 Its rare to use dropout of more than 0.5