Machine Learning, Data Science, Overfitting, Underfitting.
/ more filters for CNN, and so on. To simplify the model, you need contrariwise to reduce the number of parameters. Either completely change the algorithm (try random forest instead of deep neural network), or reduce the number of degrees of freedom. Fewer layers, fewer neurons, and so on. More