How to train and test deep neural network using MFCC features?
You may want to try training your model on 2D arrays containing entire datasets (all 75 MFCC frames of each audio file).  You can try recurrent or convolutional early layers in your DNN to handle the 2 dimensional input shape.  You may need a far larger amount of training data.