That is pretty huge.
The models I work with on CPU are small recurrent models with < 100,000 parameters, and ~500,000 data samples of ~50 features. I get epochs ranging from 50s to 10 mins depending on the size of my model. That said, I have an old i5-2410M, so nothing will run particularly fast.