If your dataset is small then there are techniques to handle it. I bet author was never enrolled in a deep learning class. He just came up a title borrowed from

If your dataset is small then there are techniques to handle it. I bet author was never enrolled in a deep learning class. He just came up a title borrowed from 'don't use big data if your data isn't big'