Now that you hopefully understand why you would (and would not) want to use deep neural networks for regression, I'll show you how to do it. While it's not quite as simple as using linear regressor in scikit-learn, I think you'll find it quite easy using Keras. Most importantly, Keras will allow you to quickly iterate through model architectures without changing a lot of code.