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.
Using deep neural networks for regression
How to plan a machine learning problem
When building a new neural network, I recommend following the same basic steps every time.
Deep neural networks can get very complicated, very quickly. A little bit of planning and organization and greatly accelerate your workflow!
The following are the steps...
