We demonstrate several techniques to encourage practical uses of neural networks for fluid flow estimation. In the present paper, three perspectives which are remaining challenges applications machine learning dynamics considered: 1. interpretability machine-learned results, 2. bulking out training data, and 3. generalizability networks. For interpretability, we first two methods observe intern...