Table of contents : Cover Front Matter 1. Introductory Material to Animation and Learning 2. Fluids and Deep Learning: A Brief Review 3. Fluid Modeling Through Navier–Stokes Equations and Numerical Methods 4. Neural Networks Universality, Geometric, and Dynamical System Elements for Fluid Animation 5. Data and Learning Theory 6. Modeling Fluids Through Neural Networks 7. Fluid Rendering 8. Case Studies 9. Perspectives and Final Remarks Back Matter