Discover how integrating differential equations with AI is revolutionizing predictive analysis. Explore advancements like Physics-Enhanced Deep Surrogates and Time-Evolving Natural Gradient in solving partial differential equations, enhancing applications from climate modeling to healthcare diagnostics. Learn about the transformative potential of PINNs and Hybrid CFD-ANN approaches for more accurate predictions across industries.