The SciML Showcase

The SciML Showcase is a display of some cool things that can be done by connecting SciML software.

Want to see some cool things that you can do with SciML? Check out the following:

• Scientific machine learning: incorporating prior physics into automated model discovery

  • Auto-complete mechanistic models by embedding machine learning into differential equations
  • Bayesian automated model discovery with quantified uncertainties and probability estimates
  • Discovering the Relativistic Corrections to Binary Black Hole Dynamics

• Solving big difficult equations with parallelism, speed, and accuracy

  • Automated Efficient Solution of Nonlinear Partial Differential Equations
  • GPU-Accelerated Physics-Informed Neural Network PDE Solvers
  • Massively Data-Parallel ODE Solving on GPUs
  • GPU-Accelerated Stochastic Partial Differential Equations

• Useful cool wonky things that are hard to find anywhere else

  • Automatic Uncertainty Quantification, Arbitrary Precision, and Unit Checking in ODE Solutions using Julia's Type System
  • Symbolic-Numeric Analysis of Parameter Identifiability and Model Stability
  • Optimization Under Uncertainty