GPU Acceleration of Julia's SciML: ODEs, Optimization, and more
Oscar Smith, Oscar Smith
Julia's SciML ecosystem is burgeoning in applying machine learning to scientific computing. Moreover, a key emphasis is the performance paradigm, accelerating scientific discovery. This is possible because at the core of the SciML are the numerical methods that automatically support hardware accelerators like GPUs, making the simulations tractable. This talk will provide a state of GPU acceleration in the SciML ecosystem and its applications, ranging from ODE solvers to Optimization methods.