PINNs & Deef Fourier Residal Benchmark (Keras Core) - JAX & TensorFlow. Benchmarking for efficient PDE solving with NN

An introductory course to neural networks and partial differential equations

Pieces of code for the experiments described in the manuscript "Optimizing Variational Physics-Informed Neural Networks Using Least Squares", available at https://arxiv.org/pdf/2407.20417.

Pieces of code for the experiments described in the manuscript "A Least-Squares-Based Neural Network (LS-Net) for Solving Linear Parametric PDEs", available at https://arxiv.org/pdf/2410.15089.

Information and educational examples on how to use the mathmode servers

Educational examples on how to use the Hydra Framework to configure and run computational experiments