Merge pull request #4 from ddrous/dev

Merge Lineax integration for patch 1.0.2

Fixed README with a post release on PyPI

Added a few visulaisations to the README

Updes works as a vector field inside Diffrax

I'm a genius ! Periodic boundary conditions working

Fixed labels for NS controls

Adjoint formulations and hyperparams for DP

Convergence analysis in demos folder