2D & 3D KS without videos

Using Exponax for KS in 2D & 3D

fix typo (#24)

rm widget outputs to fix GH render

Embed image differently

Add transformer schematic

Transformer Emulator in JAX

Approximate full Lyapunov spectrum using autodiff

Quickstart to APEBench: Advection Emulation

Fix Streamlit Apps (#21)

Approx. Lyap Exp using tangent linear dynamics with JAX' autodiff

Approximate largest Lyap exp using perturbation approach

Autoregressive MLP emulator for Lorenz dynamics

Translate to JAX & Parallel simulation

Extract Lorenz map from trajectory