bugfix UKI ensemble size

vline at single ens

improve display (group methods by type in suitability table, consistent coloring, add failure table to opt

filename change

added levenberg_marquardt infrastructure

framework for adam

Suitability tables (#4)

initial UQ and Claude interface (#2)

corrected failure numbers

added HM + ABC to leaderboard

Update for UKI data

remove incorrect rmse refs

latest updates except data

update app, multi tab not working

update app, work on some demos

Duplicate from streamlit/streamlit-template-space