v5.10.0

NeuralPDE v5.10.0

Diff since v5.9.0

Merged pull requests:

• Docs modifications to use QuadratureTraining instead of GridTraining (#729) (@sdesai1287)
• Documenter 1.0 upgrade (#739) (@ArnoStrouwen)
• changes from final reviews, improved Docs (#741) (@AstitvaAggarwal)
• Remove v1.6 from CI (#743) (@ChrisRackauckas)
• BPINN PDE solver (#745) (@AstitvaAggarwal)
• ci: run Documentation builds on buildkite instead of GHA (#750) (@thazhemadam)
• build: make optim version >= 1.7.8 (#753) (@sathvikbhagavan)
• ci(buildkite): fix GPU tests not being run on Buildkite (#756) (@thazhemadam)
• Refactor/cleanup ode tutorials (#757) (@sathvikbhagavan)
• BNNODE bug fix, faster MvNormal pdf definition (#760) (@AstitvaAggarwal)
• Fix typo "simultaniously" -> "simultaneously" (#763) (@brollb)
• CompatHelper: add new compat entry for Statistics at version 1, (keep existing compat) (#764) (@github-actions[bot])
• Change typeof(x) <: y to x isa y (#767) (@pepijndevos)
• Fix ODE tutorial link (#771) (@bowenszhu)
• CompatHelper: bump compat for Adapt to 4, (keep existing compat) (#775) (@github-actions[bot])
• version 1.9 to dodge compat bump bandwagon (#776) (@AstitvaAggarwal)
• BPINN solver Docs(Manual and tutorial) (#781) (@AstitvaAggarwal)
• build: compat bumps to latest versions (#783) (@sathvikbhagavan)
• build: remove >= for Optim compat. (#786) (@sathvikbhagavan)

Closed issues:

• Migrate functionality to HighDimPDE.jl (#514)
• NNODE fails on simple logistic curve (#634)
• Bayesian Inference for PDE PINN solver (#712)
• fix NUTS kwargs handling and Default ode params vector (#737)
• BNNODE dosent support Lux chains Initparams, supporting fix for PR #749 (#759)
• Documentation for BayesianPINN and ahmc_bayesian_pinn_pde (#779)
• Encountering Precompilation Error Messages When Adding NeuralPDE Package in Julia (#780)