v1.11.0

DiffEqFlux v1.11.0

Diff since v1.10.3

Closed issues:

• Using reverse-mode autodiff with a second order ODE problem (#48)
• [Bug Report] Rosenbrock23 gives no method matching finite_difference_jacobian (#257)
• NewtonSecondOrderAdjoints code in document not working (#258)
• LV-Univ example code doesn't match intro text (#262)
• reconstruct_Foo instead of reconstruct NeuralODE (#264)

Merged pull requests:

• Second Order Neural ODEs (#254) (@ChrisRackauckas)
• [WIP] Add Documentation to MNIST example (#256) (@JeremyFongSP)
• Docs fix: remove parameter p from call of predict_rd (#260) (@metanoid)
• Update LV-delay.md to include training step (#261) (@metanoid)
• Delete nfe variable in code (#263) (@JeremyFongSP)
• Remove unused functor definitions (#265) (@ChrisRackauckas)
• Update layers.jl (#269) (@ChrisRackauckas)