Merge pull request #271 from SciML/ChrisRackauckas-patch-2

Add BoundaryValueDiffEq specific docs

Author: ChrisRackauckas

docs/make_aggregate.jl

@@ -52,7 +52,7 @@ docsmodules = [
             "VoronoiFVM",
         ],
         =#
-        "Advanced Solver APIs" => ["OrdinaryDiffEq", "DiffEqGPU"],
+        "Advanced Solver APIs" => ["OrdinaryDiffEq", "BoundaryValueDiffEq", "DiffEqGPU"],
     ],
     "Analysis" => [
         #= "Plots and Visualization" => ["Makie"], #="PlotDocs",=# =#

docs/src/showcase/missing_physics.md

@@ -269,7 +269,7 @@ second optimization, and run it with BFGS. This looks like:
 ```@example ude
 optprob2 = Optimization.OptimizationProblem(optf, res1.u)
 res2 = Optimization.solve(
-    optprob2, LBFGS(linesearch = BackTracking()), callback = callback, maxiters = 1000)
+    optprob2, LBFGS(linesearch = BackTracking()), callback = callback, maxiters = 4000)
 println("Final training loss after $(length(losses)) iterations: $(losses[end])")
 
 # Rename the best candidate