Merge pull request #298 from agerlach/master

DEU tutorial fix

Author: ChrisRackauckas

tutorials/DiffEqUncertainty/01-expectation_introduction.jmd

@@ -358,32 +358,4 @@ The performance gains realized by leveraging batch GPU processing is problem dep
 ```{julia; echo=false; skip="notebook"}
 using SciMLTutorials
 SciMLTutorials.tutorial_footer(WEAVE_ARGS[:folder],WEAVE_ARGS[:file])
-```
-
-
-<!--
-## Batch + nout
-```julia
-using DiffEqGPU
-
-function f(du, u,p,t) 
-    @inbounds begin
-        du[1] = p[1]*u[1];
-    end
-    nothing
-end
-
-u0 = Float32[10.0]
-p = Float32[-0.3]
-tspan = (0.0f0,10.0f0)
-prob = ODEProblem(f,u0,tspan,p)
-
-g(sol) = [sol(4.0)[1], sol(6.0)[1]]
-
-u0_dist = [truncated(Normal(3.0f0,2.0f0),-5f0,11f0)]
-p_dist = [truncated(Normal(-.7f0, .1f0), -1f0,0f0)]
-
-expectation(g, prob, u0_dist, p_dist, Koopman(), Tsit5(), EnsembleGPUArray(); 
-            quadalg = CubaSUAVE(), batch=1000, nout=2)[1]
-```
--->
+```

tutorials/DiffEqUncertainty/02-AD_and_optimization.jmd

@@ -277,7 +277,7 @@ The probability of impacting the wall is now
 ```
 We can check if this is within tolerance by
 ```julia
-isapprox(λ, 0.01, atol=1e-5)
+abs(λ - 0.01) <= 1e-5
 ```
 
 Again, we plot some Monte Carlo simulations from this result as follows
@@ -302,12 +302,7 @@ begin
 end
 ```
 
-
-
-## Conclusion
-
-
 ```{julia; echo=false; skip="notebook"}
 using SciMLTutorials
 SciMLTutorials.tutorial_footer(WEAVE_ARGS[:folder],WEAVE_ARGS[:file])
-```
+```

tutorials/DiffEqUncertainty/Project.toml

@@ -5,9 +5,11 @@ DiffEqSensitivity = "41bf760c-e81c-5289-8e54-58b1f1f8abe2"
 DiffEqUncertainty = "ef61062a-5684-51dc-bb67-a0fcdec5c97d"
 DifferentialEquations = "0c46a032-eb83-5123-abaf-570d42b7fbaa"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
+ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
 NLopt = "76087f3c-5699-56af-9a33-bf431cd00edd"
 OrdinaryDiffEq = "1dea7af3-3e70-54e6-95c3-0bf5283fa5ed"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
+Quadrature = "67601950-bd08-11e9-3c89-fd23fb4432d2"
 
 [compat]
 BenchmarkTools = "0.5"
@@ -16,6 +18,8 @@ DiffEqSensitivity = "6.28"
 DiffEqUncertainty = "1.5"
 DifferentialEquations = "6.15"
 Distributions = "0.23"
+ForwardDiff = "0.10"
 NLopt = "0.6"
 OrdinaryDiffEq = "5.42"
 Plots = "1.5"
+Quadrature = "1.3"