adding lecture 12

Author: pevnak

docs/make.jl

@@ -52,6 +52,7 @@ pages = [
         "8: Automatic differentiation 1" => "lecture_08/lecture.md",
         "9: Automatic differentiation 2" => "lecture_09/lecture_v2.md",
         "X: Manipulating Intermediate Represenation (IR)" => "lecture_09/lecture_v1.md"
+        "10: Uncertainty propagation" => "lecture_10/lecture.md"
     ]),
     "Labs" => add_prefix("./lectures", [
         "1: Introduction" => "lecture_01/lab.md",
@@ -63,6 +64,7 @@ pages = [
         "7: Macros" => "lecture_07/lab.md",
         "8: Automatic differentiation 1" => "lecture_08/lab.md",
         "9: Custom Rules For Differentiation" => "lecture_09/lab.md"
+        "10: Uncertainty propagation" => "lecture_12/lab.md"
     ]),
     "Homeworks" => add_prefix("./lectures", [
         "1: Introduction" => "lecture_01/hw.md",
@@ -73,6 +75,7 @@ pages = [
         "6: Language introspection" => "lecture_06/hw.md",
         "7: Macros" => "lecture_07/hw.md",
         "8: Automatic differentiation 1" => "lecture_08/hw.md"
+        "10: Uncertainty propagation" => "lecture_12/hw.md"
     ]),
 
     "Projects" => add_prefix("./projects", [

docs/src/lectures/lecture_09/lecture_v2.md

@@ -625,6 +625,6 @@ Test as
 ```julia
  gradient(CachedGrad(foo, 1.0, 1.0), 1.0, 1.0)
  gradient(CachedGrad(bar, 1.0), 1.0)
- ```
+```
 
 [1] [Autodiff by G. Dalle](https://gdalle.github.io/JuliaOptimizationDays2024-AutoDiff/#/)