diff --git a/Aalto2024.Rmd b/Aalto2024.Rmd
index 9e528968..4deeb084 100644
--- a/Aalto2024.Rmd
+++ b/Aalto2024.Rmd
@@ -194,7 +194,7 @@ The schedule links to 2023 lecture videos until couple hours after the
| 7\. Hierarchical models and exchangeability | [BDA3 Chapter 5](BDA3_notes.html#ch5) | [2024 Lecture 7](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=b46e93aa-ff83-49ab-94a7-b20c00e2313d)
[Slides 7](slides/BDA_lecture_7.pdf) | [Assignment 7](assignments/assignment7.html) | `r sdate("Lecture date", "Week8")` | `r sdate("Assignment closes (23:59)", "Week8")` |
| 8\. Model checking & cross-validation | [BDA3 Chapter 6](BDA3_notes.html#ch6), [BDA3 Chapter 7](BDA3_notes.html#ch7), [Visualization in Bayesian workflow](https://doi.org/10.1111/rssa.12378), [Practical Bayesian cross-validation](https://arxiv.org/abs/1507.04544) | [2024 Lecture 8.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=f27400bd-b10a-4f04-a6c2-b21e00ca5fc6),
[2024 Lecture 8.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=76e1d933-87b0-4259-80a5-b21e00dac6e5),
[Slides 8a](slides/BDA_lecture_8a.pdf),[Slides 8b](slides/BDA_lecture_8b.pdf) | Start project work | `r sdate("Lecture date", "Week9")` | `r sdate("Assignment closes (23:59)", "Week9")` |
| 9\. Model comparison, selection, and hypothesis testing | [BDA3 Chapter 7 (not 7.2 and 7.3)](BDA3_notes.html#ch7),
[Practical Bayesian cross-validation](https://arxiv.org/abs/1507.04544) | [2023 Lecture 9.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=79edb5ba-688c-472d-8471-b22500ca9fc2),
[Lecture 9.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=3d16970f-14fd-4226-b0f6-b22500dbb74b),
[Slides 9](slides/BDA_lecture_9.pdf) | [Assignment 8](assignments/assignment8.html) | `r sdate("Lecture date", "Week10")` | `r sdate("Assignment closes (23:59)", "Week10")` |
-| 10\. Decision analysis | [BDA3 Chapter 9](BDA3_notes.html#ch9) | [2023 Lecture 10.1 (2024 recording failed, but the content is almost the same)](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c4ab903a-bc22-416f-99c8-b0b900c9f3f7), [2024 Lecture 10.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=3650459c-3379-45cf-beb3-b22c00da5fc1),
[Slides 10a](slides/BDA_lecture_10a.pdf), [Slides 10b](slides/BDA_lecture_10b.pdf) | [Old Assignment 9](assignments/assignment9.html) | `r sdate("Lecture date", "Week11")` | `r sdate("Assignment closes (23:59)", "Week11")` |
+| 10\. Decision analysis | [BDA3 Chapter 9](BDA3_notes.html#ch9) | [2023 Lecture 10.1 (2024 recording failed, but the content is almost the same)](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c4ab903a-bc22-416f-99c8-b0b900c9f3f7), [2024 Lecture 10.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=3650459c-3379-45cf-beb3-b22c00da5fc1),
[Slides 10a](slides/BDA_lecture_10a.pdf), [Slides 10b](slides/BDA_lecture_10b.pdf) | [Assignment 9](assignments/assignment9.html) | `r sdate("Lecture date", "Week11")` | `r sdate("Assignment closes (23:59)", "Week11")` |
| 11\. Variable selectio with projpred, project presentation example | [BDA3 Chapter 4](BDA3_notes.html#ch4) | [2023 Lecture 11.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=7ef70bc8-122b-4e86-80fa-b0c000cb5511), [2023 Lecture 11.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=a2b3bcb8-240e-4e6c-b90e-b0c000d92770), [2023 Lecture 11.3](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=ae634732-1f4e-4568-8529-b0c000e0f153),
[Slides 11a](slides/BDA_lecture_11a.pdf), [Slides Project Presentation](project_work/BDA_presentation_example.pdf), [Slides 11 extra](slides/slides_extra.pdf) | Project work | `r sdate("Lecture date", "Week12")` | `r sdate("Assignment closes (23:59)", "Week12")` |
| 12\. TBA | | Optional:
| Project work | `r sdate("Lecture date", "Week13")` | `r sdate("Assignment closes (23:59)", "Week13")` |
| 13\. Project evaluation | | | | Project presentations: `r params$project_presentations` | Evaluation week |
@@ -500,7 +500,7 @@ Decision analysis. BDA3 Ch 9. + Laplace approximation and asymptotics. BDA Ch 4.
- [Slides 10a](slides/BDA_lecture_10a.pdf), [Slides 10b](slides/BDA_lecture_10b.pdf)
- Videos: [2023 Lecture 10.1 (2024 recording failed, but the content is almost the same)](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c4ab903a-bc22-416f-99c8-b0b900c9f3f7)
on decision analysis. BDA3 Ch 9, and [2024 Lecture 10.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=3650459c-3379-45cf-beb3-b22c00da5fc1) on Laplace approximation, and asymptotics, BDA3 Ch 4.
-- Make and submit [Old Assignment 9](assignments/assignment9.html).
+- Make and submit [Assignment 9](assignments/assignment9.html).
**`r sday("Assignment closes (23:59)", "Week11")` `r sdate("Assignment closes (23:59)", "Week11")` 23:59**
- [TA sessions](assignments.html#TA_sessions)
`r sdate("Lecture date", "Week11", offset = 2)` 14-16,