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update video links
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avehtari committed Nov 4, 2024
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}
```

The 2024 course web pages have been updated. If you notice something
that looks as old information from year 2023, please send a message in
Zulip. A big change in the course is the reduced use of peergrading as
the previously used system was shut down, which means also substantial
changes in the assignments.

**Aalto 2024** course can be taken online except for the final project
presentation. The lectures will be given on campus, but recorded and the
recording will be made available online after the lecture. If you are
Expand All @@ -55,7 +49,7 @@ for those sessions.
whether you used AI and in which way you used them (See [points 5 and 6 in Aalto guidelines for use of AI in teaching](https://www.aalto.fi/en/services/guidance-for-the-use-of-artificial-intelligence-in-teaching-and-learning-at-aalto-university)). We have tested some AI on the course topics and assignments and the output can be copy of existing text without attribution (ie plagiarism), vague or have mistakes, so you need to be careful when using such outputs.

All the course material is available in a [git
repo](https://github.com/avehtari/BDA_course_Aalto) (and these pages are
repo](https://github.com/avehtari/BDA_course_Aalto) and in [Panopto](https://aalto.cloud.panopto.eu/Panopto/Pages/Sessions/List.aspx?folderID=b6f169ef-a8b4-4a04-983b-b1df009838f8), (and these pages are
for easier navigation). All the material can be used in other courses.
Text and videos licensed under CC-BY-NC 4.0. Code licensed under BSD-3.

Expand Down Expand Up @@ -197,7 +191,7 @@ The schedule links to 2023 lecture videos until couple hours after the
| 4\. Monte Carlo | [BDA3 Chapter 10](BDA3_notes.html#ch10) | [2024 Lecture 4.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c1669e4d-ec3b-4007-a5b9-b1fb00ba0475),<br> [2024 Lecture 4.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=7c1a7ca8-a25a-4b5c-8303-b1fb00cb9f14), <br>[Slides 4](slides/BDA_lecture_4.pdf) | [Assignment 4](assignments/assignment4.html) | `r sdate("Lecture date", "Week4")` | `r sdate("Assignment closes (23:59)", "Week4")` |
| 5\. Markov chain Monte Carlo | [BDA3 Chapter 11](BDA3_notes.html#ch11) | [2024 Lecture 5.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=38ece059-5e94-4762-804b-b20200b9c93f), <br> [2024 Lecture 5.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=2453beb9-7766-4854-a969-b20200c942c5), <br>[Slides 5](slides/BDA_lecture_5.pdf) | [Assignment 5](assignments/assignment5.html) | `r sdate("Lecture date", "Week5")` | `r sdate("Assignment closes (23:59)", "Week5")` |
| 6\. Stan, HMC, PPL | [BDA3 Chapter 12](BDA3_notes.html#ch12) + [extra material on Stan](index.html#stan) | [2023 Lecture 6.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=f365e86c-fe5a-442d-82c7-b2090100c4cf), <br>[Lecture 6.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=65bf5b2b-0a4e-4cae-ba26-b09600cb6222), <br>[2024 Slides 6](slides/BDA_lecture_6.pdf) | [Assignment 6](assignments/assignment6.html) | `r sdate("Lecture date", "Week6")` | `r sdate("Assignment closes (23:59)", "Week6")` |
| 7\. Hierarchical models and exchangeability | [BDA3 Chapter 5](BDA3_notes.html#ch5) | [2023 Lecture 7.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c1014690-1133-4232-ad0f-b0a400ba228d), <br> [2023 Lecture 7.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=196c3a91-3ba2-4469-ab15-b0a400ca6074),<br> [2022 Project info](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=8f0158f9-6abf-4ada-bdb7-af3800d139de), <br>[Slides 7](slides/BDA_lecture_7.pdf) | [Assignment 7](assignments/assignment7.html) | `r sdate("Lecture date", "Week8")` | `r sdate("Assignment closes (23:59)", "Week8")` |
| 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)<br>[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) | [2023 Lecture 8.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=785ece8a-16ef-4f64-8134-b0ab00cbd1e8), <br> [2023 Lecture 8.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=456afda7-0e6d-4903-b0df-b0ab00da8f1e), <br>[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), <br> [Practical Bayesian cross-validation](https://arxiv.org/abs/1507.04544) | [2023 Lecture 9.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=a4961b5a-7e42-4603-8aaf-b0b200ca6295), <br> [2023 Lecture 9.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=a4796c79-eab2-436e-b55f-b0b200dac7ce), <br>[Slides 9](slides/BDA_lecture_9.pdf) | [Old 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](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c4ab903a-bc22-416f-99c8-b0b900c9f3f7), [2023 Lecture 10.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=2a6d7c79-7797-4a6d-8efa-b0b900d8f24c), <br>[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")` |
Expand Down Expand Up @@ -424,7 +418,7 @@ Hierarchical models and exchangeability. BDA3 Ch 5.
- see [reading instructions for Chapter 5](BDA3_notes.html#ch5)
- **Lecture `r paste(sday("Lecture date", "Week8"), sdate("Lecture date", "Week8"))` 14:15-16, hall T2, CS building**
- [Slides 7](slides/BDA_lecture_7.pdf)
- Videos: [2023 Lecture 7.1](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c1014690-1133-4232-ad0f-b0a400ba228d) on hierarchical models, [2023 Lecture 7.2](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=196c3a91-3ba2-4469-ab15-b0a400ca6074) on exchangeability.
- Videos: [2023 Lecture 7](https://aalto.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=b46e93aa-ff83-49ab-94a7-b20c00e2313d) on hierarchical models and exchangeability.
- Read [the additional comments for Chapter 5](BDA3_notes.html#ch5)
- Check [R demos](demos.html#BDA_R_demos) or [Python
demos](demos.html#BDA_Python_demos) for Chapter 5
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