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ecs-vlc · Mar 19, 2024 · 61e5359 · 61e5359
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diff --git a/docs/handouts/gans-handouts.pdf b/docs/handouts/gans-handouts.pdf
diff --git a/docs/index.md b/docs/index.md
@@ -60,9 +60,9 @@ The current working timetable/plan is below, and illustrates the topics we inten
 |      | 06-Mar | 46/2005  | TBC: Applications 2                                                                                                        |                                                                                     |                                                                                         | [Panopto link]() |
 |      | 08-Mar | 27/2001  | TBC: Applications 3                                                                                                        |                                                                                     |                                                                                         | [Panopto link]() |
 | 7    | 11-Mar | 02/1085  | TBC: Applications 4                                                                                                             |                                                                                     |                                                                                    | [Panopto link]() |   
-|      | 13-Mar | 46/2005  | Lecture: Auto-encoders, unsupervised learning and self-supervision                                                         | [vaes-handout.pdf](handouts/autoencoders-handouts.pdf)                              | [ Blog Post on Autoencoders](https://blog.keras.io/building-autoencoders-in-keras.html) | [Panopto Link]() |
-|      | 15-Mar | 27/2001  | Lecture: Differentiable relaxations (sampling, etc.)                                                                       | [relaxation-handout.pdf](handouts/relaxation-handouts.pdf)                          |                                                                                         | [Panopto Link]() |
-| 8    | 18-Mar | 02/1085  | Lecture: Generative Models Part 1: Differentiable Generator Networks                                                       | [gans-handout.pdf](handouts/gans-handouts.pdf)                                      |                                                                                         | [Panopto Link]() | 
+|      | 13-Mar | 46/2005  | Lecture: Auto-encoders, unsupervised learning and self-supervision                                                         | [vaes-handout.pdf](handouts/autoencoders-handouts.pdf)                              | [ Blog Post on Autoencoders](https://blog.keras.io/building-autoencoders-in-keras.html) | [Panopto Link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=138b06bd-30d6-4a56-884e-b13200945204) |
+|      | 15-Mar | 27/2001  | Lecture: Differentiable relaxations (sampling, etc.)                                                                       | [relaxation-handout.pdf](handouts/relaxation-handouts.pdf)                          |                                                                                         | [Panopto Link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=c3a9d7df-a508-4b60-9f8c-b13400a4f137) |
+| 8    | 18-Mar | 02/1085  | Lecture: Generative Models Part 1: Differentiable Generator Networks                                                       | [gans-handout.pdf](handouts/gans-handouts.pdf)                                      |                                                                                         | [Panopto Link](https://southampton.cloud.panopto.eu/Panopto/Pages/Viewer.aspx?id=e97f86bf-7b11-45c3-bdd2-b13700f737b4) | 
 |      | 20-Mar | 46/2005  | Lecture: Generative Models Part 2: Variational Autoencoders                                                                | [gans-handout.pdf](handouts/gans-handouts.pdf)                                      | [Autoencoding Variational Bayes](https://arxiv.org/abs/1312.6114)                       | [Panopto Link]() |
 |      | 22-Mar | 27/2001  | Lecture: Generative Models Part 3: Generative Adversarial Networks                                                         | [gans-handout.pdf](handouts/gans-handouts.pdf)                                      | [GANs](https://papers.nips.cc/paper/5423-generative-adversarial-nets.pdf), [DCGANs](https://arxiv.org/pdf/1511.06434.pdf) | [Panopto Link]() |                                                                                                         
 | 9    | 22-Apr | 02/1085  | Lecture: Attention.                                                                                                        | [attention-handout.pdf](handouts/attention-handouts.pdf)                            |                                                                                         | [Panopto Link]() |
@@ -112,7 +112,7 @@ The full lab schedule is below:
 | 5    | 27-Feb | Zepler L3  | [Implementing simple Neural Networks using PyTorch and Torchbearer](./labs/lab4/)                     | [Lab 4 Exercise](labex/lab4ex.pdf) |
 | 6    | 05-Mar | Zepler L3  | [Implementing and training Convolutional Neural Networks using PyTorch and Torchbearer](./labs/lab5/) | [Lab 5 Exercise](labex/lab5ex.pdf) |
 | 7    | 12-Mar | Zepler L3  | [Using pretrained models and transfer learning](./labs/lab6)                                          | [Lab 6 Exercise](labex/lab6ex.pdf) |
-| 8    | 19-Mar | Zepler L3  | [Recurrent Networks, Sequence Prediction and Embeddings](./labs/lab7)                                 | <!-- [Lab 7 Exercise](labex/lab7ex.pdf) --> |
+| 8    | 19-Mar | Zepler L3  | [Recurrent Networks, Sequence Prediction and Embeddings](./labs/lab7)                                 | [Lab 7 Exercise](labex/lab7ex.pdf) |
 | 9    | 23-Apr | Zepler L3  | [Autoencoders and Deep Generative Models](./labs/lab8)                                                | <!-- [Lab 8 Exercise](labex/lab8ex.pdf) --> |
 | 10   | 30-Apr | NO LAB   |                                                                                                       |                                      |
 | 11   | 07-May | NO LAB   |                                                                                                       |                                      |

diff --git a/docs/lectures/gans.pdf b/docs/lectures/gans.pdf
diff --git a/lecture-source/18-gans/gans-handouts.pdf b/lecture-source/18-gans/gans-handouts.pdf
diff --git a/lecture-source/18-gans/gans.pdf b/lecture-source/18-gans/gans.pdf