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diff --git a/docs/slides.md b/docs/slides.md
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--- a/docs/slides.md
+++ b/docs/slides.md
@@ -228,11 +228,11 @@ img {
 
 </header>
 
-![bg 110%](https://cdn.discordapp.com/attachments/953586522572066826/1068158716945379358/Screenshot_from_2023-01-26_14-04-44.png)
+![bg 110%](assets/sgan_generator.png)
 
 <!-- Générateur : 3,425,155 paramètres -->
 
-![bg 100%](https://cdn.discordapp.com/attachments/953586522572066826/1068157883717517382/a_1.png)
+![bg 100%](assets/sgan_discriminator.png)
 
 <!-- Discriminateur : 710,930 paramètres (708,737) -->
 
@@ -257,10 +257,10 @@ table, td, th, tr {
 }
 </style>
 
-|                                           |                                             5 epochs                                             |                                            100 epochs                                            |
-| :---------------------------------------: | :----------------------------------------------------------------------------------------------: | :----------------------------------------------------------------------------------------------: |
-| <p style="font-size:1.5rem">!pretrain</p> | ![](https://cdn.discordapp.com/attachments/953586522572066826/1068113375474753566/download4.png) | ![](https://cdn.discordapp.com/attachments/953586522572066826/1065674997672190082/download2.png) |
-| <p style="font-size:1.5rem">pretrain</p>  |   ![](https://cdn.discordapp.com/attachments/953586522572066826/1068115321807962122/image.png)   | ![](https://cdn.discordapp.com/attachments/953586522572066826/1067144843610034227/download3.png) |
+|                                           |                5 epochs                |                100 epochs                |
+| :---------------------------------------: | :------------------------------------: | :--------------------------------------: |
+| <p style="font-size:1.5rem">!pretrain</p> | ![](assets/sgan_5epoch_nopretrain.png) | ![](assets/sgan_100epoch_nopretrain.png) |
+| <p style="font-size:1.5rem">pretrain</p>  |  ![](assets/sgan_5epoch_pretrain.png)  |  ![](assets/sgan_100epoch_pretrain.png)  |
 
 
 ---