update of readme file

removed the outdated tutorial and added the new one just published. thank you so much for your amazing work. hopefully i will record a tutorial about dreambooth training too

README.md

@@ -55,23 +55,22 @@ The GUI allows you to set the training parameters and generate and run the requi
 
 [![LoRA Part 2 Tutorial](https://img.youtube.com/vi/k5imq01uvUY/0.jpg)](https://www.youtube.com/watch?v=k5imq01uvUY)
 
-Newer Tutorial: [Generate Studio Quality Realistic Photos By Kohya LoRA Stable Diffusion Training](https://www.youtube.com/watch?v=TpuDOsuKIBo):
-The scripts are tested with PyTorch 1.12.1 and 2.0.1, Diffusers 0.17.1.
+[**Generate Studio Quality Realistic Photos By Kohya LoRA Stable Diffusion Training - Full Tutorial**](https://youtu.be/TpuDOsuKIBo)
 
-[![Newer Tutorial: Generate Studio Quality Realistic Photos By Kohya LoRA Stable Diffusion Training](https://user-images.githubusercontent.com/19240467/235306147-85dd8126-f397-406b-83f2-368927fa0281.png)](https://www.youtube.com/watch?v=TpuDOsuKIBo)
+[![image](https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/QA9woGfjeql37J9JepbrW.png)](https://youtu.be/TpuDOsuKIBo)
 
-Newer Tutorial: [How To Install And Use Kohya LoRA GUI / Web UI on RunPod IO](https://www.youtube.com/watch?v=3uzCNrQao3o):
+[**First Ever SDXL Training With Kohya LoRA - Stable Diffusion XL Training Will Replace Older Models**](https://youtu.be/AY6DMBCIZ3A)
 
-[![How To Install And Use Kohya LoRA GUI / Web UI on RunPod IO With Stable Diffusion & Automatic1111](https://github-production-user-asset-6210df.s3.amazonaws.com/19240467/238678226-0c9c3f7d-c308-4793-b790-999fdc271372.png)](https://www.youtube.com/watch?v=3uzCNrQao3o)
-
-First SDXL Tutorial: [First Ever SDXL Training With Kohya LoRA - Stable Diffusion XL Training Will Replace Older Models](https://youtu.be/AY6DMBCIZ3A):
-
-[![First Ever SDXL Training With Kohya LoRA - Stable Diffusion XL Training Will Replace Older Models](https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/mG0CvKAzb8o29nr5ye0Br.png)](https://youtu.be/AY6DMBCIZ3A)
+[![image](https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/mG0CvKAzb8o29nr5ye0Br.png)](https://youtu.be/AY6DMBCIZ3A)
 
 [**Become A Master Of SDXL Training With Kohya SS LoRAs - Combine Power Of Automatic1111 & SDXL LoRAs**](https://youtu.be/sBFGitIvD2A)
 
 [![image](https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/rXbRquLxFaDGaGlkl-SUp.png)](https://youtu.be/sBFGitIvD2A)
 
+[**How To Do SDXL LoRA Training On RunPod With Kohya SS GUI Trainer & Use LoRAs With Automatic1111 UI**](https://youtu.be/-xEwaQ54DI4)
+
+[![image](https://cdn-uploads.huggingface.co/production/uploads/6345bd89fe134dfd7a0dba40/-BQQRjP9Maht_n4UHxgBJ.png)](https://youtu.be/-xEwaQ54DI4)
+
 ### About SDXL training
 
 The feature of SDXL training is now available in sdxl branch as an experimental feature.