diff --git a/Home.md b/Home.md
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@@ -1026,6 +1026,6 @@ We value engineers who are proactive, independent and who ship features and idea
 1. CUDA / GPU Mode lecture Talk. [Youtube link](https://www.youtube.com/watch?v=hfb_AIhDYnA)
 2. Low Level Technicals of LLMs. [Youtube link](https://www.youtube.com/watch?v=pRM_P6UfdIc)
 3. Fixing bugs in Llama, Mistral, Gemma. [Youtube link](https://www.youtube.com/watch?v=TKmfBnW0mQA)
-4. PyTorch Conference Mini Talk. [Youtube link](https://www.youtube.com/watch?v=hfb_AIhDYnA)
+4. PyTorch Conference Mini Talk. [Youtube link](https://www.youtube.com/watch?v=PdtKkc5jB4g)
 5. PyTorch Engineers Meeting Talk. [Youtube link](https://www.youtube.com/watch?v=MQwryfkydc0)
 6. Hugging Face Collab Blog. [Blog link](https://huggingface.co/blog/unsloth-trl)
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