diff --git a/source/machine-learning/llm.md b/source/machine-learning/llm.md
index 214bc4f..b863988 100644
--- a/source/machine-learning/llm.md
+++ b/source/machine-learning/llm.md
@@ -11,6 +11,8 @@
   - Paper: <https://arxiv.org/abs/2305.18290>
   - <https://plainenglish.io/community/direct-preference-optimization-dpo-a-simplified-approach-to-fine-tuning-large-language-models>
   - <https://huggingface.co/blog/dpo-trl>
+- Mixture of Experts (MoE)
+  - HF Blog: [Mixture of Experts Explained](https://huggingface.co/blog/moe)
 
 ## Specific Models