diff --git a/docs/fine_tuning_huggning_face_models_for_classification.md b/docs/fine_tuning_hugging_face_models_for_classification.md
similarity index 98%
rename from docs/fine_tuning_huggning_face_models_for_classification.md
rename to docs/fine_tuning_hugging_face_models_for_classification.md
index 67ba113..d6a7deb 100644
--- a/docs/fine_tuning_huggning_face_models_for_classification.md
+++ b/docs/fine_tuning_hugging_face_models_for_classification.md
@@ -1,4 +1,4 @@
-# Fine-tuning Huggning Face models for classification
+# Fine-tuning Hugging Face models for classification
 
 You can use **ComfyUI-Pt-Wrapper** to fine-tune Hugging Face's pretrain models for text classification, such as sentiment analysis on a movie review dataset.
 
diff --git a/docs/model_training.md b/docs/model_training.md
index f6a5db5..508ad3f 100644
--- a/docs/model_training.md
+++ b/docs/model_training.md
@@ -112,6 +112,5 @@ Refer to [Training RNN for text classification](training_rnn_for_classification.
 # Training Transformer
 Refer to [Training Transformer for text classification](training_transformer_for_classification.md)
 
-# Fine-tuning Huggning Face models for classification
-Refer to [Fine-tuning Huggning Face models for classification]
-(fine_tuning_huggning_face_models_for_classification.md).
\ No newline at end of file
+# Fine-tuning Hugging Face models for classification
+Refer to [Fine-tuning Hugging Face models for classification](fine_tuning_hugging_face_models_for_classification.md).
\ No newline at end of file