diff --git a/docs/source/ko/_toctree.yml b/docs/source/ko/_toctree.yml
index 05031b31786a..c8332d9bb292 100644
--- a/docs/source/ko/_toctree.yml
+++ b/docs/source/ko/_toctree.yml
@@ -332,8 +332,8 @@
       title: (번역중) Optimization
     - local: main_classes/output
       title: 모델 출력
-    - local: in_translation
-      title: (번역중) PEFT
+    - local: main_classes/peft
+      title: PEFT
     - local: in_translation
       title: (번역중) Pipelines
     - local: in_translation
diff --git a/docs/source/ko/main_classes/peft.md b/docs/source/ko/main_classes/peft.md
new file mode 100644
index 000000000000..662b4b495fe4
--- /dev/null
+++ b/docs/source/ko/main_classes/peft.md
@@ -0,0 +1,23 @@
+<!--Copyright 2024 The HuggingFace Team. All rights reserved.
+Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
+the License. You may obtain a copy of the License at
+http://www.apache.org/licenses/LICENSE-2.0
+Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
+an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
+specific language governing permissions and limitations under the License.
+⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
+rendered properly in your Markdown viewer.
+-->
+
+# PEFT[[transformers.integrations.PeftAdapterMixin]]
+
+[`~integrations.PeftAdapterMixin`]은 Transformers 라이브러리와 함께 어댑터를 관리할 수 있도록 [PEFT](https://huggingface.co/docs/peft/index) 라이브러리의 함수들을 제공합니다. 이 믹스인은 현재 LoRA, IA3, AdaLora를 지원합니다. 프리픽스 튜닝 방법들(프롬프트 튜닝, 프롬프트 학습)은 torch 모듈에 삽입할 수 없는 구조이므로 지원되지 않습니다.
+
+[[autodoc]] integrations.PeftAdapterMixin
+    - load_adapter
+    - add_adapter
+    - set_adapter
+    - disable_adapters
+    - enable_adapters
+    - active_adapters
+    - get_adapter_state_dict