diff --git a/README.md b/README.md
index 0ef7526..68b4bed 100644
--- a/README.md
+++ b/README.md
@@ -4,9 +4,11 @@
 </div>
 
 <div align="center">
-  <img src="https://img.shields.io/github/stars/datawhalechina/happy-llm?style=for-the-badge&logo=github" alt="GitHub stars"/>
-  <img src="https://img.shields.io/github/forks/datawhalechina/happy-llm?style=for-the-badge&logo=github" alt="GitHub forks"/>
-  <img src="https://img.shields.io/badge/language-Chinese-brightgreen?style=for-the-badge" alt="Language"/>
+  <img src="https://img.shields.io/github/stars/datawhalechina/happy-llm?style=flat&logo=github" alt="GitHub stars"/>
+  <img src="https://img.shields.io/github/forks/datawhalechina/happy-llm?style=flat&logo=github" alt="GitHub forks"/>
+  <img src="https://img.shields.io/badge/language-Chinese-brightgreen?style=flat" alt="Language"/>
+  <a href="https://github.com/datawhalechina/happy-llm"><img src="https://img.shields.io/badge/GitHub-Project-blue?style=flat&logo=github" alt="GitHub Project"></a>
+  <a href="https://swanlab.cn/@kmno4/Happy-LLM/overview"><img src="https://raw.githubusercontent.com/SwanHubX/assets/main/badge1.svg" alt="SwanLab"></a>
 </div>
 
 <div align="center">
diff --git a/README_en.md b/README_en.md
index 4c2d631..2baf3df 100644
--- a/README_en.md
+++ b/README_en.md
@@ -4,11 +4,12 @@
 </div>
 
 <div align="center">
-  <img src="https://img.shields.io/github/stars/datawhalechina/happy-llm?style=for-the-badge&logo=github" alt="GitHub stars"/>
-  <img src="https://img.shields.io/github/forks/datawhalechina/happy-llm?style=for-the-badge&logo=github" alt="GitHub forks"/>
-  <img src="https://img.shields.io/badge/language-English-brightgreen?style=for-the-badge" alt="Language"/>
+  <img src="https://img.shields.io/github/stars/datawhalechina/happy-llm?style=flat&logo=github" alt="GitHub stars"/>
+  <img src="https://img.shields.io/github/forks/datawhalechina/happy-llm?style=flat&logo=github" alt="GitHub forks"/>
+  <img src="https://img.shields.io/badge/language-Chinese-brightgreen?style=flat" alt="Language"/>
+  <a href="https://github.com/datawhalechina/happy-llm"><img src="https://img.shields.io/badge/GitHub-Project-blue?style=flat&logo=github" alt="GitHub Project"></a>
+  <a href="https://swanlab.cn/@kmno4/Happy-LLM/overview"><img src="https://raw.githubusercontent.com/SwanHubX/assets/main/badge1.svg" alt="SwanLab"></a>
 </div>
-
 <div align="center">
 
 [中文](./README.md) | [English](./README_en.md)
diff --git a/docs/README.md b/docs/README.md
index d494fec..3db9138 100644
--- a/docs/README.md
+++ b/docs/README.md
@@ -4,9 +4,11 @@
 </div>
 
 <div align="center">
-  <img src="https://img.shields.io/github/stars/datawhalechina/happy-llm?style=for-the-badge&logo=github" alt="GitHub stars"/>
-  <img src="https://img.shields.io/github/forks/datawhalechina/happy-llm?style=for-the-badge&logo=github" alt="GitHub forks"/>
-  <img src="https://img.shields.io/badge/language-Chinese-brightgreen?style=for-the-badge" alt="Language"/>
+  <img src="https://img.shields.io/github/stars/datawhalechina/happy-llm?style=flat&logo=github" alt="GitHub stars"/>
+  <img src="https://img.shields.io/github/forks/datawhalechina/happy-llm?style=flat&logo=github" alt="GitHub forks"/>
+  <img src="https://img.shields.io/badge/language-Chinese-brightgreen?style=flat" alt="Language"/>
+  <a href="https://github.com/datawhalechina/happy-llm"><img src="https://img.shields.io/badge/GitHub-Project-blue?style=flat&logo=github" alt="GitHub Project"></a>
+  <a href="https://swanlab.cn/@kmno4/Happy-LLM/overview"><img src="https://raw.githubusercontent.com/SwanHubX/assets/main/badge1.svg" alt="SwanLab"></a>
 </div>
 
 <div align="center">
@@ -48,7 +50,7 @@
 | [第三章 预训练语言模型](./chapter3/第三章%20预训练语言模型.md) | Encoder-only、Encoder-Decoder、Decoder-Only 模型对比 | ✅ |
 | [第四章 大语言模型](./chapter4/第四章%20大语言模型.md) | LLM 定义、训练策略、涌现能力分析 | ✅ |
 | [第五章 动手搭建大模型](./chapter5/第五章%20动手搭建大模型.md) | 实现 LLaMA2、训练 Tokenizer、预训练小型 LLM | ✅ |
-| [第六章 大模型训练实践](./chapter6/第六章%20大模型训练流程实践.md) | 预训练、有监督微调、LoRA/QLoRA 高效微调 | ✅ |
+| [第六章 大模型训练实践](./chapter6/第六章%20大模型训练流程实践.md) | 预训练、有监督微调、LoRA/QLoRA 高效微调 | 🚧 |
 | [第七章 大模型应用](./chapter7/第七章%20大模型应用.md) | 模型评测、RAG 检索增强、Agent 智能体 | ✅ |
 
 ## 💡 如何学习