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diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/df_us_embeddings.json b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/df_us_embeddings.json
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/df_us_embeddings.json
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/df_us_embeddings.json
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/foreigns.txt b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/foreigns.txt
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/foreigns.txt
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/foreigns.txt
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/items_another.json b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/items_another.json
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/items_another.json
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/items_another.json
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/knowledge_questions_embeddings_v12.json b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/knowledge_questions_embeddings_v12.json
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/knowledge_questions_embeddings_v12.json
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/knowledge_questions_embeddings_v12.json
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/my_table_schema.jsonl b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/my_table_schema.jsonl
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/my_table_schema.jsonl
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/my_table_schema.jsonl
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/question_all_kl_v12_v3.json b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/question_all_kl_v12_v3.json
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/question_all_kl_v12_v3.json
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/2024-fic-lmc-data-0217/question_all_kl_v12_v3.json
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/input_param.json b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/input_param.json
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/input_param.json
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/input_param.json
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/question.json b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/question.json
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/question.json
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/question.json
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/requirements.txt b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/requirements.txt
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/devlop_home/requirements.txt
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/devlop_home/requirements.txt
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/main.py b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/main.py
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/main.py
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/main.py
diff --git a/大模型LLM/2024金融行业·大模型挑战赛/code/main_all.py b/LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/main_all.py
similarity index 100%
rename from 大模型LLM/2024金融行业·大模型挑战赛/code/main_all.py
rename to LLM大模型竞赛实战_优胜解决方案/2024金融行业·大模型挑战赛/code/main_all.py
diff --git a/README.md b/README.md
index b4917f0..fa75c65 100644
--- a/README.md
+++ b/README.md
@@ -26,8 +26,10 @@
             <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#kmeans%E7%AE%97%E6%B3%95'>KMEANS算法</a>
             <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E5%BF%85%E5%A4%87%E6%95%B0%E5%AD%A6%E5%9F%BA%E7%A1%80.md#%E8%B4%9D%E5%8F%B6%E6%96%AF%E5%88%86%E6%9E%90'>贝叶斯分析</a>
         </ul>
-		<li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer'>人人都能看懂的Transformer</a> 
-	  <ul>
+		<li><span>大模型Large Language Model</span>
+    <ul>
+    <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer'>人人都能看懂的Transformer</a> 
+        <ul>
                <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%B8%80%E7%AB%A0%E2%80%94%E2%80%94Transformer%E7%BD%91%E7%BB%9C%E6%9E%B6%E6%9E%84.md'>第一章——Transformer网络架构</a></li>
                 <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%BA%8C%E7%AB%A0%E2%80%94%E2%80%94%E6%96%87%E5%AD%97%E5%90%91%E9%87%8F%E5%8C%96.md'>第二章——文字向量化</a>
                 <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%B8%89%E7%AB%A0%E2%80%94%E2%80%94%E4%BD%8D%E7%BD%AE%E7%BC%96%E7%A0%81.md'>第三章——位置编码</a>
@@ -37,8 +39,11 @@
                 <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E4%B8%83%E7%AB%A0%E2%80%94%E2%80%94%E5%89%8D%E9%A6%88%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C.md'>第七章——前馈神经网络</a>
                 <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E4%BA%BA%E4%BA%BA%E9%83%BD%E8%83%BD%E7%9C%8B%E6%87%82%E7%9A%84Transformer/%E7%AC%AC%E5%85%AB%E7%AB%A0%E2%80%94%E2%80%94%E6%9C%80%E5%90%8E%E7%9A%84%E8%BE%93%E5%87%BA.md'>第八章——最后的输出</a>
       </ul>
-    <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88'>机器学习MachineLearning</a> 
+		</ul>
+		<li><span>机器学习MachineLearning</span>
     <ul>
+     <li><a href=''>机器学习竞赛实战_优胜解决方案</a>
+      <ul>
         <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E4%BF%A1%E7%94%A8%E5%8D%A1%E6%AC%BA%E8%AF%88%E6%A3%80%E6%B5%8B'>信用卡欺诈检测（含数据集）</a>
         <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E5%B7%A5%E4%B8%9A%E5%8C%96%E5%B7%A5%E7%94%9F%E4%BA%A7%E9%A2%84%E6%B5%8B'>工业化工生产预测（含数据集）</a>
         <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E6%99%BA%E6%85%A7%E5%9F%8E%E5%B8%82-%E9%81%93%E8%B7%AF%E9%80%9A%E8%A1%8C%E6%97%B6%E9%97%B4%E9%A2%84%E6%B5%8B'>智慧城市-道路通行时间预测（含数据集）</a>
@@ -46,7 +51,13 @@
         <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/Indoor%20Location%20%26%20Navigation'>Indoor Location & Navigation（数据集在kaggle）</a>
         <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E7%AC%AC%E4%B8%89%E5%B1%8A%E9%98%BF%E9%87%8C%E4%BA%91%E7%A3%90%E4%B9%85%E6%99%BA%E7%BB%B4%E7%AE%97%E6%B3%95%E5%A4%A7%E8%B5%9B'>第三届阿里云磐久智维算法大赛（数据集在天池）</a>
         <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AB%9E%E8%B5%9B%E5%AE%9E%E6%88%98_%E4%BC%98%E8%83%9C%E8%A7%A3%E5%86%B3%E6%96%B9%E6%A1%88/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%AE%9E%E6%88%98%E5%B0%8F%E9%A1%B9%E7%9B%AE'>机器学习实战小项目（含数据集）</a>
-	</ul>
+      </ul>
+     <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC'>机器学习算法原理及推导</a>
+          <ul>
+              <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC/%E6%9D%8E%E8%88%AA%E2%80%94%E2%80%94%E7%BB%9F%E8%AE%A1%E5%AD%A6%E4%B9%A0%E6%96%B9%E6%B3%95'>李航——统计学习方法</a>
+              <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC/%E6%9D%8E%E5%AE%8F%E6%AF%85%E2%80%94%E2%80%94%E5%BC%82%E5%B8%B8%E6%A3%80%E6%B5%8B'>李宏毅——异常检测</a>
+          </ul>
+     </ul>
     <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8'>深度学习入门DeepLearning</a> 
         <ul>
             <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8/%E7%AC%AC%E4%B8%80%E7%AB%A0%E2%80%94%E2%80%94%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%BF%85%E5%A4%87%E7%9F%A5%E8%AF%86%E7%82%B9.md'>深度学习必备知识点</a>
@@ -63,11 +74,7 @@
             <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/NLP%E9%80%9A%E7%94%A8%E6%A1%86%E6%9E%B6BERT%E9%A1%B9%E7%9B%AE%E5%AE%9E%E6%88%98/%E7%AC%AC%E4%BA%8C%E7%AB%A0%E2%80%94%E2%80%94BERT%E6%BA%90%E7%A0%81%E8%A7%A3%E8%AF%BB%E4%B8%8E%E5%BA%94%E7%94%A8%E5%AE%9E%E4%BE%8B'>BERT源码解读与应用实例</a>
             <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/blob/master/NLP%E9%80%9A%E7%94%A8%E6%A1%86%E6%9E%B6BERT%E9%A1%B9%E7%9B%AE%E5%AE%9E%E6%88%98/%E7%AC%AC%E4%B8%89%E7%AB%A0%E2%80%94%E2%80%94%E5%9F%BA%E4%BA%8EBERT%E7%9A%84%E4%B8%AD%E6%96%87%E6%83%85%E6%84%9F%E5%88%86%E6%9E%90%E5%AE%9E%E6%88%98.md'>基于BERT的中文情感分析实战.md</a>
         </ul> 
-   <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC'>机器学习算法原理及推导</a>
-        <ul>
-            <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC/%E6%9D%8E%E8%88%AA%E2%80%94%E2%80%94%E7%BB%9F%E8%AE%A1%E5%AD%A6%E4%B9%A0%E6%96%B9%E6%B3%95'>李航——统计学习方法</a>
-            <li><a href='https://github.com/ben1234560/AiLearning-Theory-Applying/tree/master/%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%AE%97%E6%B3%95%E5%8E%9F%E7%90%86%E5%8F%8A%E6%8E%A8%E5%AF%BC/%E6%9D%8E%E5%AE%8F%E6%AF%85%E2%80%94%E2%80%94%E5%BC%82%E5%B8%B8%E6%A3%80%E6%B5%8B'>李宏毅——异常检测</a>
-        </ul>
+