diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 39fa1ff..fe1681f 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -2,9 +2,9 @@
 <project version="4">
   <component name="ChangeListManager">
     <list default="true" id="be5bf74e-ad1c-4197-8a1f-ac93566d8aa7" name="Default" comment="init">
-      <change type="NEW" beforePath="" afterPath="$PROJECT_DIR$/基础概念/AutoML/AutoML常规思路/AutoML常规思路.pdf" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/.idea/workspace.xml" afterPath="$PROJECT_DIR$/.idea/workspace.xml" />
       <change type="MODIFICATION" beforePath="$PROJECT_DIR$/README.md" afterPath="$PROJECT_DIR$/README.md" />
+      <change type="MODIFICATION" beforePath="$PROJECT_DIR$/基础概念/AutoML/AutoML.md" afterPath="$PROJECT_DIR$/基础概念/AutoML/AutoML.md" />
     </list>
     <ignored path="Reflection_Summary.iws" />
     <ignored path=".idea/workspace.xml" />
@@ -25,7 +25,7 @@
   </component>
   <component name="FileEditorManager">
     <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
-      <file leaf-file-name="README.md" pinned="false" current-in-tab="true">
+      <file leaf-file-name="README.md" pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/README.md">
           <provider editor-type-id="split-provider[text-editor;MarkdownPreviewEditor]">
             <state split_layout="SPLIT">
@@ -40,8 +40,32 @@
           </provider>
           <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
             <state split_layout="SPLIT">
-              <first_editor relative-caret-position="495">
-                <caret line="68" column="42" selection-start-line="68" selection-start-column="42" selection-end-line="68" selection-end-column="42" />
+              <first_editor relative-caret-position="180">
+                <caret line="58" column="26" selection-start-line="58" selection-start-column="7" selection-end-line="58" selection-end-column="26" />
+                <folding />
+              </first_editor>
+              <second_editor />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file leaf-file-name="AutoML.md" pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/基础概念/AutoML/AutoML.md">
+          <provider editor-type-id="split-provider[text-editor;MarkdownPreviewEditor]">
+            <state split_layout="SPLIT">
+              <first_editor relative-caret-position="0">
+                <caret line="0" column="0" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
+                <folding />
+              </first_editor>
+              <second_editor>
+                <js_state />
+              </second_editor>
+            </state>
+          </provider>
+          <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
+            <state split_layout="SPLIT">
+              <first_editor relative-caret-position="399">
+                <caret line="49" column="77" selection-start-line="49" selection-start-column="77" selection-end-line="49" selection-end-column="77" />
                 <folding />
               </first_editor>
               <second_editor />
@@ -126,9 +150,9 @@
         <option value="$PROJECT_DIR$/自然语言处理/Word2Vec.md" />
         <option value="$PROJECT_DIR$/推荐/XDeepFM.md" />
         <option value="$PROJECT_DIR$/深度学习/残差网络.md" />
-        <option value="$PROJECT_DIR$/基础概念/AutoML/AutoML.md" />
         <option value="$PROJECT_DIR$/基础概念/AutoML/AutoSklearn详解.md" />
         <option value="$PROJECT_DIR$/README.md" />
+        <option value="$PROJECT_DIR$/基础概念/AutoML/AutoML.md" />
       </list>
     </option>
   </component>
@@ -1156,11 +1180,11 @@
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/基础概念/AutoML/AutoML.md">
+    <entry file="file://$PROJECT_DIR$/README.md">
       <provider editor-type-id="split-provider[text-editor;MarkdownPreviewEditor]">
         <state split_layout="SPLIT">
-          <first_editor relative-caret-position="0">
-            <caret line="0" column="0" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
+          <first_editor relative-caret-position="15">
+            <caret line="1" column="0" selection-start-line="1" selection-start-column="0" selection-end-line="1" selection-end-column="0" />
             <folding />
           </first_editor>
           <second_editor>
@@ -1170,19 +1194,19 @@
       </provider>
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
-          <first_editor relative-caret-position="204">
-            <caret line="36" column="0" selection-start-line="36" selection-start-column="0" selection-end-line="36" selection-end-column="0" />
+          <first_editor relative-caret-position="180">
+            <caret line="58" column="26" selection-start-line="58" selection-start-column="7" selection-end-line="58" selection-end-column="26" />
             <folding />
           </first_editor>
           <second_editor />
         </state>
       </provider>
     </entry>
-    <entry file="file://$PROJECT_DIR$/README.md">
+    <entry file="file://$PROJECT_DIR$/基础概念/AutoML/AutoML.md">
       <provider editor-type-id="split-provider[text-editor;MarkdownPreviewEditor]">
         <state split_layout="SPLIT">
-          <first_editor relative-caret-position="15">
-            <caret line="1" column="0" selection-start-line="1" selection-start-column="0" selection-end-line="1" selection-end-column="0" />
+          <first_editor relative-caret-position="0">
+            <caret line="0" column="0" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
             <folding />
           </first_editor>
           <second_editor>
@@ -1192,8 +1216,8 @@
       </provider>
       <provider selected="true" editor-type-id="split-provider[text-editor;markdown-preview-editor]">
         <state split_layout="SPLIT">
-          <first_editor relative-caret-position="495">
-            <caret line="68" column="42" selection-start-line="68" selection-start-column="42" selection-end-line="68" selection-end-column="42" />
+          <first_editor relative-caret-position="399">
+            <caret line="49" column="77" selection-start-line="49" selection-start-column="77" selection-end-line="49" selection-end-column="77" />
             <folding />
           </first_editor>
           <second_editor />
diff --git a/README.md b/README.md
index d64bd03..fcd417a 100644
--- a/README.md
+++ b/README.md
@@ -58,8 +58,8 @@
     - [AutoML参数选择所使用的方法](基础概念/AutoML/AutoML.md#L96)
     - [讲讲贝叶斯优化如何在automl上应用](基础概念/AutoML/AutoML.md#L96)
     - [以高斯过程为例，超参搜索的f的最优解求解acquisition function有哪些](基础概念/AutoML/AutoML.md#L96)
-    - [AutoSklearn详解](基础概念/AutoML/AutoSklearn详解/)
-    - [AutoML常规思路](基础概念/AutoML/AutoML常规思路/)
+    - [AutoSklearn详解手记](基础概念/AutoML/AutoSklearn详解/)
+    - [AutoML常规思路手记](基础概念/AutoML/AutoML常规思路/)
 # 数学
 - 数据质量
     - [期望](数学/数据质量/期望、方差、标准差和协方差.md#L1)
diff --git "a/\345\237\272\347\241\200\346\246\202\345\277\265/AutoML/AutoML.md" "b/\345\237\272\347\241\200\346\246\202\345\277\265/AutoML/AutoML.md"
index 03aaabc..41a3f74 100644
--- "a/\345\237\272\347\241\200\346\246\202\345\277\265/AutoML/AutoML.md"
+++ "b/\345\237\272\347\241\200\346\246\202\345\277\265/AutoML/AutoML.md"
@@ -46,6 +46,8 @@
     - 稳定性：同一组超参数的预测结果在不同轮次不一致
     - f函数需要多次计算，资源耗费时间损失
     - 难以确定比较通用的拟合模型f
+- 手记：
+    - ![](https://tva1.sinaimg.cn/large/006tNbRwgy1g9n45r6f3nj30q40tkjz8.jpg)
 
 # 以高斯过程为例，超参搜索的f的最优解求解acquisition function有哪些？
 - 随机生成若干超参点，更新gp模型