diff --git a/.obsidian/workspace.json b/.obsidian/workspace.json
index 999126f..d0317d7 100644
--- a/.obsidian/workspace.json
+++ b/.obsidian/workspace.json
@@ -13,13 +13,25 @@
             "state": {
               "type": "markdown",
               "state": {
-                "file": "00 Inbox/КР - Персептрон.md",
+                "file": "00 Inbox/КР - Кохонен.md",
                 "mode": "source",
                 "source": false,
                 "backlinks": false
               },
               "icon": "lucide-file",
-              "title": "КР - Персептрон"
+              "title": "КР - Кохонен"
+            }
+          },
+          {
+            "id": "78b019ace60ffc90",
+            "type": "leaf",
+            "state": {
+              "type": "excalidraw",
+              "state": {
+                "file": "99 System/Cache/Drawing 2026-05-14 17.10.42.excalidraw.md"
+              },
+              "icon": "excalidraw-icon",
+              "title": "Drawing 2026-05-14 17.10.42.excalidraw"
             }
           },
           {
@@ -271,14 +283,15 @@
   },
   "active": "85ff070f2dda5843",
   "lastOpenFiles": [
-    "99 System/Cache/Drawing 2026-05-14 17.02.08.excalidraw.md",
+    "99 System/Cache/Drawing 2026-05-14 17.10.42.excalidraw.md",
+    "00 Inbox/КР - Кохонен.md",
     "00 Inbox/КР - Персептрон.md",
+    "99 System/Cache/Drawing 2026-05-14 17.02.08.excalidraw.md",
     "99 System/Cache/Pasted image 20260514152547.png",
     "99 System/Cache/Pasted image 20260514152232.png",
     "99 System/Cache/Drawing 2026-05-14 15.21.19.excalidraw.md",
     "99 System/Cache/Drawing 2026-05-14 15.06.37.excalidraw.md",
     "00 Inbox/Алгоритм обучения персептрона.md",
-    "00 Inbox/Untitled.md",
     "00 Inbox/Untitled.canvas",
     "00 Inbox/Untitled Diagram.svg",
     "90 Library/11 Machine Learning/Сеть Хэмминга.md",
@@ -308,7 +321,6 @@
     "99 System/Cache/Pasted image 20260512225511.png",
     "99 System/Cache/Pasted image 20260512225452.png",
     "00 Inbox/Статья на английский.md",
-    "00 Inbox/Задание.md",
     "99 System/Cache/Pasted image 20260508103431.png",
     "99 System/Cache/Pasted image 20260508103342.png",
     "03 Journal/2026/05 - May",
diff --git a/00 Inbox/Untitled.md b/00 Inbox/Untitled.md
deleted file mode 100644
index 107f10f..0000000
--- a/00 Inbox/Untitled.md	
+++ /dev/null
@@ -1,8 +0,0 @@
----
-status: seed
-type: concept
-tags: []
-created: 2025-12-17
-updated: 2026-02-27
-title:
----
diff --git a/00 Inbox/КР - Кохонен.md b/00 Inbox/КР - Кохонен.md
new file mode 100644
index 0000000..cbc11e3
--- /dev/null
+++ b/00 Inbox/КР - Кохонен.md	
@@ -0,0 +1,18 @@
+---
+status: seed
+type: concept
+tags: []
+created: 2025-12-17
+updated: 2026-05-14
+title: КР - Кохонен
+---
+
+# КР - Кохонен
+
+## Схема 
+![[Drawing 2026-05-14 17.10.42.excalidraw]]
+Смысл $D_{1},\dots,D_{k}$ - к какому кластеру образец принадлежит.
+
+## Алгоритм с формулами
+1) Инициализация весов случайными маленькими значениями
+2) Нормировка: $$w_{ij}=w_{ij}/\sqrt{\sum\limits_{l=1}}$$
\ No newline at end of file
diff --git a/00 Inbox/КР - Персептрон.md b/00 Inbox/КР - Персептрон.md
index facd517..d862f37 100644
--- a/00 Inbox/КР - Персептрон.md	
+++ b/00 Inbox/КР - Персептрон.md	
@@ -45,6 +45,7 @@ $$\begin{align}
 
 $$y_{j}^{'}=\delta*(1-\delta)$$
 $$w_{11}(t+1)=w_{11}^{(N)}+\Delta w_{11}^{(N)}(t)$$
-$$\delta^{(N-1)}=y^{'}*(\delta^{(N)}_{1}*w_{11}^{(N)}+\delta_{2}^{(N)}*w_{12}^{(N)}+\dots+\delta_{5})$$
+$$\delta^{(N-1)}=y^{'}*(\delta^{(N)}_{1}*w_{11}^{(N)}+\delta_{2}^{(N)}*w_{12}^{(N)}+\dots+\delta_{5}^{(N)}*w_{15}^{(N)})$$
+
 
 $$$$
\ No newline at end of file
diff --git a/99 System/Cache/Drawing 2026-05-14 17.10.42.excalidraw.md b/99 System/Cache/Drawing 2026-05-14 17.10.42.excalidraw.md
new file mode 100644
index 0000000..cc7fd96
--- /dev/null
+++ b/99 System/Cache/Drawing 2026-05-14 17.10.42.excalidraw.md	
@@ -0,0 +1,129 @@
+---
+
+excalidraw-plugin: parsed
+tags: [excalidraw]
+
+---
+==⚠  Switch to EXCALIDRAW VIEW in the MORE OPTIONS menu of this document. ⚠== You can decompress Drawing data with the command palette: 'Decompress current Excalidraw file'. For more info check in plugin settings under 'Saving'
+
+
+# Excalidraw Data
+
+## Text Elements
+x1
+
+x2
+
+*
+*
+*
+
+xN ^4FRxSU2k
+
+D1
+
+D2
+
+*
+*
+*
+
+Dk ^50rRbTrT
+
+wNk
+ ^94XxVTK0
+
+w11 ^pN4uE6sq
+
+w1k ^d1qcRgVr
+
+%%
+## Drawing
+```compressed-json
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+```
+%%
\ No newline at end of file