diff --git a/docs/Workshop/KANs_Can't_Deal_with_Noise.ipynb b/docs/Workshop/KANs_Can't_Deal_with_Noise.ipynb
index 9cbafab..1d6f175 100644
--- a/docs/Workshop/KANs_Can't_Deal_with_Noise.ipynb
+++ b/docs/Workshop/KANs_Can't_Deal_with_Noise.ipynb
@@ -35,7 +35,7 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "UaC0bshQ7JoI",
-        "outputId": "c1550e97-a31d-4114-de3b-0755e4459707"
+        "outputId": "af48a4cd-8e58-45df-e8af-0f84ba8fece9"
       },
       "outputs": [
         {
@@ -53,15 +53,6 @@
         "pip install pykan"
       ]
     },
-    {
-      "cell_type": "code",
-      "source": [],
-      "metadata": {
-        "id": "XO9hkkCrXiyP"
-      },
-      "execution_count": null,
-      "outputs": []
-    },
     {
       "cell_type": "code",
       "source": [
@@ -162,7 +153,7 @@
       "metadata": {
         "id": "HqpTRwDOHDf8"
       },
-      "execution_count": 29,
+      "execution_count": 2,
       "outputs": []
     },
     {
@@ -192,19 +183,53 @@
           "base_uri": "https://localhost:8080/"
         },
         "id": "L6WaqV6c9Hx_",
-        "outputId": "ad364a51-b9fc-4022-9419-fc65834de254"
+        "outputId": "30dc2f60-5090-4fe9-b4b9-b6f7aaf368fe"
       },
-      "execution_count": 30,
+      "execution_count": 3,
       "outputs": [
         {
           "output_type": "stream",
           "name": "stderr",
           "text": [
-            "train loss: 1.09e-02 | test loss: 1.01e-01 | reg: 1.03e+01 : 100%|██| 50/50 [03:12<00:00,  3.86s/it]\n"
+            "train loss: 1.09e-02 | test loss: 1.01e-01 | reg: 1.04e+01 : 100%|██| 50/50 [03:20<00:00,  4.02s/it]\n"
           ]
         }
       ]
     },
+    {
+      "cell_type": "code",
+      "source": [
+        "from IPython.display import Image\n",
+        "\n",
+        "Image(filename='/content/video_img/49.jpg', height=600)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 617
+        },
+        "id": "V20L4SRZVv8m",
+        "outputId": "6386cb76-7244-44d1-9b19-22a916c5cc53"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "image/jpeg": 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+            "text/plain": [
+              "<IPython.core.display.Image object>"
+            ]
+          },
+          "metadata": {
+            "image/jpeg": {
+              "height": 600
+            }
+          },
+          "execution_count": 4
+        }
+      ]
+    },
     {
       "cell_type": "code",
       "source": [
@@ -236,7 +261,7 @@
         "id": "gn7MXIpA9RHG",
         "outputId": "0b51987c-833e-4c49-87ca-7b2d1575b56b"
       },
-      "execution_count": 31,
+      "execution_count": null,
       "outputs": [
         {
           "output_type": "stream",