diff --git a/Ch10-deeplearning-lab.ipynb b/Ch10-deeplearning-lab.ipynb
index c7e788c..3f41398 100644
--- a/Ch10-deeplearning-lab.ipynb
+++ b/Ch10-deeplearning-lab.ipynb
@@ -11266,11 +11266,6 @@
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diff --git a/Ch4-classification-lab.ipynb b/Ch4-classification-lab.ipynb
index d9a9c90..b54ecf0 100644
--- a/Ch4-classification-lab.ipynb
+++ b/Ch4-classification-lab.ipynb
@@ -46,10 +46,10 @@
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@@ -77,10 +77,10 @@
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@@ -332,10 +332,10 @@
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@@ -376,10 +376,10 @@
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@@ -557,10 +557,10 @@
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@@ -604,10 +604,10 @@
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@@ -840,10 +840,10 @@
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@@ -884,10 +884,10 @@
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@@ -917,10 +917,10 @@
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@@ -1006,10 +1006,10 @@
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@@ -1069,10 +1069,10 @@
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@@ -1135,10 +1135,10 @@
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@@ -1172,10 +1172,10 @@
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@@ -1286,10 +1286,10 @@
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@@ -1344,10 +1344,10 @@
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@@ -1438,10 +1438,10 @@
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@@ -1492,10 +1492,10 @@
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@@ -1544,10 +1544,10 @@
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@@ -1572,10 +1572,10 @@
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@@ -1628,10 +1628,10 @@
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@@ -1707,10 +1707,10 @@
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+     "shell.execute_reply": "2023-08-06T20:46:25.475175Z"
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@@ -1744,10 +1744,10 @@
    "id": "9b5f74e8",
    "metadata": {
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-     "iopub.execute_input": "2023-08-06T17:34:50.425939Z",
-     "iopub.status.busy": "2023-08-06T17:34:50.425863Z",
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+     "iopub.execute_input": "2023-08-06T20:46:25.476996Z",
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+     "shell.execute_reply": "2023-08-06T20:46:25.478850Z"
     }
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    "outputs": [
@@ -1782,10 +1782,10 @@
    "id": "fd8e6794",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:50.429283Z",
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-     "shell.execute_reply": "2023-08-06T17:34:50.431030Z"
+     "iopub.execute_input": "2023-08-06T20:46:25.480573Z",
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     }
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    "outputs": [],
@@ -1809,10 +1809,10 @@
    "id": "3bb63fb1",
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-     "iopub.execute_input": "2023-08-06T17:34:50.432644Z",
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@@ -1896,10 +1896,10 @@
    "id": "2b91f491",
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-     "iopub.execute_input": "2023-08-06T17:34:50.437709Z",
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@@ -1940,10 +1940,10 @@
    "id": "3a085714",
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-     "iopub.execute_input": "2023-08-06T17:34:50.441897Z",
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-     "shell.execute_reply": "2023-08-06T17:34:50.443865Z"
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@@ -1986,10 +1986,10 @@
    "id": "345fb8c6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:50.445520Z",
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+     "iopub.execute_input": "2023-08-06T20:46:25.497516Z",
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+     "shell.execute_reply": "2023-08-06T20:46:25.499318Z"
     }
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    "outputs": [
@@ -2051,10 +2051,10 @@
    "id": "22c6c2a3",
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     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:50.448942Z",
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+     "iopub.execute_input": "2023-08-06T20:46:25.500993Z",
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+     "shell.execute_reply": "2023-08-06T20:46:25.504255Z"
     }
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    "outputs": [
@@ -2091,10 +2091,10 @@
    "id": "992a790a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:50.453767Z",
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    "outputs": [
@@ -2130,10 +2130,10 @@
    "id": "074c9d46",
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@@ -2172,10 +2172,10 @@
    "id": "3c95aae1",
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@@ -2257,10 +2257,10 @@
    "id": "935b2079",
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+     "iopub.execute_input": "2023-08-06T20:46:25.518300Z",
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@@ -2313,10 +2313,10 @@
    "id": "628b0355",
    "metadata": {
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-     "iopub.execute_input": "2023-08-06T17:34:50.469713Z",
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+     "iopub.execute_input": "2023-08-06T20:46:25.522104Z",
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@@ -2354,10 +2354,10 @@
    "id": "8a5fc302",
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-     "shell.execute_reply": "2023-08-06T17:34:50.476363Z"
+     "iopub.execute_input": "2023-08-06T20:46:25.527108Z",
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@@ -2391,10 +2391,10 @@
    "id": "6b1b5cc6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:50.477928Z",
-     "iopub.status.busy": "2023-08-06T17:34:50.477856Z",
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    },
@@ -2430,10 +2430,10 @@
    "id": "1a4b7cb0",
    "metadata": {
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-     "iopub.execute_input": "2023-08-06T17:34:50.481268Z",
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     }
    },
    "outputs": [
@@ -2467,10 +2467,10 @@
    "id": "f59d7cb4",
    "metadata": {
     "execution": {
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@@ -2507,10 +2507,10 @@
    "id": "aa50d0b8",
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+     "iopub.execute_input": "2023-08-06T20:46:25.540742Z",
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@@ -2546,10 +2546,10 @@
    "id": "3a2b0653",
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@@ -2586,10 +2586,10 @@
    "id": "938f09ea",
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-     "iopub.execute_input": "2023-08-06T17:34:50.496066Z",
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+     "iopub.execute_input": "2023-08-06T20:46:25.549317Z",
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     }
    },
    "outputs": [
@@ -2671,10 +2671,10 @@
    "id": "42f0e4a2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:50.501537Z",
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+     "iopub.execute_input": "2023-08-06T20:46:25.555124Z",
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    },
@@ -2721,10 +2721,10 @@
    "id": "8b833ee4",
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+     "shell.execute_reply": "2023-08-06T20:46:25.570360Z"
     }
    },
    "outputs": [
@@ -2809,10 +2809,10 @@
    "id": "45410b7f",
    "metadata": {
     "execution": {
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-     "shell.execute_reply": "2023-08-06T17:34:50.521132Z"
+     "iopub.execute_input": "2023-08-06T20:46:25.572009Z",
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     }
    },
    "outputs": [
@@ -2846,10 +2846,10 @@
    "id": "ae6e0156",
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     "execution": {
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    },
@@ -2901,10 +2901,10 @@
    "id": "9338564d",
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+     "iopub.execute_input": "2023-08-06T20:46:25.584827Z",
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    },
@@ -2945,10 +2945,10 @@
    "id": "a94f2ea7",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:50.551792Z",
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+     "iopub.execute_input": "2023-08-06T20:46:25.604271Z",
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    },
@@ -2982,10 +2982,10 @@
    "id": "6b6438b0",
    "metadata": {
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-     "shell.execute_reply": "2023-08-06T17:34:50.557082Z"
+     "iopub.execute_input": "2023-08-06T20:46:25.607557Z",
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+     "shell.execute_reply": "2023-08-06T20:46:25.609613Z"
     }
    },
    "outputs": [],
@@ -3031,10 +3031,10 @@
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@@ -3070,10 +3070,10 @@
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-     "iopub.execute_input": "2023-08-06T17:34:50.561466Z",
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@@ -3098,10 +3098,10 @@
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@@ -3154,10 +3154,10 @@
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@@ -3189,10 +3189,10 @@
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@@ -3242,10 +3242,10 @@
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@@ -3327,10 +3327,10 @@
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@@ -3371,10 +3371,10 @@
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@@ -3438,10 +3438,10 @@
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@@ -3535,10 +3535,10 @@
    "id": "e686f675",
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@@ -3610,10 +3610,10 @@
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@@ -3650,10 +3650,10 @@
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@@ -3676,10 +3676,10 @@
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    "outputs": [
@@ -3718,10 +3718,10 @@
    "id": "ee3e5e3b",
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     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:51.700999Z",
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    "outputs": [
@@ -4122,10 +4122,10 @@
    "id": "d6a047f5",
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-     "iopub.execute_input": "2023-08-06T17:34:51.777342Z",
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@@ -4149,10 +4149,10 @@
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    "outputs": [
@@ -4559,10 +4559,10 @@
    "id": "412ce964",
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    "outputs": [
@@ -4596,10 +4596,10 @@
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@@ -4639,10 +4639,10 @@
    "id": "4629f2c9",
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-     "shell.execute_reply": "2023-08-06T17:34:51.902328Z"
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@@ -4688,10 +4688,10 @@
    "id": "b3e55833",
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-     "iopub.execute_input": "2023-08-06T17:34:51.906797Z",
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-     "shell.execute_reply": "2023-08-06T17:34:51.913335Z"
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@@ -4745,10 +4745,10 @@
    "id": "cdbebc03",
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-     "iopub.execute_input": "2023-08-06T17:34:51.917669Z",
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-     "shell.execute_reply": "2023-08-06T17:34:52.059542Z"
+     "iopub.execute_input": "2023-08-06T20:46:26.983331Z",
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     }
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    "outputs": [
@@ -4787,10 +4787,10 @@
    "id": "170fd6fd",
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     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:52.064472Z",
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-     "shell.execute_reply": "2023-08-06T17:34:52.070685Z"
+     "iopub.execute_input": "2023-08-06T20:46:27.095173Z",
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     }
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@@ -4816,10 +4816,10 @@
    "id": "1e09e126",
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-     "iopub.execute_input": "2023-08-06T17:34:52.075772Z",
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     }
    },
    "outputs": [
@@ -4862,10 +4862,10 @@
    "id": "a6667dcf",
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     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:52.206616Z",
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-     "shell.execute_reply": "2023-08-06T17:34:52.270019Z"
+     "iopub.execute_input": "2023-08-06T20:46:27.252689Z",
+     "iopub.status.busy": "2023-08-06T20:46:27.252568Z",
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     }
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    "outputs": [],
@@ -4887,10 +4887,10 @@
    "id": "c20de5d8",
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     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:52.275471Z",
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-     "shell.execute_reply": "2023-08-06T17:34:52.302018Z"
+     "iopub.execute_input": "2023-08-06T20:46:27.332306Z",
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@@ -4921,10 +4921,10 @@
    "id": "4a1a8488",
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-     "iopub.execute_input": "2023-08-06T17:34:52.306937Z",
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-     "shell.execute_reply": "2023-08-06T17:34:52.568258Z"
+     "iopub.execute_input": "2023-08-06T20:46:27.365076Z",
+     "iopub.status.busy": "2023-08-06T20:46:27.363899Z",
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    },
@@ -4933,7 +4933,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/var/folders/16/8y65_zv174qgdp4ktlmpv12h0000gq/T/ipykernel_84993/3779905754.py:8: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
+      "/var/folders/16/8y65_zv174qgdp4ktlmpv12h0000gq/T/ipykernel_4454/3779905754.py:8: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
       "  ax_hr.set_xticklabels(range(24)[::2], fontsize=20)\n"
      ]
     },
@@ -4978,10 +4978,10 @@
    "id": "a3158334",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-06T17:34:52.570243Z",
-     "iopub.status.busy": "2023-08-06T17:34:52.570130Z",
-     "iopub.status.idle": "2023-08-06T17:34:52.678176Z",
-     "shell.execute_reply": "2023-08-06T17:34:52.677845Z"
+     "iopub.execute_input": "2023-08-06T20:46:27.577029Z",
+     "iopub.status.busy": "2023-08-06T20:46:27.576620Z",
+     "iopub.status.idle": "2023-08-06T20:46:27.700797Z",
+     "shell.execute_reply": "2023-08-06T20:46:27.700448Z"
     }
    },
    "outputs": [
@@ -5034,11 +5034,6 @@
    "main_language": "python",
    "notebook_metadata_filter": "-all"
   },
-  "kernelspec": {
-   "display_name": "Python3 (islp_freeze_311)",
-   "language": "python",
-   "name": "islp_freeze_311"
-  },
   "language_info": {
    "codemirror_mode": {
     "name": "ipython",