From f36bf81c84b8463d94e2880edb5a50fdf4971a80 Mon Sep 17 00:00:00 2001
From: Jeanette Lee <jeanette.lee@stud.hslu.ch>
Date: Sun, 13 Mar 2022 17:59:28 +0000
Subject: [PATCH] Reviewed

---
 ...Introduction to Image Classification.ipynb | 285 +++++++++---------
 1 file changed, 143 insertions(+), 142 deletions(-)

diff --git a/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb b/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb
index 531b22f..252a2b6 100644
--- a/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb	
+++ b/notebooks/Block_1/Jupyter Notebook Block 1 - Introduction to Image Classification.ipynb	
@@ -562,130 +562,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "3072"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "len(X_train[20])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[[153, 174, 155, ..., 122, 138,  97],\n",
-       "        [160, 164, 150, ..., 137, 160, 103],\n",
-       "        [140, 147, 136, ..., 104, 125,  93],\n",
-       "        ...,\n",
-       "        [175, 170, 170, ..., 193, 197, 199],\n",
-       "        [174, 173, 171, ..., 200, 202, 208],\n",
-       "        [168, 164, 166, ..., 204, 204, 206]],\n",
-       "\n",
-       "       [[157, 180, 165, ..., 125, 143, 101],\n",
-       "        [163, 170, 159, ..., 135, 161, 109],\n",
-       "        [143, 152, 145, ..., 103, 128, 102],\n",
-       "        ...,\n",
-       "        [177, 172, 172, ..., 203, 206, 204],\n",
-       "        [177, 176, 174, ..., 208, 209, 212],\n",
-       "        [173, 169, 171, ..., 209, 208, 210]],\n",
-       "\n",
-       "       [[155, 188, 172, ..., 123, 141,  97],\n",
-       "        [165, 180, 169, ..., 129, 157, 107],\n",
-       "        [147, 166, 158, ...,  99, 125, 101],\n",
-       "        ...,\n",
-       "        [179, 174, 174, ..., 212, 214, 213],\n",
-       "        [181, 180, 178, ..., 216, 218, 221],\n",
-       "        [180, 175, 177, ..., 217, 217, 219]]], dtype=uint8)"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X_train[20].reshape((3, 32, 32))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "array([[[153, 157, 155],\n",
-       "        [174, 180, 188],\n",
-       "        [155, 165, 172],\n",
-       "        ...,\n",
-       "        [122, 125, 123],\n",
-       "        [138, 143, 141],\n",
-       "        [ 97, 101,  97]],\n",
-       "\n",
-       "       [[160, 163, 165],\n",
-       "        [164, 170, 180],\n",
-       "        [150, 159, 169],\n",
-       "        ...,\n",
-       "        [137, 135, 129],\n",
-       "        [160, 161, 157],\n",
-       "        [103, 109, 107]],\n",
-       "\n",
-       "       [[140, 143, 147],\n",
-       "        [147, 152, 166],\n",
-       "        [136, 145, 158],\n",
-       "        ...,\n",
-       "        [104, 103,  99],\n",
-       "        [125, 128, 125],\n",
-       "        [ 93, 102, 101]],\n",
-       "\n",
-       "       ...,\n",
-       "\n",
-       "       [[175, 177, 179],\n",
-       "        [170, 172, 174],\n",
-       "        [170, 172, 174],\n",
-       "        ...,\n",
-       "        [193, 203, 212],\n",
-       "        [197, 206, 214],\n",
-       "        [199, 204, 213]],\n",
-       "\n",
-       "       [[174, 177, 181],\n",
-       "        [173, 176, 180],\n",
-       "        [171, 174, 178],\n",
-       "        ...,\n",
-       "        [200, 208, 216],\n",
-       "        [202, 209, 218],\n",
-       "        [208, 212, 221]],\n",
-       "\n",
-       "       [[168, 173, 180],\n",
-       "        [164, 169, 175],\n",
-       "        [166, 171, 177],\n",
-       "        ...,\n",
-       "        [204, 209, 217],\n",
-       "        [204, 208, 217],\n",
-       "        [206, 210, 219]]], dtype=uint8)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "X_train[20].reshape((3,32,32)).transpose((1,2,0))"
    ]
@@ -720,7 +617,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 17,
    "metadata": {
     "nbpresent": {
      "id": "ba3743b9-ea50-4201-ad99-5fa47e8b82fb"
@@ -729,7 +626,7 @@
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 70 Axes>"
       ]
@@ -799,7 +696,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": 18,
    "metadata": {
     "nbpresent": {
      "id": "26316896-3b01-455b-9a0a-87278f088d83"
@@ -827,7 +724,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -870,7 +767,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 20,
    "metadata": {
     "nbpresent": {
      "id": "497fbf77-9a17-4b35-a0d8-375972850902"
@@ -1076,7 +973,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 21,
    "metadata": {
     "nbpresent": {
      "id": "215be79c-8fe0-4e10-9587-6bea172bb33a"
@@ -1100,7 +997,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 22,
    "metadata": {
     "nbpresent": {
      "id": "de24c3a8-0860-446e-b974-3e0c334feced"
@@ -1124,7 +1021,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 23,
    "metadata": {
     "nbpresent": {
      "id": "d87bb3a8-6338-4957-ac73-4c81b87821eb"
@@ -1137,7 +1034,7 @@
        "(500, 5000)"
       ]
      },
-     "execution_count": 26,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1160,7 +1057,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 24,
    "metadata": {
     "nbpresent": {
      "id": "ae3a05a2-a3e6-4e65-a59f-0204411f57f9"
@@ -1198,7 +1095,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 25,
    "metadata": {
     "nbpresent": {
      "id": "219d7522-e633-4136-aa98-9abe80ca7bf3"
@@ -1222,7 +1119,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 26,
    "metadata": {
     "nbpresent": {
      "id": "f1ac90b4-5005-4940-9663-0bfd9574dc8c"
@@ -1256,7 +1153,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 27,
    "metadata": {
     "nbpresent": {
      "id": "7a4433f3-d7d4-4b7c-bd21-6f6d5272c837"
@@ -1280,7 +1177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 28,
    "metadata": {
     "nbpresent": {
      "id": "445220c9-4974-41a0-a36c-a309d395490b"
@@ -1310,7 +1207,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1319,7 +1216,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1328,7 +1225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -1488,7 +1385,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {
     "nbpresent": {
      "id": "48a7d639-21bd-4b58-892d-c54a818111aa"
@@ -1517,7 +1414,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 31,
    "metadata": {
     "nbpresent": {
      "id": "ee7f2e26-fa37-45b0-af4c-c225369eedc2"
@@ -1544,7 +1441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {
     "nbpresent": {
      "id": "dd9d3e91-fb0d-4ea1-8e37-6282e1eea5f5"
@@ -1558,9 +1455,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1000, 3072)"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "X_train_folds[1].shape"
    ]
@@ -1581,7 +1489,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {
     "nbpresent": {
      "id": "a14b3164-b63a-49eb-980e-57c74b2304db"
@@ -1609,7 +1517,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 35,
    "metadata": {
     "nbpresent": {
      "id": "6c869757-5e74-48cc-b7ef-14246b832a99"
@@ -1643,13 +1551,80 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
    "metadata": {
     "nbpresent": {
      "id": "d7c42393-850e-4329-91db-5c052fe247e0"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "k = 1, accuracy = 0.263000\n",
+      "k = 1, accuracy = 0.257000\n",
+      "k = 1, accuracy = 0.264000\n",
+      "k = 1, accuracy = 0.278000\n",
+      "k = 1, accuracy = 0.266000\n",
+      "k = 3, accuracy = 0.239000\n",
+      "k = 3, accuracy = 0.249000\n",
+      "k = 3, accuracy = 0.240000\n",
+      "k = 3, accuracy = 0.266000\n",
+      "k = 3, accuracy = 0.254000\n",
+      "k = 5, accuracy = 0.248000\n",
+      "k = 5, accuracy = 0.266000\n",
+      "k = 5, accuracy = 0.280000\n",
+      "k = 5, accuracy = 0.292000\n",
+      "k = 5, accuracy = 0.280000\n",
+      "k = 7, accuracy = 0.261000\n",
+      "k = 7, accuracy = 0.279000\n",
+      "k = 7, accuracy = 0.268000\n",
+      "k = 7, accuracy = 0.288000\n",
+      "k = 7, accuracy = 0.276000\n",
+      "k = 9, accuracy = 0.259000\n",
+      "k = 9, accuracy = 0.283000\n",
+      "k = 9, accuracy = 0.270000\n",
+      "k = 9, accuracy = 0.285000\n",
+      "k = 9, accuracy = 0.285000\n",
+      "k = 10, accuracy = 0.265000\n",
+      "k = 10, accuracy = 0.296000\n",
+      "k = 10, accuracy = 0.276000\n",
+      "k = 10, accuracy = 0.284000\n",
+      "k = 10, accuracy = 0.280000\n",
+      "k = 12, accuracy = 0.260000\n",
+      "k = 12, accuracy = 0.295000\n",
+      "k = 12, accuracy = 0.279000\n",
+      "k = 12, accuracy = 0.283000\n",
+      "k = 12, accuracy = 0.280000\n",
+      "k = 15, accuracy = 0.252000\n",
+      "k = 15, accuracy = 0.289000\n",
+      "k = 15, accuracy = 0.278000\n",
+      "k = 15, accuracy = 0.282000\n",
+      "k = 15, accuracy = 0.274000\n",
+      "k = 18, accuracy = 0.266000\n",
+      "k = 18, accuracy = 0.275000\n",
+      "k = 18, accuracy = 0.281000\n",
+      "k = 18, accuracy = 0.284000\n",
+      "k = 18, accuracy = 0.282000\n",
+      "k = 20, accuracy = 0.270000\n",
+      "k = 20, accuracy = 0.279000\n",
+      "k = 20, accuracy = 0.279000\n",
+      "k = 20, accuracy = 0.282000\n",
+      "k = 20, accuracy = 0.285000\n",
+      "k = 50, accuracy = 0.271000\n",
+      "k = 50, accuracy = 0.288000\n",
+      "k = 50, accuracy = 0.278000\n",
+      "k = 50, accuracy = 0.269000\n",
+      "k = 50, accuracy = 0.266000\n",
+      "k = 100, accuracy = 0.256000\n",
+      "k = 100, accuracy = 0.270000\n",
+      "k = 100, accuracy = 0.263000\n",
+      "k = 100, accuracy = 0.256000\n",
+      "k = 100, accuracy = 0.263000\n"
+     ]
+    }
+   ],
    "source": [
     "for k in sorted(k_to_accuracies):\n",
     "    for accuracy in k_to_accuracies[k]:\n",
@@ -1665,13 +1640,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 37,
    "metadata": {
     "nbpresent": {
      "id": "e81573f1-9d05-44e2-a581-ffa01100b7af"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "for k in k_choices:\n",
     "  accuracies = k_to_accuracies[k]\n",
@@ -1691,13 +1679,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 38,
    "metadata": {
     "nbpresent": {
      "id": "c9af79e8-2cfa-42ed-84fe-efbdadcf65fd"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n",
     "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",
@@ -1721,7 +1722,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 39,
    "metadata": {
     "nbpresent": {
      "id": "ce60718f-a584-4026-8071-292b5943eca4"
@@ -1791,7 +1792,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 40,
    "metadata": {
     "nbpresent": {
      "id": "235c3d13-a428-4dae-a286-6ea912f8a0b2"
@@ -1815,7 +1816,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 41,
    "metadata": {
     "nbpresent": {
      "id": "627b4ca8-b0df-473d-8e53-3bcc2e31acd8"
-- 
GitLab