Part 4/4.3.4.ipynb

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     "text": [
      "--2021-04-04 08:05:29--  https://storage.googleapis.com/mledu-datasets/cats_and_dogs_filtered.zip\n",
      "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.134.128, 173.194.211.128, 173.194.213.128, ...\n",
      "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.134.128|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 68606236 (65M) [application/zip]\n",
      "Saving to: ‘cats_and_dogs_filtered.zip’\n",
      "\n",
      "cats_and_dogs_filte 100%[===================>]  65.43M   145MB/s    in 0.5s    \n",
      "\n",
      "2021-04-04 08:05:30 (145 MB/s) - ‘cats_and_dogs_filtered.zip’ saved [68606236/68606236]\n",
      "\n",
      "Archive:  cats_and_dogs_filtered.zip\n",
      "   creating: cats_and_dogs_filtered/\n",
      "  inflating: cats_and_dogs_filtered/vectorize.py  \n",
      "   creating: cats_and_dogs_filtered/validation/\n",
      "   creating: cats_and_dogs_filtered/train/\n",
      "   creating: cats_and_dogs_filtered/validation/dogs/\n",
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     ]
    }
   ],
   "source": [
    "# 고양이와 개 데이터 세트를 다운받고 압축을 해제합니다.\n",
    "!wget https://storage.googleapis.com/mledu-datasets/cats_and_dogs_filtered.zip\n",
    "!unzip cats_and_dogs_filtered.zip\n",
    "\n",
    "# 맷플롯립 라이브러리와 OpenCV 라이브러리를 불러옵니다.\n",
    "import matplotlib.pyplot as plt\n",
    "import cv2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 285
    },
    "executionInfo": {
     "elapsed": 1110,
     "status": "ok",
     "timestamp": 1617523545775,
     "user": {
      "displayName": "홍승백",
      "photoUrl": "",
      "userId": "17288301376861649879"
     },
     "user_tz": -540
    },
    "id": "J0HgFZU76nhU",
    "outputId": "8e3d71fa-567c-4602-a778-86a89e3e241c"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 100)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 흑백 이미지를 불러옵니다.\n",
    "img_path = './cats_and_dogs_filtered/validation/dogs/dog.2000.jpg'\n",
    "img = cv2.imread(img_path, cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 이미지의 크기를 변경합니다.\n",
    "img_resized = cv2.resize(img, (100, 100))\n",
    "\n",
    "# 변경된 이미지를 저장합니다.\n",
    "cv2.imwrite(\"./img_resized.jpg\", img_resized)\n",
    "\n",
    "# 저장한 이미지를 다시 불러옵니다.\n",
    "img_loaded = cv2.imread(\"./img_resized.jpg\", cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "# 불러온 이미지 크기를 출력합니다.\n",
    "print(img_loaded.shape)\n",
    "\n",
    "# 맷플롯립 라이브러리를 이용해 이미지를 출력합니다.\n",
    "plt.imshow(img_loaded, cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
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