Proyek_Akhir_Klasifikasi_Gambar.ipynb

{
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    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vupIAuHqfE6M"
      },
      "source": [
        "# Muhamad Bestagi Romadhon\n",
        "### Domisili : Kabupaten Bandung\n",
        "## Submission : Klasifikasi Gambar\n",
        "### Classes : Belajar Machine Learning untuk Pemula\n",
        "\n",
        "\n",
        "[Dicoding Profile](https://www.dicoding.com/users/bestagi)\n",
        "### Email = bestagi.egi@live.com Whatsapp = https://wa.me/6285155253355"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L-Q8gZ8_fH7z",
        "outputId": "6f314364-1a24-44a9-acd7-f89975ddefaa"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2022-05-19 02:51:51--  https://github.com/dicodingacademy/assets/releases/download/release/rockpaperscissors.zip\n",
            "Resolving github.com (github.com)... 140.82.113.4\n",
            "Connecting to github.com (github.com)|140.82.113.4|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/391417272/7eb836f2-695b-4a46-9c78-b65867166957?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220519%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220519T025104Z&X-Amz-Expires=300&X-Amz-Signature=b8d13d7f416eb009905a80988d3196fb2b23c2608b89710ac61ebb725f9c8617&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=391417272&response-content-disposition=attachment%3B%20filename%3Drockpaperscissors.zip&response-content-type=application%2Foctet-stream [following]\n",
            "--2022-05-19 02:51:52--  https://objects.githubusercontent.com/github-production-release-asset-2e65be/391417272/7eb836f2-695b-4a46-9c78-b65867166957?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220519%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220519T025104Z&X-Amz-Expires=300&X-Amz-Signature=b8d13d7f416eb009905a80988d3196fb2b23c2608b89710ac61ebb725f9c8617&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=391417272&response-content-disposition=attachment%3B%20filename%3Drockpaperscissors.zip&response-content-type=application%2Foctet-stream\n",
            "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n",
            "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.108.133|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 322873683 (308M) [application/octet-stream]\n",
            "Saving to: ‘/tmp/rockpaperscissors.zip’\n",
            "\n",
            "/tmp/rockpapersciss 100%[===================>] 307.92M  70.7MB/s    in 4.3s    \n",
            "\n",
            "2022-05-19 02:51:56 (71.8 MB/s) - ‘/tmp/rockpaperscissors.zip’ saved [322873683/322873683]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "#Download Dataset rockpaperscissors from Dicoding\n",
        "!wget --no-check-certificate \\\n",
        "  https://github.com/dicodingacademy/assets/releases/download/release/rockpaperscissors.zip \\\n",
        "  -O /tmp/rockpaperscissors.zip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "E2Hp8Rr5h5BG",
        "outputId": "b4c31621-b5ba-4fd8-8336-58a3585992bd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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          ]
        }
      ],
      "source": [
        "#Extracting Archive Dataset to tmp directory\n",
        "!unzip /tmp/rockpaperscissors.zip -d /tmp/\n",
        "#Remove unused data from dataset\n",
        "!rm -r /tmp/rockpaperscissors/rps-cv-images\n",
        "!rm /tmp/rockpaperscissors/README_rpc-cv-images.txt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "JBLf6v4cpcBM"
      },
      "outputs": [],
      "source": [
        "#Import Library\n",
        "import os\n",
        "import tensorflow as tf\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "WF0AGqZ-kynH"
      },
      "outputs": [],
      "source": [
        "#Creating Train and Validation Path\n",
        "base_dir = \"/tmp/rockpaperscissors/\"\n",
        "train_dir = os.path.join(base_dir,\"train\")\n",
        "val_dir = os.path.join(base_dir,\"val\")\n",
        "\n",
        "#train\n",
        "trpdir = os.path.join(train_dir,\"paper\")\n",
        "trsdir = os.path.join(train_dir,\"scissors\")\n",
        "trrdir = os.path.join(train_dir,\"rock\")\n",
        "\n",
        "#val\n",
        "valpdir = os.path.join(val_dir,\"paper\")\n",
        "valsdir = os.path.join(val_dir,\"scissors\")\n",
        "valrdir = os.path.join(val_dir,\"rock\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4BxZzHnxoYWk"
      },
      "outputs": [],
      "source": [
        "#Data Preprocessing\n",
        "train_datagen = ImageDataGenerator(\n",
        "                    rescale=1./255,\n",
        "                    rotation_range=20,\n",
        "                    horizontal_flip=True,\n",
        "                    shear_range = 0.2,\n",
        "                    fill_mode = 'nearest',\n",
        "                    validation_split = 0.4)\n",
        " \n",
        "test_datagen = ImageDataGenerator(\n",
        "                    rescale=1./255,\n",
        "                    validation_split = 0.4)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "k_cmLwQ6tVmu",
        "outputId": "c4eefee9-372d-42c9-df83-a8f9800d6cdf"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 1314 images belonging to 3 classes.\n",
            "Found 874 images belonging to 3 classes.\n"
          ]
        }
      ],
      "source": [
        "train_generator = train_datagen.flow_from_directory(\n",
        "        base_dir,\n",
        "        target_size=(150, 150),\n",
        "        batch_size=32,\n",
        "        class_mode=\"categorical\",\n",
        "        subset = \"training\")\n",
        " \n",
        "validation_generator = test_datagen.flow_from_directory(\n",
        "        base_dir,\n",
        "        target_size=(150, 150),\n",
        "        batch_size=32,\n",
        "        class_mode=\"categorical\",\n",
        "        subset = \"validation\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "1-CE9w2h7X63"
      },
      "outputs": [],
      "source": [
        "#Build Model Blueprint\n",
        "model = tf.keras.models.Sequential([\n",
        "  tf.keras.layers.Conv2D(32, (3,3), activation = \"relu\", input_shape= (150,150,3)),\n",
        "  tf.keras.layers.MaxPooling2D(2,2),\n",
        "  tf.keras.layers.Conv2D(64,(3,3), activation = \"relu\"),\n",
        "  tf.keras.layers.MaxPooling2D(2,2),\n",
        "  tf.keras.layers.Conv2D(128,(3,3), activation = \"relu\"),\n",
        "  tf.keras.layers.MaxPooling2D(2,2),\n",
        "  tf.keras.layers.Flatten(),\n",
        "  tf.keras.layers.Dropout(0.5),\n",
        "  tf.keras.layers.Dense(512, activation = \"relu\"),\n",
        "  tf.keras.layers.Dense(3, activation = \"softmax\")\n",
        "])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9nuDzSvM7hqW"
      },
      "outputs": [],
      "source": [
        "#Model Compile\n",
        "model.compile(loss = \"categorical_crossentropy\",\n",
        "              optimizer = tf.optimizers.Adam(),\n",
        "              metrics=[\"accuracy\"])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "9ISVH-ls7o0p"
      },
      "outputs": [],
      "source": [
        "#Stopping Model fit if Val Accuracy higher than 97%\n",
        "class stopmodel97(tf.keras.callbacks.Callback):\n",
        "  def on_epoch_end(self, epoch, logs={}):\n",
        "    if(logs.get(\"val_accuracy\") > 0.97):\n",
        "      print(\"\\n Accuracy Above 97%, Target Done! \\n\")\n",
        "      self.model.stop_training = True\n",
        "\n",
        "stopmodel = stopmodel97()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GTwHH-HH74Eg",
        "outputId": "9743aaf1-ba3b-42a5-ee5c-926e0e9a213f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "41/41 - 78s - loss: 0.0798 - accuracy: 0.9758 - val_loss: 0.1252 - val_accuracy: 0.9560 - 78s/epoch - 2s/step\n",
            "Epoch 3/20\n",
            "\n",
            " Accuracy Above 97%, Target Done! \n",
            "\n",
            "41/41 - 74s - loss: 0.0708 - accuracy: 0.9782 - val_loss: 0.0841 - val_accuracy: 0.9734 - 74s/epoch - 2s/step\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f7c83865e90>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ],
      "source": [
        "#Model Training \n",
        "model.fit(\n",
        "    train_generator,\n",
        "    steps_per_epoch = 41, # 1312 images = batch_size * steps\n",
        "    epochs = 20,\n",
        "    validation_data = validation_generator,\n",
        "    validation_steps = 27, # 876 images = batch_size * steps\n",
        "    verbose =2,\n",
        "      callbacks=[stopmodel]\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 359
        },
        "id": "5Zjf6LFbEbiM",
        "outputId": "c259bc9a-9b70-4379-e296-a026a45619d4"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-7b11c01d-cabf-4e99-b5fc-4900120be867\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-7b11c01d-cabf-4e99-b5fc-4900120be867\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saving 2OCAZGNv2OEzgAwU.png to 2OCAZGNv2OEzgAwU.png\n",
            "2OCAZGNv2OEzgAwU.png\n",
            "paper\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "import numpy as np\n",
        "from google.colab import files\n",
        "from tensorflow.keras.preprocessing import image\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.image as mpimg\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.image as mpimg\n",
        "%matplotlib inline\n",
        " \n",
        "uploaded = files.upload()\n",
        " \n",
        "for fn in uploaded.keys():\n",
        "  path = fn\n",
        "  img = image.load_img(path, target_size=(150,150))\n",
        " \n",
        "  imgplot = plt.imshow(img)\n",
        "  x = image.img_to_array(img)\n",
        "  x = np.expand_dims(x, axis=0)\n",
        "  images = np.vstack([x])\n",
        " \n",
        "  classes = model.predict(images, batch_size=10)  \n",
        "  print(fn)\n",
        "  if classes[0,0]!=0:\n",
        "    print('paper')\n",
        "  elif classes[0,1]!=0:\n",
        "    print('rock')\n",
        "  else:\n",
        "    print('scissors')"
      ]
    }
  ],
  "metadata": {
    "accelerator": "TPU",
    "colab": {
      "collapsed_sections": [],
      "name": "Proyek Akhir : Klasifikasi Gambar.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}