Chihuahua_Muffin_Model.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!mkdir -p ~/.kaggle\n",
        "!cp kaggle.json ~/.kaggle/"
      ],
      "metadata": {
        "id": "zaKLuuMlhJHU"
      },
      "execution_count": 45,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!kaggle datasets download -d samuelcortinhas/muffin-vs-chihuahua-image-classification"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WIP--7Jph1sD",
        "outputId": "a2650a54-faac-4f22-8a24-794c2d5f05c6"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n",
            "muffin-vs-chihuahua-image-classification.zip: Skipping, found more recently modified local copy (use --force to force download)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import zipfile\n",
        "zip_ref = zipfile.ZipFile('/content/muffin-vs-chihuahua-image-classification.zip', 'r')\n",
        "zip_ref.extractall('/content')\n",
        "zip_ref.close()"
      ],
      "metadata": {
        "id": "yA1bFAxUh6A5"
      },
      "execution_count": 47,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "!unzip muffin-vs-chihuahua-image-classification.zip"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "QKVQNZehiTq6",
        "outputId": "dc2452d7-d8e0-4559-b2ba-d19b0242a9c5"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Archive:  muffin-vs-chihuahua-image-classification.zip\n",
            "replace test/chihuahua/img_0_1071.jpg? [y]es, [n]o, [A]ll, [N]one, [r]ename: "
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import tensorflow as tf\n",
        "import matplotlib.pyplot as plt"
      ],
      "metadata": {
        "id": "SQvNGRMhjCy6"
      },
      "execution_count": 49,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "img_height, img_width = 32, 32\n",
        "batch_size = 20\n",
        "\n",
        "train_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "    \"train\",\n",
        "    image_size = (img_height, img_width),\n",
        "    batch_size = batch_size\n",
        ")\n",
        "\n",
        "test_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "    \"test\",\n",
        "    image_size = (img_height, img_width),\n",
        "    batch_size = batch_size\n",
        ")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "unSlEXxUjVvg",
        "outputId": "d5bb653a-78aa-4272-8ef9-2308c5badd3b"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 4733 files belonging to 2 classes.\n",
            "Found 1184 files belonging to 2 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class_names = [\"chihuahua\", \"muffin\"]\n",
        "plt.figure(figsize = (10,10))\n",
        "for images, labels in train_ds.take(1):\n",
        "  for i in range(9):\n",
        "    ax = plt.subplot(3, 3, i + 1)\n",
        "    plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
        "    plt.title(class_names[labels[i]])\n",
        "    plt.axis(\"off\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 829
        },
        "id": "CLJYRzIhl2JH",
        "outputId": "37b43549-0cd2-4146-c21c-c67e750e5493"
      },
      "execution_count": 51,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = tf.keras.Sequential(\n",
        "[\n",
        "  tf.keras.layers.Rescaling(1./255),\n",
        "  tf.keras.layers.Conv2D(32, 3, activation = \"relu\"),\n",
        "  tf.keras.layers.MaxPooling2D(),\n",
        "  tf.keras.layers.Conv2D(32, 3, activation = \"relu\"),\n",
        "  tf.keras.layers.MaxPooling2D(),\n",
        "  tf.keras.layers.Conv2D(32, 3, activation = \"relu\"),\n",
        "  tf.keras.layers.MaxPooling2D(),\n",
        "  tf.keras.layers.Flatten(),\n",
        "  tf.keras.layers.Dense(128, activation= \"relu\"),\n",
        "  tf.keras.layers.Dense(3)\n",
        "]\n",
        ")"
      ],
      "metadata": {
        "id": "sq_mdKTPoRFu"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(\n",
        "    optimizer = 'adam',\n",
        "    loss = tf.losses.SparseCategoricalCrossentropy(from_logits = True),\n",
        "    metrics = ['accuracy']\n",
        "\n",
        ")"
      ],
      "metadata": {
        "id": "ot56tTLmpgzU"
      },
      "execution_count": 53,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(\n",
        "    train_ds,\n",
        "    epochs = 10\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f3WlU1GVqP2R",
        "outputId": "31a4af91-76d9-4c58-d9e7-c0239ae2bde8"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "237/237 [==============================] - 21s 80ms/step - loss: 0.5997 - accuracy: 0.6622\n",
            "Epoch 2/10\n",
            "237/237 [==============================] - 19s 79ms/step - loss: 0.4354 - accuracy: 0.8029\n",
            "Epoch 3/10\n",
            "237/237 [==============================] - 19s 77ms/step - loss: 0.3780 - accuracy: 0.8409\n",
            "Epoch 4/10\n",
            "237/237 [==============================] - 20s 82ms/step - loss: 0.3423 - accuracy: 0.8601\n",
            "Epoch 5/10\n",
            "237/237 [==============================] - 19s 77ms/step - loss: 0.3111 - accuracy: 0.8737\n",
            "Epoch 6/10\n",
            "237/237 [==============================] - 20s 82ms/step - loss: 0.2668 - accuracy: 0.8935\n",
            "Epoch 7/10\n",
            "237/237 [==============================] - 19s 77ms/step - loss: 0.2432 - accuracy: 0.9056\n",
            "Epoch 8/10\n",
            "237/237 [==============================] - 19s 76ms/step - loss: 0.2110 - accuracy: 0.9138\n",
            "Epoch 9/10\n",
            "237/237 [==============================] - 20s 82ms/step - loss: 0.1782 - accuracy: 0.9324\n",
            "Epoch 10/10\n",
            "237/237 [==============================] - 19s 77ms/step - loss: 0.1775 - accuracy: 0.9284\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.src.callbacks.History at 0x7e710778dc30>"
            ]
          },
          "metadata": {},
          "execution_count": 54
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.evaluate(test_ds)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gHQses5Wras1",
        "outputId": "fafa79b8-2383-4d99-d3ff-b0b834b757ba"
      },
      "execution_count": 55,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "60/60 [==============================] - 5s 79ms/step - loss: 0.5245 - accuracy: 0.8336\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.5244562029838562, 0.8336148858070374]"
            ]
          },
          "metadata": {},
          "execution_count": 55
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy\n",
        "\n",
        "plt.figure(figsize = (10,10))\n",
        "for images, labels in test_ds.take(1):\n",
        "  classifications = model(images)\n",
        "  # print(classifications)\n",
        "\n",
        "  for i in range(9):\n",
        "    ax = plt.subplot(3, 3, i + 1)\n",
        "    plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
        "    index = numpy.argmax(classifications[i])\n",
        "    plt.title(\"Pred: \" + class_names[index] + \" | Real: \" + class_names[labels[i]])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 853
        },
        "id": "eOaiKMZ1rfwI",
        "outputId": "8fe606bb-ab38-49c9-ea7a-7bf63f36c305"
      },
      "execution_count": 56,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 9 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "qXA_l8ttr9ZU"
      },
      "execution_count": 56,
      "outputs": []
    }
  ]
}