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BirdIdentifier/binary-tree.ipynb

583 lines
340 KiB

{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Bird Species Identifier - Binary Decision Tree Model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Species\n",
"__MASKED BOBBY__: species 1 \n",
"__CRESTED COUA__: species 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Etape 1: chargée les données\n",
"\n",
"Pour commencer on va charger les images de deux especes de oiseau, qu'on va utiliser pour entrainer notre model."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Species 1 images:\n",
"['040.jpg', '085.jpg', '070.jpg', '071.jpg', '131.jpg', '061.jpg', '114.jpg', '001.jpg', '103.jpg', '033.jpg', '014.jpg', '038.jpg', '050.jpg', '008.jpg', '087.jpg', '118.jpg', '129.jpg', '023.jpg', '053.jpg', '128.jpg', '086.jpg', '116.jpg', '002.jpg', '077.jpg', '039.jpg', '016.jpg', '024.jpg', '009.jpg', '082.jpg', '127.jpg', '015.jpg', '080.jpg', '106.jpg', '094.jpg', '091.jpg', '096.jpg', '124.jpg', '112.jpg', '064.jpg', '030.jpg', '081.jpg', '126.jpg', '105.jpg', '026.jpg', '021.jpg', '017.jpg', '076.jpg', '003.jpg', '108.jpg', '098.jpg', '099.jpg', '111.jpg', '113.jpg', '020.jpg', '012.jpg', '067.jpg', '044.jpg', '101.jpg', '130.jpg', '083.jpg', '055.jpg', '022.jpg', '109.jpg', '123.jpg', '119.jpg', '120.jpg', '019.jpg', '035.jpg', '097.jpg', '122.jpg', '029.jpg', '058.jpg', '089.jpg', '059.jpg', '065.jpg', '090.jpg', '066.jpg', '031.jpg', '084.jpg', '018.jpg', '048.jpg', '006.jpg', '104.jpg', '057.jpg', '074.jpg', '042.jpg', '011.jpg', '093.jpg', '049.jpg', '025.jpg', '069.jpg', '068.jpg', '125.jpg', '092.jpg', '132.jpg', '005.jpg', '043.jpg', '100.jpg', '079.jpg', '047.jpg', '054.jpg', '095.jpg', '010.jpg', '032.jpg', '056.jpg', '107.jpg', '102.jpg', '007.jpg', '046.jpg', '004.jpg', '115.jpg', '110.jpg', '034.jpg', '063.jpg', '028.jpg', '051.jpg', '062.jpg', '088.jpg', '075.jpg', '072.jpg', '052.jpg', '121.jpg', '037.jpg', '013.jpg', '045.jpg', '027.jpg', '073.jpg', '060.jpg', '036.jpg', '117.jpg', '078.jpg', '041.jpg']\n",
"Species 2 images:\n",
"['134.jpg', '040.jpg', '158.jpg', '085.jpg', '070.jpg', '071.jpg', '131.jpg', '061.jpg', '114.jpg', '001.jpg', '152.jpg', '103.jpg', '157.jpg', '033.jpg', '014.jpg', '137.jpg', '038.jpg', '050.jpg', '008.jpg', '087.jpg', '118.jpg', '129.jpg', '023.jpg', '053.jpg', '128.jpg', '086.jpg', '116.jpg', '143.jpg', '002.jpg', '077.jpg', '039.jpg', '016.jpg', '024.jpg', '009.jpg', '154.jpg', '082.jpg', '127.jpg', '015.jpg', '135.jpg', '080.jpg', '106.jpg', '138.jpg', '094.jpg', '147.jpg', '091.jpg', '096.jpg', '151.jpg', '124.jpg', '112.jpg', '064.jpg', '030.jpg', '081.jpg', '126.jpg', '105.jpg', '026.jpg', '149.jpg', '021.jpg', '017.jpg', '145.jpg', '076.jpg', '150.jpg', '003.jpg', '108.jpg', '098.jpg', '099.jpg', '153.jpg', '111.jpg', '113.jpg', '020.jpg', '136.jpg', '012.jpg', '067.jpg', '044.jpg', '101.jpg', '130.jpg', '083.jpg', '159.jpg', '055.jpg', '022.jpg', '109.jpg', '156.jpg', '123.jpg', '133.jpg', '119.jpg', '120.jpg', '019.jpg', '035.jpg', '097.jpg', '122.jpg', '029.jpg', '058.jpg', '089.jpg', '059.jpg', '065.jpg', '090.jpg', '066.jpg', '139.jpg', '031.jpg', '084.jpg', '018.jpg', '141.jpg', '048.jpg', '006.jpg', '104.jpg', '057.jpg', '074.jpg', '042.jpg', '011.jpg', '093.jpg', '049.jpg', '025.jpg', '069.jpg', '068.jpg', '125.jpg', '092.jpg', '132.jpg', '005.jpg', '043.jpg', '100.jpg', '142.jpg', '079.jpg', '047.jpg', '054.jpg', '095.jpg', '010.jpg', '032.jpg', '056.jpg', '107.jpg', '102.jpg', '007.jpg', '140.jpg', '046.jpg', '004.jpg', '115.jpg', '110.jpg', '034.jpg', '148.jpg', '063.jpg', '028.jpg', '051.jpg', '062.jpg', '088.jpg', '075.jpg', '072.jpg', '052.jpg', '155.jpg', '144.jpg', '146.jpg', '121.jpg', '037.jpg', '013.jpg', '045.jpg', '027.jpg', '073.jpg', '060.jpg', '036.jpg', '117.jpg', '078.jpg', '041.jpg']\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"CLASS_NAMES = ['MASKED BOBBY', 'MALEO']\n",
"\n",
"# Define the directory where your images are stored\n",
"species1_img_dir = r'/home/louba/Documents/BDBird/train/MASKED BOOBY'\n",
"species2_img_dir = r'/home/louba/Documents/BDBird/train/MALEO'\n",
"\n",
"# Get the list of image file names\n",
"s1_image_names = os.listdir(species1_img_dir)\n",
"s2_image_names = os.listdir(species2_img_dir)\n",
"\n",
"# Load the images of each species\n",
"s1_images = []\n",
"for image in s1_image_names:\n",
" img = cv2.imread(os.path.join(species1_img_dir, image))\n",
" s1_images.append(img)\n",
"\n",
"s2_images = []\n",
"for image in s2_image_names:\n",
" img = cv2.imread(os.path.join(species2_img_dir, image))\n",
" s2_images.append(img)\n",
"\n",
"# Print the loaded image names\n",
"print(\"Species 1 images:\")\n",
"print(s1_image_names)\n",
"\n",
"print(\"Species 2 images:\")\n",
"print(s2_image_names)\n",
"\n",
"plt.imshow(s1_images[0])\n",
"plt.axis('off')\n",
"plt.show()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Chargement des jeux de test pour chaque espèce"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Species 1 images:\n",
"['040.jpg', '085.jpg', '070.jpg', '071.jpg', '131.jpg', '061.jpg', '114.jpg', '001.jpg', '103.jpg', '033.jpg', '014.jpg', '038.jpg', '050.jpg', '008.jpg', '087.jpg', '118.jpg', '129.jpg', '023.jpg', '053.jpg', '128.jpg', '086.jpg', '116.jpg', '002.jpg', '077.jpg', '039.jpg', '016.jpg', '024.jpg', '009.jpg', '082.jpg', '127.jpg', '015.jpg', '080.jpg', '106.jpg', '094.jpg', '091.jpg', '096.jpg', '124.jpg', '112.jpg', '064.jpg', '030.jpg', '081.jpg', '126.jpg', '105.jpg', '026.jpg', '021.jpg', '017.jpg', '076.jpg', '003.jpg', '108.jpg', '098.jpg', '099.jpg', '111.jpg', '113.jpg', '020.jpg', '012.jpg', '067.jpg', '044.jpg', '101.jpg', '130.jpg', '083.jpg', '055.jpg', '022.jpg', '109.jpg', '123.jpg', '119.jpg', '120.jpg', '019.jpg', '035.jpg', '097.jpg', '122.jpg', '029.jpg', '058.jpg', '089.jpg', '059.jpg', '065.jpg', '090.jpg', '066.jpg', '031.jpg', '084.jpg', '018.jpg', '048.jpg', '006.jpg', '104.jpg', '057.jpg', '074.jpg', '042.jpg', '011.jpg', '093.jpg', '049.jpg', '025.jpg', '069.jpg', '068.jpg', '125.jpg', '092.jpg', '132.jpg', '005.jpg', '043.jpg', '100.jpg', '079.jpg', '047.jpg', '054.jpg', '095.jpg', '010.jpg', '032.jpg', '056.jpg', '107.jpg', '102.jpg', '007.jpg', '046.jpg', '004.jpg', '115.jpg', '110.jpg', '034.jpg', '063.jpg', '028.jpg', '051.jpg', '062.jpg', '088.jpg', '075.jpg', '072.jpg', '052.jpg', '121.jpg', '037.jpg', '013.jpg', '045.jpg', '027.jpg', '073.jpg', '060.jpg', '036.jpg', '117.jpg', '078.jpg', '041.jpg']\n",
"Species 2 images:\n",
"['134.jpg', '040.jpg', '158.jpg', '085.jpg', '070.jpg', '071.jpg', '131.jpg', '061.jpg', '114.jpg', '001.jpg', '152.jpg', '103.jpg', '157.jpg', '033.jpg', '014.jpg', '137.jpg', '038.jpg', '050.jpg', '008.jpg', '087.jpg', '118.jpg', '129.jpg', '023.jpg', '053.jpg', '128.jpg', '086.jpg', '116.jpg', '143.jpg', '002.jpg', '077.jpg', '039.jpg', '016.jpg', '024.jpg', '009.jpg', '154.jpg', '082.jpg', '127.jpg', '015.jpg', '135.jpg', '080.jpg', '106.jpg', '138.jpg', '094.jpg', '147.jpg', '091.jpg', '096.jpg', '151.jpg', '124.jpg', '112.jpg', '064.jpg', '030.jpg', '081.jpg', '126.jpg', '105.jpg', '026.jpg', '149.jpg', '021.jpg', '017.jpg', '145.jpg', '076.jpg', '150.jpg', '003.jpg', '108.jpg', '098.jpg', '099.jpg', '153.jpg', '111.jpg', '113.jpg', '020.jpg', '136.jpg', '012.jpg', '067.jpg', '044.jpg', '101.jpg', '130.jpg', '083.jpg', '159.jpg', '055.jpg', '022.jpg', '109.jpg', '156.jpg', '123.jpg', '133.jpg', '119.jpg', '120.jpg', '019.jpg', '035.jpg', '097.jpg', '122.jpg', '029.jpg', '058.jpg', '089.jpg', '059.jpg', '065.jpg', '090.jpg', '066.jpg', '139.jpg', '031.jpg', '084.jpg', '018.jpg', '141.jpg', '048.jpg', '006.jpg', '104.jpg', '057.jpg', '074.jpg', '042.jpg', '011.jpg', '093.jpg', '049.jpg', '025.jpg', '069.jpg', '068.jpg', '125.jpg', '092.jpg', '132.jpg', '005.jpg', '043.jpg', '100.jpg', '142.jpg', '079.jpg', '047.jpg', '054.jpg', '095.jpg', '010.jpg', '032.jpg', '056.jpg', '107.jpg', '102.jpg', '007.jpg', '140.jpg', '046.jpg', '004.jpg', '115.jpg', '110.jpg', '034.jpg', '148.jpg', '063.jpg', '028.jpg', '051.jpg', '062.jpg', '088.jpg', '075.jpg', '072.jpg', '052.jpg', '155.jpg', '144.jpg', '146.jpg', '121.jpg', '037.jpg', '013.jpg', '045.jpg', '027.jpg', '073.jpg', '060.jpg', '036.jpg', '117.jpg', '078.jpg', '041.jpg']\n"
]
}
],
"source": [
"# Define the directory where your images are stored\n",
"species1_img_dir_TEST = r'/home/louba/Documents/BDBird/train/MASKED BOOBY'\n",
"species2_img_dir_TEST = r'/home/louba/Documents/BDBird/train/MALEO'\n",
"\n",
"# Get the list of image file names\n",
"s1_image_names_TEST = os.listdir(species1_img_dir_TEST)\n",
"s2_image_names_TEST = os.listdir(species2_img_dir_TEST)\n",
"\n",
"# Load the images of each species\n",
"s1_images_TEST = []\n",
"for image in s1_image_names_TEST:\n",
" img = cv2.imread(os.path.join(species1_img_dir_TEST, image))\n",
" s1_images_TEST.append(img)\n",
"\n",
"s2_images_TEST = []\n",
"for image in s2_image_names_TEST:\n",
" img = cv2.imread(os.path.join(species2_img_dir_TEST, image))\n",
" s2_images_TEST.append(img)\n",
"\n",
"# Print the loaded image names\n",
"print(\"Species 1 images:\")\n",
"print(s1_image_names_TEST)\n",
"\n",
"print(\"Species 2 images:\")\n",
"print(s2_image_names_TEST)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Dans cette étape, nous avons traité les images. C'est une étape importante car elle peut affecter considérablement les performances de notre modèle.\n",
"\n",
"Nous avons effectué deux opérations principales :\n",
"\n",
"1. **Redimensionnement** : Nous avons redimensionné toutes les images pour qu'elles aient la même taille (224x224 pixels). C'est nécessaire car l'entrée d'un modèle d'apprentissage automatique doit toujours être de la même taille.\n",
"\n",
"2. **Normalisation** : Nous avons normalisé les valeurs des pixels pour qu'elles soient comprises entre 0 et 1. Cela est généralement fait en divisant chaque valeur de pixel par 255 (puisque les valeurs RGB varient de 0 à 255). La normalisation aide à accélérer l'apprentissage du modèle et conduit souvent à de meilleures performances.\n",
"\n",
"Notez que pour un modèle plus complexe, il pourrait être nécessaire d'ajouter des étapes supplémentaires, comme la suppression de l'arrière-plan."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Processed images shape: (291, 224, 224, 3)\n",
"- len : 291\n",
"Processed images shape TEST: (291, 224, 224, 3)\n",
"- len : 291\n"
]
}
],
"source": [
"import numpy as np\n",
"\n",
"# Process species 1 images\n",
"processed_images_species1 = []\n",
"for img in s1_images:\n",
" # Resize image to 224x224 pixels\n",
" resized = cv2.resize(img, (224, 224))\n",
" # Normalize pixel values\n",
" normalized = resized / 255.0\n",
" processed_images_species1.append(normalized)\n",
"\n",
"# Convert the list to a numpy array\n",
"processed_images = np.array(processed_images_species1)\n",
"\n",
"# Process species 2 images\n",
"processed_images_species2 = []\n",
"for img in s2_images:\n",
" resized = cv2.resize(img, (224, 224))\n",
" normalized = resized / 255.0\n",
" processed_images_species2.append(normalized)\n",
"\n",
"processed_images = np.concatenate((processed_images_species1, processed_images_species2))\n",
"\n",
"## Concatenate the test set\n",
"# Process species 1 images\n",
"processed_images_species1_TEST = []\n",
"for img in s1_images_TEST:\n",
" # Resize image to 224x224 pixels\n",
" resized = cv2.resize(img, (224, 224))\n",
" # Normalize pixel values\n",
" normalized = resized / 255.0\n",
" processed_images_species1_TEST.append(normalized)\n",
"\n",
"# Convert the list to a numpy array\n",
"processed_images_TEST = np.array(processed_images_species1)\n",
"\n",
"# Process species 2 images\n",
"processed_images_species2_TEST = []\n",
"for img in s2_images_TEST:\n",
" resized = cv2.resize(img, (224, 224))\n",
" normalized = resized / 255.0\n",
" processed_images_species2_TEST.append(normalized)\n",
"\n",
"processed_images_TEST = np.concatenate((processed_images_species1_TEST, processed_images_species2_TEST))\n",
"\n",
"# print len and shape of the processed images\n",
"print(\"Processed images shape:\", processed_images.shape)\n",
"print(\"- len :\", len(processed_images))\n",
"print(\"Processed images shape TEST:\", processed_images_TEST.shape)\n",
"print(\"- len :\", len(processed_images_TEST))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Rappel\n",
"\n",
"**Features** are the inputs to the model. In your case, the features are the processed images of birds. \n",
"\n",
"**Labels** are what we want the model to predict. In your case, the labels are the species of the birds.\n",
"\n",
"Ici, `X_train` et `X_test` sont les features (images), et `y_train` and `y_test` sont les labels (espèces)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Labelisation"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"291\n",
"291\n"
]
}
],
"source": [
"# Get the length of the lists\n",
"num_s1_images = len(s1_images)\n",
"num_s2_images = len(s2_images)\n",
"\n",
"# Create labels\n",
"s1_labels = [1] * num_s1_images # for species 1\n",
"s2_labels = [2] * num_s2_images # for species 2\n",
"\n",
"# combiner les labels dans l'ordre des images\n",
"labels = s1_labels + s2_labels\n",
"print(len(labels))\n",
"\n",
"# Do the same for the test set\n",
"num_s1_images_TEST = len(s1_images_TEST)\n",
"num_s2_images_TEST = len(s2_images_TEST)\n",
"\n",
"s1_labels_TEST = [1] * num_s1_images_TEST \n",
"s2_labels_TEST = [2] * num_s2_images_TEST \n",
"\n",
"labels_TEST = s1_labels_TEST + s2_labels_TEST\n",
"print(len(labels_TEST))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Construction du model"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3/dist-packages/scipy/__init__.py:146: UserWarning: A NumPy version >=1.17.3 and <1.25.0 is required for this version of SciPy (detected version 1.26.3\n",
" warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
]
}
],
"source": [
"from sklearn import tree\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"# x represents our images, the inputs of the model (bird images)\n",
"# y represents our labels, the outputs of the model (bird species)\n",
"\n",
"# We can use our dataset's test set to train the model and the test set to evaluate it\n",
"X_train = processed_images\n",
"y_train = labels\n",
"X_test = processed_images_TEST\n",
"y_test = labels_TEST\n",
"\n",
"# Initialize the model\n",
"clf = tree.DecisionTreeClassifier()\n",
"\n",
"# Flatten the images from 4D to 2D\n",
"X_train = X_train.reshape(X_train.shape[0], -1)\n",
"X_test = X_test.reshape(X_test.shape[0], -1)\n",
"\n",
"# Train the model\n",
"clf = clf.fit(X_train, y_train)\n",
"\n",
"# Predict on the test set\n",
"predictions = clf.predict(X_test)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Resultat des predictions"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Expected Result: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]\n",
"Predicted Result: [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n",
" 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2\n",
" 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2]\n",
"Accuracy: 100.00%\n"
]
}
],
"source": [
"from sklearn.metrics import accuracy_score\n",
"\n",
"# Calculate and print the accuracy\n",
"# Print the test labels\n",
"print(\"Expected Result:\", y_test)\n",
"print(\"Predicted Result:\", predictions)\n",
"\n",
"# Calculate and print the accuracy\n",
"accuracy = accuracy_score(y_test, predictions)\n",
"print(\"Accuracy: {:.2f}%\".format(accuracy * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also try to split the train set in 80/20 to get a larger training set and compare the results."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# here we split our data into training and testing sets\n",
"X_train2, X_test2, y_train2, y_test2 = train_test_split(processed_images, labels, test_size=0.2, random_state=42)\n",
"\n",
"# And then we do the same as before, train the model and predict on the test set\n",
"\n",
"# Initialize the model\n",
"clf = tree.DecisionTreeClassifier()\n",
"\n",
"# Flatten the images from 4D to 2D\n",
"X_train2 = X_train2.reshape(X_train2.shape[0], -1)\n",
"X_test2 = X_test2.reshape(X_test2.shape[0], -1)\n",
"\n",
"# Train the model\n",
"clf = clf.fit(X_train2, y_train2)\n",
"\n",
"# Predict on the test set\n",
"predictions2 = clf.predict(X_test2)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Expected Result: [1, 2, 1, 2, 2, 1, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 1, 2, 2, 1, 2, 2, 1, 1, 2, 2, 1, 1, 2, 1, 1, 2, 1, 1, 2, 2, 1, 2, 1, 2, 1, 2, 2, 2, 1, 1, 1, 2, 1, 2, 1, 1, 2, 2, 2, 2, 2, 1]\n",
"Predicted Result: [1 2 1 2 1 1 2 1 1 1 2 2 1 2 2 1 1 1 2 2 1 2 1 1 1 2 2 2 1 1 1 1 2 1 2 2 2\n",
" 1 1 1 2 1 2 2 1 2 2 2 2 1 2 1 1 2 2 2 2 2 1]\n",
"Accuracy: 83.05%\n"
]
}
],
"source": [
"# Calculate and print the accuracy\n",
"# Print the test labels\n",
"print(\"Expected Result:\", y_test2)\n",
"print(\"Predicted Result:\", predictions2)\n",
"\n",
"# Calculate and print the accuracy\n",
"accuracy = accuracy_score(y_test2, predictions2)\n",
"print(\"Accuracy: {:.2f}%\".format(accuracy * 100))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize the decision tree "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"from sklearn.tree import plot_tree\n",
"\n",
"# Plot the decision tree\n",
"plt.figure(figsize=(20,10)) # Set the figure size\n",
"plot_tree(clf, filled=True, rounded=True, class_names=CLASS_NAMES)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Confusion Matrix Visualization\n",
"\n",
"### Default test set"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 720x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"import seaborn as sns\n",
"\n",
"# Calculate the confusion matrix\n",
"cm = confusion_matrix(y_test, predictions)\n",
"\n",
"# Visualize the confusion matrix\n",
"plt.figure(figsize=(10,7))\n",
"sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n",
"plt.xlabel('Predicted')\n",
"plt.ylabel('Truth')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Manually splitted test set (80/20) "
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 720x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Calculate the confusion matrix\n",
"cm2 = confusion_matrix(y_test2, predictions2)\n",
"\n",
"# Visualize the confusion matrix\n",
"plt.figure(figsize=(10,7))\n",
"sns.heatmap(cm2, annot=True, fmt='d', cmap='Greens')\n",
"plt.xlabel('Predicted')\n",
"plt.ylabel('Truth')\n",
"plt.show()"
]
},
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"metadata": {},
"source": [
"## Conclusion\n",
"\n",
"..."
]
}
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