{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":3362,"databundleVersionId":31148,"sourceType":"competition"}],"dockerImageVersionId":30674,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Imports","metadata":{}},{"cell_type":"code","source":"import csv\nimport itertools\nimport os\nimport random\nimport re\nimport zipfile\n\nfrom subprocess import check_output\n\nimport cv2\nimport matplotlib.pyplot as plt\nimport matplotlib.image as mpimg\nimport missingno as msno\nimport numpy as np\nimport pandas as pd\nimport plotly.express as px\nimport plotly.graph_objects as go\nimport seaborn as sns\nimport skimage as ski\nimport sklearn.metrics as metrics\nimport sklearn.model_selection as model_selection\nfrom keras.layers import Conv2D, Dense, Dropout, Flatten, MaxPooling2D\nfrom keras.models import Sequential\nfrom numpy import array\nfrom PIL import Image, ImageFilter\nfrom sklearn.calibration import CalibratedClassifierCV\nfrom sklearn.decomposition import PCA\nfrom sklearn.linear_model import LogisticRegression\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.svm import LinearSVC, SVC\nfrom sklearn import svm\nfrom skimage.io import imread\nfrom skimage.transform import resize\n\nimport tensorflow as tf\nfrom tensorflow.keras.preprocessing.image import ImageDataGenerator\n\n\nfor dirname, _, filenames in os.walk('/kaggle/input'):\n    for filename in filenames:\n        print(os.path.join(dirname, filename))","metadata":{"_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_kg_hide-input":true,"execution":{"iopub.status.busy":"2024-04-05T13:07:42.116334Z","iopub.execute_input":"2024-04-05T13:07:42.116750Z","iopub.status.idle":"2024-04-05T13:07:42.129743Z","shell.execute_reply.started":"2024-04-05T13:07:42.116718Z","shell.execute_reply":"2024-04-05T13:07:42.128545Z"},"_kg_hide-output":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Introduction","metadata":{}},{"cell_type":"markdown","source":"A **Support Vector Machine (SVM)** is a machine learning algorithm used for classifying images, like distinguishing between cats and dogs. It's particularly effective in separating classes by finding the best decision boundary in the feature space. While not as adept as Convolutional Neural Networks (CNNs) at handling raw image data, SVMs can still perform well when provided with carefully engineered features. They are computationally efficient and offer interpretable results, making them a suitable choice for certain image classification tasks, especially with smaller datasets or when interpretability is crucial.","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:24dc34eb-21d6-4a5e-af9b-d1427659f4bd.png)","metadata":{},"attachments":{"24dc34eb-21d6-4a5e-af9b-d1427659f4bd.png":{"image/png":"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"}}},{"cell_type":"code","source":"zip_files = ['test1', 'train']\n\nfor zip_file in zip_files:\n    with zipfile.ZipFile(\"../input/dogs-vs-cats/{}.zip\".format(zip_file),\"r\") as z:\n        z.extractall(\".\")\n        print(\"{} unzipped\".format(zip_file))","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:42.133539Z","iopub.execute_input":"2024-04-05T13:07:42.133975Z","iopub.status.idle":"2024-04-05T13:07:53.073076Z","shell.execute_reply.started":"2024-04-05T13:07:42.133946Z","shell.execute_reply":"2024-04-05T13:07:53.071903Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Reading and Exploring the data","metadata":{}},{"cell_type":"code","source":"TRAIN_DIR_PATH = './train'\nfile_names = os.listdir(TRAIN_DIR_PATH)\nprint('There are {} number of images in directory.'.format(len(file_names)))","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.075328Z","iopub.execute_input":"2024-04-05T13:07:53.075744Z","iopub.status.idle":"2024-04-05T13:07:53.096701Z","shell.execute_reply.started":"2024-04-05T13:07:53.075706Z","shell.execute_reply":"2024-04-05T13:07:53.095570Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"TRAIN_DIR_PATH = './test1'\nfile_names = os.listdir(TRAIN_DIR_PATH)\nprint('There are {} number of images in directory.'.format(len(file_names)))","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.097954Z","iopub.execute_input":"2024-04-05T13:07:53.098349Z","iopub.status.idle":"2024-04-05T13:07:53.175461Z","shell.execute_reply.started":"2024-04-05T13:07:53.098324Z","shell.execute_reply":"2024-04-05T13:07:53.174092Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"IMAGE_FOLDER_PATH = \"../working/train\"\nFILE_NAMES = os.listdir(IMAGE_FOLDER_PATH)","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.179975Z","iopub.execute_input":"2024-04-05T13:07:53.180342Z","iopub.status.idle":"2024-04-05T13:07:53.199375Z","shell.execute_reply.started":"2024-04-05T13:07:53.180311Z","shell.execute_reply":"2024-04-05T13:07:53.198348Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"targets = list()\nfull_paths = list()\ntrain_cats_dir = list()\ntrain_dogs_dir = list()\n\n# finding each file's target\nfor file_name in FILE_NAMES:\n    target = file_name.split(\".\")[0] # target name\n    full_path = os.path.join(IMAGE_FOLDER_PATH, file_name)\n    \n    if(target == \"dog\"):\n        train_dogs_dir.append(full_path)\n    if(target == \"cat\"):\n        train_cats_dir.append(full_path)\n    \n    full_paths.append(full_path)\n    targets.append(target)\n\ndataset = pd.DataFrame() # make dataframe\ndataset['image_path'] = full_paths # file path\ndataset['target'] = targets # file's target","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.200799Z","iopub.execute_input":"2024-04-05T13:07:53.201225Z","iopub.status.idle":"2024-04-05T13:07:53.268333Z","shell.execute_reply.started":"2024-04-05T13:07:53.201189Z","shell.execute_reply":"2024-04-05T13:07:53.267248Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_cats_dir[:5]\n","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.270131Z","iopub.execute_input":"2024-04-05T13:07:53.270921Z","iopub.status.idle":"2024-04-05T13:07:53.278003Z","shell.execute_reply.started":"2024-04-05T13:07:53.270879Z","shell.execute_reply":"2024-04-05T13:07:53.276895Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_dogs_dir[:5]","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.279327Z","iopub.execute_input":"2024-04-05T13:07:53.279762Z","iopub.status.idle":"2024-04-05T13:07:53.289767Z","shell.execute_reply.started":"2024-04-05T13:07:53.279727Z","shell.execute_reply":"2024-04-05T13:07:53.288341Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dataset.head()","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.291359Z","iopub.execute_input":"2024-04-05T13:07:53.291923Z","iopub.status.idle":"2024-04-05T13:07:53.307429Z","shell.execute_reply.started":"2024-04-05T13:07:53.291882Z","shell.execute_reply":"2024-04-05T13:07:53.306059Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"len(dataset)","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.308950Z","iopub.execute_input":"2024-04-05T13:07:53.309556Z","iopub.status.idle":"2024-04-05T13:07:53.318797Z","shell.execute_reply.started":"2024-04-05T13:07:53.309518Z","shell.execute_reply":"2024-04-05T13:07:53.317951Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(\"total data counts:\", dataset['target'].count())\ncounts = dataset['target'].value_counts()\nprint(counts)","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.322431Z","iopub.execute_input":"2024-04-05T13:07:53.322789Z","iopub.status.idle":"2024-04-05T13:07:53.335171Z","shell.execute_reply.started":"2024-04-05T13:07:53.322753Z","shell.execute_reply":"2024-04-05T13:07:53.334058Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"rows = 5\ncols = 5\naxes = []\nfig=plt.figure(figsize=(20,10))\ni = 0\n\nfor a in range(rows*cols):\n    b = mpimg.imread(train_cats_dir[i])\n    axes.append(fig.add_subplot(rows,cols,a+1))\n    plt.imshow(b)\n    i+=1\n    \nfig.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:53.336978Z","iopub.execute_input":"2024-04-05T13:07:53.337691Z","iopub.status.idle":"2024-04-05T13:07:57.506747Z","shell.execute_reply.started":"2024-04-05T13:07:53.337650Z","shell.execute_reply":"2024-04-05T13:07:57.504362Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"rows = 5\ncols = 5\naxes = []\nfig=plt.figure(figsize=(20,10))\ni = 0\n\nfor a in range(rows*cols):\n    b = mpimg.imread(train_dogs_dir[i])\n    axes.append(fig.add_subplot(rows,cols,a+1))\n    plt.imshow(b)\n    i+=1\n    \nfig.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:07:57.508559Z","iopub.execute_input":"2024-04-05T13:07:57.509127Z","iopub.status.idle":"2024-04-05T13:08:02.006612Z","shell.execute_reply.started":"2024-04-05T13:07:57.509093Z","shell.execute_reply":"2024-04-05T13:08:02.005448Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train, test_val = train_test_split(dataset, test_size=0.2, stratify=dataset['target'], random_state=20)\ntest, val = train_test_split(test_val, test_size=0.5,  stratify=test_val['target'], random_state=20)","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:08:02.008009Z","iopub.execute_input":"2024-04-05T13:08:02.008362Z","iopub.status.idle":"2024-04-05T13:08:02.052381Z","shell.execute_reply.started":"2024-04-05T13:08:02.008336Z","shell.execute_reply":"2024-04-05T13:08:02.051285Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train.shape, test_val.shape","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:08:02.053637Z","iopub.execute_input":"2024-04-05T13:08:02.054444Z","iopub.status.idle":"2024-04-05T13:08:02.061815Z","shell.execute_reply.started":"2024-04-05T13:08:02.054414Z","shell.execute_reply":"2024-04-05T13:08:02.060211Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"target_distribution =test['target'].value_counts()\ntarget_distribution.head(10)","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:08:02.063258Z","iopub.execute_input":"2024-04-05T13:08:02.064056Z","iopub.status.idle":"2024-04-05T13:08:02.076599Z","shell.execute_reply.started":"2024-04-05T13:08:02.064022Z","shell.execute_reply":"2024-04-05T13:08:02.075484Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"TEST_DIR = 'test1/'\ntest_images = [TEST_DIR+i for i in os.listdir(TEST_DIR)] # use this for test images","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:08:02.078006Z","iopub.execute_input":"2024-04-05T13:08:02.078326Z","iopub.status.idle":"2024-04-05T13:08:02.095199Z","shell.execute_reply.started":"2024-04-05T13:08:02.078298Z","shell.execute_reply":"2024-04-05T13:08:02.094118Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"dataset","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:08:02.096921Z","iopub.execute_input":"2024-04-05T13:08:02.097338Z","iopub.status.idle":"2024-04-05T13:08:02.109360Z","shell.execute_reply.started":"2024-04-05T13:08:02.097303Z","shell.execute_reply":"2024-04-05T13:08:02.108207Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# dataset=dataset[:10]\n# test_images=test_images[:10]\n# dataset","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:08:02.110957Z","iopub.execute_input":"2024-04-05T13:08:02.111373Z","iopub.status.idle":"2024-04-05T13:08:02.118110Z","shell.execute_reply.started":"2024-04-05T13:08:02.111340Z","shell.execute_reply":"2024-04-05T13:08:02.117011Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Train and Evaluation","metadata":{}},{"cell_type":"code","source":"def preprocess_image(image_path):\n    img = imread(image_path)\n    # Resize the image to a fixed size\n    img = resize(img, (100, 100))\n    # Flatten the image to a 1D array\n    img_flat = img.flatten()\n    return img_flat\n\nX = []\ny = dataset['target']\nfor image_path in dataset['image_path']:\n    X.append(preprocess_image(image_path))\nX = np.array(X)\n\npca = PCA(n_components=100)\nX_pca = pca.fit_transform(X)\n\nX_train, X_test, y_train, y_test = train_test_split(X_pca, y, test_size=0.2, random_state=42)\n\nclf = svm.SVC(kernel='rbf')\n\nclf.fit(X_train, y_train)","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:08:02.119282Z","iopub.execute_input":"2024-04-05T13:08:02.120122Z","iopub.status.idle":"2024-04-05T13:17:22.802797Z","shell.execute_reply.started":"2024-04-05T13:08:02.120091Z","shell.execute_reply":"2024-04-05T13:17:22.800656Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"y_pred = clf.predict(X_test)\n\naccuracy = metrics.accuracy_score(y_test, y_pred)\nprint(\"Accuracy:\", accuracy)","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:19:35.683628Z","iopub.execute_input":"2024-04-05T13:19:35.684409Z","iopub.status.idle":"2024-04-05T13:19:46.028807Z","shell.execute_reply.started":"2024-04-05T13:19:35.684366Z","shell.execute_reply":"2024-04-05T13:19:46.027666Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Submission","metadata":{}},{"cell_type":"code","source":"X_test = []\nfor image_path in test_images:\n    img = preprocess_image(image_path)\n    X_test.append(img)\nX_test = np.array(X_test)\n\nX_test_pca = pca.transform(X_test)  ","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:43:47.726197Z","iopub.execute_input":"2024-04-05T13:43:47.726663Z","iopub.status.idle":"2024-04-05T13:47:31.381451Z","shell.execute_reply.started":"2024-04-05T13:43:47.726625Z","shell.execute_reply":"2024-04-05T13:47:31.379970Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_predictions = clf.predict(X_test_pca)\n\ntest_predictions_mapped = [1 if label == 'dog' else 0 for label in test_predictions]\n\npredictions_df = pd.DataFrame({'id': range(1, len(test_predictions_mapped) + 1), 'label': test_predictions_mapped})\n\npredictions_df.to_csv('svm_test_predictions.csv', index=False)\n\npredictions_df","metadata":{"execution":{"iopub.status.busy":"2024-04-05T13:47:31.384363Z","iopub.execute_input":"2024-04-05T13:47:31.385341Z","iopub.status.idle":"2024-04-05T13:47:56.608258Z","shell.execute_reply.started":"2024-04-05T13:47:31.385292Z","shell.execute_reply":"2024-04-05T13:47:56.606972Z"},"trusted":true},"execution_count":null,"outputs":[]}]}