Log_Reg_Flattened.ipynb

{
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   "outputs": [
    {
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     "text": [
      "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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     ]
    }
   ],
   "source": [
    "!apt install unzip\n",
    "!mkdir resized\n",
    "from google.colab import drive\n",
    "drive.mount('/content/drive')\n",
    "!unzip /content/drive/MyDrive/resized.zip -d resized/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "0ZDP5kn1jsXY"
   },
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib notebook\n",
    "from sklearn import svm, metrics, datasets\n",
    "from sklearn.utils import Bunch\n",
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "\n",
    "from skimage.io import imread\n",
    "from skimage.transform import resize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "XfQ4D6mejz29"
   },
   "outputs": [],
   "source": [
    "def load_image_files(container_path, dimension=(64, 64)):\n",
    "    \"\"\"\n",
    "    Load image files with categories as subfolder names \n",
    "    which performs like scikit-learn sample dataset\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    container_path : string or unicode\n",
    "        Path to the main folder holding one subfolder per category\n",
    "    dimension : tuple\n",
    "        size to which image are adjusted to\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    Bunch\n",
    "    \"\"\"\n",
    "    image_dir = Path(container_path)\n",
    "    folders = [directory for directory in image_dir.iterdir() if directory.is_dir()]\n",
    "    categories = [fo.name for fo in folders]\n",
    "\n",
    "    descr = \"A image classification dataset\"\n",
    "    images = []\n",
    "    flat_data = []\n",
    "    target = []\n",
    "    for i, direc in enumerate(folders):\n",
    "        for file in direc.iterdir():\n",
    "            img = imread(file)\n",
    "            img_resized = img\n",
    "            flat_data.append(img_resized.flatten()) \n",
    "            images.append(img_resized)\n",
    "            target.append(i)\n",
    "    flat_data = np.array(flat_data)\n",
    "    target = np.array(target)\n",
    "    images = np.array(images)\n",
    "\n",
    "    return Bunch(data=flat_data,\n",
    "                 target=target,\n",
    "                 target_names=categories,\n",
    "                 images=images,\n",
    "                 DESCR=descr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "bZu7ufsOj19s"
   },
   "outputs": [],
   "source": [
    "image_dataset = load_image_files(\"resized/resized/\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "KNLrg8a0j7Xl"
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    image_dataset.data, image_dataset.target, test_size=0.3,random_state=109)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "FdJCtYvukCrk",
    "outputId": "0f3fea57-e01c-4379-e121-d83b6727b5e3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(23496, 12288) (10070, 12288) (23496,) (10070,)\n"
     ]
    }
   ],
   "source": [
    "print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ZjH_1s3BkEDt"
   },
   "outputs": [],
   "source": [
    "X_train = X_train/255\n",
    "X_test = X_test/255"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "VmC7gDKkkIX9",
    "outputId": "a678e234-9e09-460a-b252-19751057760f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=1)]: Using backend SequentialBackend with 1 concurrent workers.\n",
      "/usr/local/lib/python3.6/dist-packages/sklearn/linear_model/_logistic.py:940: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed: 61.3min remaining:    0.0s\n",
      "[Parallel(n_jobs=1)]: Done   1 out of   1 | elapsed: 61.3min finished\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "                   intercept_scaling=1, l1_ratio=None, max_iter=100,\n",
       "                   multi_class='auto', n_jobs=None, penalty='l2',\n",
       "                   random_state=None, solver='lbfgs', tol=0.0001, verbose=10,\n",
       "                   warm_start=False)"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "clf = LogisticRegression(verbose = 10)\n",
    "clf.fit(X_train , y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "BA6G5MiokTGb",
    "outputId": "c8d8c120-90e6-430d-a824-164706836704"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.6572608103506979\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.1906653426017875"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "y_pred_train = clf.predict(X_train)\n",
    "y_pred_test = clf.predict(X_test)\n",
    "print(accuracy_score(y_train , y_pred_train))\n",
    "accuracy_score(y_test , y_pred_test)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "logregflattened.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}