{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4c40026c-b7b3-4a71-b810-901cf99539c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import confusion_matrix, classification_report, accuracy_score\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.datasets import fetch_openml\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "534b7460-6157-4b67-9145-06e9c420b6f9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\ava\\anaconda3\\Lib\\site-packages\\sklearn\\datasets\\_openml.py:1002: FutureWarning: The default value of `parser` will change from `'liac-arff'` to `'auto'` in 1.4. You can set `parser='auto'` to silence this warning. Therefore, an `ImportError` will be raised from 1.4 if the dataset is dense and pandas is not installed. Note that the pandas parser may return different data types. See the Notes Section in fetch_openml's API doc for details.\n",
      "  warn(\n"
     ]
    }
   ],
   "source": [
    "# Load the MNIST fashion dataset\n",
    "mnist = fetch_openml('Fashion-MNIST', version=1, cache=True)\n",
    "\n",
    "# Subset size\n",
    "subset_size = 2500  \n",
    "\n",
    "# Take a random subset of the data\n",
    "subset_indices = np.random.choice(len(mnist.data), size=subset_size, replace=False)\n",
    "a_subset = mnist.data.iloc[subset_indices].values\n",
    "b_subset = mnist.target.iloc[subset_indices].values.astype(int)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4b3feb11-a5ca-409b-9743-d1fdfcb54170",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Normalize the pixel values to be between 0 and 1\n",
    "X = mnist.data / 255.0\n",
    "y = mnist.target.astype(int)\n",
    "\n",
    "# Split the data into training and testing sets\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# Normalize the pixel values to be between 0 and 1\n",
    "a_subset = a_subset / 255.0\n",
    "\n",
    "# Split the evaluation data into training and testing sets\n",
    "a_train, a_test, b_train, b_test = train_test_split(a_subset, b_subset, test_size=0.2, random_state=42)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "64dcb1d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 243 candidates, totalling 729 fits\n",
      "Best Parameters for RF: {'max_depth': None, 'max_features': 'sqrt', 'min_samples_leaf': 2, 'min_samples_split': 2, 'n_estimators': 200}\n"
     ]
    }
   ],
   "source": [
    "# Define the parameter grid\n",
    "param_grid_rf = {\n",
    "    'n_estimators': [50, 100, 200],\n",
    "    'max_depth': [None, 10, 20],\n",
    "    'min_samples_split': [2, 5, 10],\n",
    "    'min_samples_leaf': [1, 2, 4],\n",
    "    'max_features': [1, 'sqrt', 'log2']\n",
    "}\n",
    "\n",
    "# Initialize the Random Forest Classifier\n",
    "rf_classifier = RandomForestClassifier()\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid_search_rf = GridSearchCV(estimator=rf_classifier, param_grid=param_grid_rf, cv=3, n_jobs=-1, verbose=4)\n",
    "\n",
    "# Fit the model\n",
    "grid_search_rf.fit(a_train, b_train)\n",
    "\n",
    "# Get the best parameters\n",
    "best_params_rf = grid_search_rf.best_params_\n",
    "print(\"Best Parameters for RF:\", best_params_rf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "33510d4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 3 folds for each of 48 candidates, totalling 144 fits\n",
      "Best Parameters for SVM: {'C': 100, 'gamma': 'scale', 'kernel': 'rbf'}\n"
     ]
    }
   ],
   "source": [
    "# Define the parameter grid\n",
    "param_grid_svm = {\n",
    "    'C': [0.1, 1, 10, 100],\n",
    "    'kernel': ['linear', 'rbf', 'poly'],\n",
    "    'gamma': ['scale', 'auto', 0.1, 1]\n",
    "}\n",
    "\n",
    "# Initialize the Support Vector Machine Classifier\n",
    "svm_classifier = SVC()\n",
    "\n",
    "# Initialize GridSearchCV\n",
    "grid_search_svm = GridSearchCV(estimator=svm_classifier, param_grid=param_grid_svm, cv=3, n_jobs=-1, verbose=4)\n",
    "\n",
    "# Fit the model\n",
    "grid_search_svm.fit(a_train, b_train)\n",
    "\n",
    "# Get the best parameters\n",
    "best_params_svm = grid_search_svm.best_params_\n",
    "print(\"Best Parameters for SVM:\", best_params_svm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1bda645e-5b1c-4877-a320-3359ac1e863c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Classifier:\n",
      "Accuracy: 0.8842857142857142\n",
      "Confusion Matrix:\n",
      " [[1200    0   17   49    5    0  111    0   12    0]\n",
      " [   3 1351    7   31    1    1    6    0    2    0]\n",
      " [   5    1 1152   12  150    0   80    0    7    0]\n",
      " [  22    4    9 1325   47    0   40    0    2    0]\n",
      " [   0    2   94   41 1157    0   54    0    9    0]\n",
      " [   0    0    0    1    0 1379    0   46    4   19]\n",
      " [ 222    1  149   36  132    0  847    0   20    0]\n",
      " [   0    0    0    0    0   21    0 1284    2   52]\n",
      " [   1    2    4    7    1    2    7    4 1313    1]\n",
      " [   0    0    0    0    0   12    2   45    3 1372]]\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.86      0.84      1394\n",
      "           1       0.99      0.96      0.98      1402\n",
      "           2       0.80      0.82      0.81      1407\n",
      "           3       0.88      0.91      0.90      1449\n",
      "           4       0.77      0.85      0.81      1357\n",
      "           5       0.97      0.95      0.96      1449\n",
      "           6       0.74      0.60      0.66      1407\n",
      "           7       0.93      0.94      0.94      1359\n",
      "           8       0.96      0.98      0.97      1342\n",
      "           9       0.95      0.96      0.95      1434\n",
      "\n",
      "    accuracy                           0.88     14000\n",
      "   macro avg       0.88      0.88      0.88     14000\n",
      "weighted avg       0.88      0.88      0.88     14000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Initialize and train the Random Forest Classifier\n",
    "best_rf_classifier = RandomForestClassifier(**best_params_rf)\n",
    "best_rf_classifier.fit(X_train, y_train)\n",
    "\n",
    "# Predictions on the test set\n",
    "best_rf_predictions = best_rf_classifier.predict(X_test)\n",
    "\n",
    "# Evaluate the performance\n",
    "print(\"Random Forest Classifier:\")\n",
    "print(\"Accuracy:\", accuracy_score(y_test, best_rf_predictions))\n",
    "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test, best_rf_predictions))\n",
    "print(\"Classification Report:\\n\", classification_report(y_test, best_rf_predictions))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "08b8261b-61e5-4292-b2ed-0dbf102748df",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Support Vector Machine Classifier:\n",
      "Accuracy: 0.8994285714285715\n",
      "Confusion Matrix:\n",
      " [[1194    0   19   34    4    1  137    0    5    0]\n",
      " [   6 1374    3   12    2    0    3    0    1    1]\n",
      " [  23    1 1194   17   95    1   74    0    2    0]\n",
      " [  28    5   20 1316   41    0   35    0    4    0]\n",
      " [   3    3  124   42 1111    0   69    0    5    0]\n",
      " [   0    0    1    0    0 1402    0   33    5    8]\n",
      " [ 174    2  120   35   68    0  998    0   10    0]\n",
      " [   0    0    0    0    0   18    0 1309    1   31]\n",
      " [   5    2    2    3    1    1    9    4 1315    0]\n",
      " [   0    0    0    0    0   13    0   41    1 1379]]\n",
      "Classification Report:\n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "           0       0.83      0.86      0.84      1394\n",
      "           1       0.99      0.98      0.99      1402\n",
      "           2       0.81      0.85      0.83      1407\n",
      "           3       0.90      0.91      0.91      1449\n",
      "           4       0.84      0.82      0.83      1357\n",
      "           5       0.98      0.97      0.97      1449\n",
      "           6       0.75      0.71      0.73      1407\n",
      "           7       0.94      0.96      0.95      1359\n",
      "           8       0.97      0.98      0.98      1342\n",
      "           9       0.97      0.96      0.97      1434\n",
      "\n",
      "    accuracy                           0.90     14000\n",
      "   macro avg       0.90      0.90      0.90     14000\n",
      "weighted avg       0.90      0.90      0.90     14000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Initialize and train the Support Vector Machine Classifier\n",
    "best_svm_classifier = SVC(**best_params_svm)\n",
    "\n",
    "best_svm_classifier.fit(X_train, y_train)\n",
    "\n",
    "# Predictions on the test set\n",
    "best_svm_predictions = best_svm_classifier.predict(X_test)\n",
    "\n",
    "# Evaluate the performance\n",
    "print(\"Support Vector Machine Classifier:\")\n",
    "print(\"Accuracy:\", accuracy_score(y_test, best_svm_predictions))\n",
    "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test, best_svm_predictions))\n",
    "print(\"Classification Report:\\n\", classification_report(y_test, best_svm_predictions))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "10378613-3587-4e24-941e-b6a45691c2b5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Function to plot confusion matrix\n",
    "def plot_confusion_matrix(y_true, y_pred, classes, title):\n",
    "    cm = confusion_matrix(y_true, y_pred)\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=classes, yticklabels=classes)\n",
    "    plt.title(title)\n",
    "    plt.xlabel('Predicted')\n",
    "    plt.ylabel('Actual')\n",
    "    plt.show()\n",
    "\n",
    "# Use the function for both classifiers\n",
    "plot_confusion_matrix(y_test, best_rf_predictions, classes=np.unique(y), title='Random Forest Confusion Matrix')\n",
    "plot_confusion_matrix(y_test, best_svm_predictions, classes=np.unique(y), title='SVM Confusion Matrix')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d6640149-5e73-4fd1-982b-076effcf5456",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Function to plot confusion matrix\n",
    "def plot_classification_report(y_true, y_pred, title):\n",
    "    # Generate classification report\n",
    "    report = classification_report(y_true, y_pred, output_dict=True)\n",
    "\n",
    "    # Ensure classes are sorted numerically\n",
    "    classes = sorted([int(cls) for cls in report.keys() if cls.isnumeric()])\n",
    "    \n",
    "    # Convert the classification report dictionary to a NumPy array\n",
    "    report_np = np.array([[report[str(cls)][metric] for metric in report[str(cls)]] for cls in classes])\n",
    "    \n",
    "    # Plot the heatmap\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    sns.heatmap(report_np, annot=True, cmap=\"Blues\", xticklabels=['precision', 'recall', 'f1-score', 'support'])\n",
    "    \n",
    "    plt.title(title)\n",
    "    plt.show()\n",
    "\n",
    "# Use the function for both Classifiers\n",
    "plot_classification_report(y_test, best_rf_predictions, title='Random Forest Classification Report')\n",
    "plot_classification_report(y_test, best_svm_predictions, title='Support Vector Machine Classification Report')\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
