{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "id": "MQrgmI1_KQaC" }, "outputs": [], "source": [ "# Import library yang diperlukan\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.svm import SVC\n", "from sklearn.metrics import accuracy_score" ] }, { "cell_type": "code", "source": [ "# Memuat dataset Iris sebagai contoh\n", "iris = datasets.load_iris()\n", "X = iris.data[:, :2] # Mengambil hanya dua fitur pertama untuk tujuan visualisasi\n", "y = iris.target\n", "\n", "# Membagi data menjadi data latih dan data uji\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n", "\n", "# Visualisasi data sebelum proses SVM\n", "plt.figure(figsize=(12, 4))\n", "plt.subplot(1, 2, 1)\n", "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, marker='o', edgecolors='k')\n", "plt.xlabel('Fitur 1')\n", "plt.ylabel('Fitur 2')\n", "plt.title('Data Latih Sebelum SVM')\n", "\n", "# Membuat model SVM dengan kernel rbf\n", "svm_model = SVC(kernel='rbf')\n", "\n", "# Melatih model SVM pada data latih\n", "svm_model.fit(X_train, y_train)\n", "\n", "# Memprediksi kelas pada data uji\n", "y_pred = svm_model.predict(X_test)\n", "\n", "# Menghitung akurasi\n", "accuracy = accuracy_score(y_test, y_pred)\n", "print(f'Akurasi: {accuracy:.2f}')\n", "\n", "# Visualisasi batas keputusan\n", "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", "xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02), np.arange(y_min, y_max, 0.02))\n", "Z = svm_model.predict(np.c_[xx.ravel(), yy.ravel()])\n", "Z = Z.reshape(xx.shape)\n", "\n", "# Visualisasi data setelah proses SVM\n", "plt.subplot(1, 2, 2)\n", "plt.contourf(xx, yy, Z, alpha=0.8)\n", "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, marker='o', edgecolors='k')\n", "plt.xlabel('Fitur 1')\n", "plt.ylabel('Fitur 2')\n", "plt.title('Batas Keputusan SVM')\n", "\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 424 }, "id": "tyZsajVGKXaJ", "outputId": "e2fb26d2-967c-452b-fa13-0b9d39527090" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Akurasi: 0.80\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] } ] }