{ "cells": [ { "cell_type": "code", "execution_count": 421, "id": "6a53b426-a1c5-485b-807c-02c3bddb5a85", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "id": "a5fd2a1b-ac9e-474a-a04b-d583a48d3b3f", "metadata": {}, "source": [ "# Dzień 4" ] }, { "cell_type": "markdown", "id": "5cdb50f3-a713-4f9d-b58d-5169529cc736", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Najpopularniejsze modele uczenia maszynowego\n", "### Regresja liniowa\n", " - model przewiduje wartość liczbową na podstawie wartości wejściowych\n", "### Regresja logistyczna\n", " - mimo nazwy, służy głownie do klasyfikacji binarnej - prawdopodobieństwo przynależności do grupy\n", " - np. w jakim stopniu prawdopodobieństwa dane objawy pasują do choroby, albo dane finansowe pasują do grupy \"dostanie kredyt\"\n", " - \n", "## Drzewa decyzyjne i last losowe\n", "### Drzewo decyzyjne\n", " - struktura przypominająca drzewo, gdzie każdy węzeł to pytanie o dane a gaęzie to odpowiedzi na to pytanie\n", "### Las losowy\n", " - grupa wielu drzew decyzyjnych, gdzie każde drzewo jest uczone na losowym podzbiorze cech\n", " - końcowa decyzja jest wynikiem głosowania drzew, co poprawia dokładność\n", "### Gradient boosting\n", " - technika polegająca na tym, że bierzemy słabe modele (zwykle drzewa) i łączymy z innymi modelami, które koncentrują się na poprawie błędów poprzenich modeli\n", "\n", "## Wzmacnianie \n", " - środowisko - przestreń, w której agent działa\n", " - agent - autonomiczny program, który podejmuje decyzje na podstawie środowiska\n", " - nagroda - sygnał informujący agenta o jakości akcji\n", " - akcja - działanie podjęte przez agenta, które wpływa na środowisko\n", "Przykład: Środowisko to plansza, duchy, owoce i tabletki, nagroda to owoce, agent to PacMan, akcja to poruszanie się.\n", "\n", "## Support Vector Machines - SVM \n", " - potężne narzędzie do klasyfikacji\n" ] }, { "cell_type": "code", "execution_count": 374, "id": "1edbb5f7-577a-4460-886e-482464157465", "metadata": {}, "outputs": [], "source": [ "from matplotlib.colors import ListedColormap\n", "import matplotlib.pyplot as plt\n", "\n", "# To check recent matplotlib compatibility\n", "import matplotlib\n", "from distutils.version import LooseVersion\n", "\n", "\n", "def plot_decision_regions(X, y, classifier, test_idx=None, resolution=0.02):\n", "\n", " # setup marker generator and color map\n", " markers = ('o', 's', '^', 'v', '<')\n", " colors = ('red', 'blue', 'lightgreen', 'gray', 'cyan')\n", " cmap = ListedColormap(colors[:len(np.unique(y))])\n", "\n", " # plot the decision surface\n", " x1_min, x1_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", " x2_min, x2_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", " xx1, xx2 = np.meshgrid(np.arange(x1_min, x1_max, resolution),\n", " np.arange(x2_min, x2_max, resolution))\n", " lab = classifier.predict(np.array([xx1.ravel(), xx2.ravel()]).T)\n", " lab = lab.reshape(xx1.shape)\n", " plt.contourf(xx1, xx2, lab, alpha=0.3, cmap=cmap)\n", " plt.xlim(xx1.min(), xx1.max())\n", " plt.ylim(xx2.min(), xx2.max())\n", "\n", " # plot class examples\n", " for idx, cl in enumerate(np.unique(y)):\n", " plt.scatter(x=X[y == cl, 0],\n", " y=X[y == cl, 1],\n", " alpha=0.8,\n", " c=colors[idx],\n", " marker=markers[idx],\n", " label=f'Class {cl}',\n", " edgecolor='black')\n", " # highlight test examples\n", " if test_idx:\n", " # plot all examples\n", " X_test, y_test = X[test_idx, :], y[test_idx]\n", "\n", " plt.scatter(X_test[:, 0],\n", " X_test[:, 1],\n", " c='none',\n", " edgecolor='black',\n", " alpha=1.0,\n", " linewidth=1,\n", " marker='o',\n", " s=100,\n", " label='Test set')" ] }, { "cell_type": "markdown", "id": "1169616f-5bcf-458b-a5a2-12d642840167", "metadata": {}, "source": [ "## Import danych Irys" ] }, { "cell_type": "code", "execution_count": 399, "id": "5987fc03-1a75-45bb-b154-7fb1d8c5c1e9", "metadata": {}, "outputs": [], "source": [ "from sklearn import datasets\n", "iris = datasets.load_iris()\n", "X = iris.data[:, [2, 3]]\n", "y = iris.target" ] }, { "cell_type": "code", "execution_count": 400, "id": "0de01538-5c3f-4110-bb9d-ecdbb7f0af1b", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.3, random_state=4, stratify=y)" ] }, { "cell_type": "code", "execution_count": 401, "id": "00d65b25-a305-4409-8daf-8bd4e3cd8005", "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "sc = StandardScaler()\n", "sc.fit(X_train)\n", "X_train_std = sc.transform(X_train)\n", "X_test_std = sc.transform(X_test)" ] }, { "cell_type": "markdown", "id": "a1dea55c-bafc-4362-b751-b90d3c8549e9", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Perceptron" ] }, { "cell_type": "code", "execution_count": 56, "id": "5cecc1db-c8b7-4153-897e-9a4a216e936e", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "-- Epoch 1\n", "Norm: 0.16, NNZs: 2, Bias: -0.100000, T: 105, Avg. loss: 0.000000\n", "Total training time: 0.00 seconds.\n", "-- Epoch 2\n", "Norm: 0.16, NNZs: 2, Bias: -0.100000, T: 210, Avg. loss: 0.000000\n", "Total training time: 0.00 seconds.\n", "-- Epoch 3\n", "Norm: 0.16, NNZs: 2, Bias: -0.100000, T: 315, Avg. loss: 0.000000\n", "Total training time: 0.00 seconds.\n", "-- Epoch 4\n", "Norm: 0.16, NNZs: 2, Bias: -0.100000, T: 420, Avg. loss: 0.000000\n", "Total training time: 0.00 seconds.\n", "-- Epoch 5\n", "Norm: 0.16, NNZs: 2, Bias: -0.100000, T: 525, Avg. loss: 0.000000\n", "Total training time: 0.00 seconds.\n", "-- Epoch 6\n", "Norm: 0.16, NNZs: 2, Bias: -0.100000, T: 630, Avg. loss: 0.000000\n", "Total training time: 0.00 seconds.\n", "Convergence after 6 epochs took 0.00 seconds\n", "-- Epoch 1\n", "Norm: 0.18, NNZs: 2, Bias: -0.100000, T: 105, Avg. loss: 0.048942\n", "Total training time: 0.00 seconds.\n", "-- Epoch 2\n", "Norm: 0.21, NNZs: 2, Bias: -0.100000, T: 210, Avg. loss: 0.058720\n", "Total training time: 0.00 seconds.\n", "-- Epoch 3\n", "Norm: 0.34, NNZs: 2, Bias: -0.000000, T: 315, Avg. loss: 0.046657\n", "Total training time: 0.00 seconds.\n", "-- Epoch 4\n", "Norm: 0.26, NNZs: 2, Bias: -0.100000, T: 420, Avg. loss: 0.061848\n", "Total training time: 0.00 seconds.\n", "-- Epoch 5\n", "Norm: 0.34, NNZs: 2, Bias: -0.100000, T: 525, Avg. loss: 0.058669\n", "Total training time: 0.00 seconds.\n", "-- Epoch 6\n", "Norm: 0.27, NNZs: 2, Bias: -0.100000, T: 630, Avg. loss: 0.043728\n", "Total training time: 0.00 seconds.\n", "-- Epoch 7\n", "Norm: 0.36, NNZs: 2, Bias: -0.000000, T: 735, Avg. loss: 0.050942\n", "Total training time: 0.00 seconds.\n", "-- Epoch 8\n", "Norm: 0.29, NNZs: 2, Bias: -0.100000, T: 840, Avg. loss: 0.054400\n", "Total training time: 0.00 seconds.\n", "-- Epoch 9\n", "Norm: 0.38, NNZs: 2, Bias: -0.100000, T: 945, Avg. loss: 0.051706\n", "Total training time: 0.00 seconds.\n", "-- Epoch 10\n", "Norm: 0.51, NNZs: 2, Bias: -0.000000, T: 1050, Avg. loss: 0.055821\n", "Total training time: 0.00 seconds.\n", "-- Epoch 11\n", "Norm: 0.49, NNZs: 2, Bias: -0.000000, T: 1155, Avg. loss: 0.059026\n", "Total training time: 0.00 seconds.\n", "Convergence after 11 epochs took 0.00 seconds\n", "-- Epoch 1\n", "Norm: 0.25, NNZs: 2, Bias: -0.200000, T: 105, Avg. loss: 0.004733\n", "Total training time: 0.00 seconds.\n", "-- Epoch 2\n", "Norm: 0.40, NNZs: 2, Bias: -0.200000, T: 210, Avg. loss: 0.003316\n", "Total training time: 0.00 seconds.\n", "-- Epoch 3\n", "Norm: 0.41, NNZs: 2, Bias: -0.300000, T: 315, Avg. loss: 0.002422\n", "Total training time: 0.00 seconds.\n", "-- Epoch 4\n", "Norm: 0.43, NNZs: 2, Bias: -0.300000, T: 420, Avg. loss: 0.003032\n", "Total training time: 0.00 seconds.\n", "-- Epoch 5\n", "Norm: 0.42, NNZs: 2, Bias: -0.400000, T: 525, Avg. loss: 0.005206\n", "Total training time: 0.00 seconds.\n", "-- Epoch 6\n", "Norm: 0.46, NNZs: 2, Bias: -0.400000, T: 630, Avg. loss: 0.005538\n", "Total training time: 0.00 seconds.\n", "-- Epoch 7\n", "Norm: 0.47, NNZs: 2, Bias: -0.400000, T: 735, Avg. loss: 0.004637\n", "Total training time: 0.00 seconds.\n", "Convergence after 7 epochs took 0.00 seconds\n", "Scoring: 0.98\n" ] } ], "source": [ "from sklearn.linear_model import Perceptron\n", "\n", "ppn = Perceptron(eta0=0.1, random_state=1, verbose=1)\n", "ppn.fit(X_train_std, y_train)\n", "print('Scoring: %.2f' % ppn.score(X_test_std, y_test))\n" ] }, { "cell_type": "code", "execution_count": 57, "id": "129fcd15-b8c9-4455-9f25-d164ab5cf81c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_combined_std = np.vstack((X_train_std, X_test_std))\n", "y_combined = np.hstack((y_train, y_test))\n", "plot_decision_regions(X=X_combined_std,y=y_combined,\n", " classifier=ppn,\n", " test_idx=range(105,150))\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "2b636369-1054-49d1-99fd-d76ff3d32e58", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Logistic Regression" ] }, { "cell_type": "code", "execution_count": 211, "id": "38b15a6d-67e1-4d45-8dbe-97514e0c490e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scoring: 0.98\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "lr = LogisticRegression(random_state=1)\n", "lr.fit(X_train_std, y_train)\n", "print('Scoring: %.2f' % lr.score(X_test_std, y_test))\n" ] }, { "cell_type": "code", "execution_count": 212, "id": "f0c72b7a-b92b-4678-8bdb-3b6ca4c201ad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 212, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_combined_std = np.vstack((X_train_std, X_test_std))\n", "y_combined = np.hstack((y_train, y_test))\n", "plot_decision_regions(X=X_combined_std,y=y_combined,\n", " classifier=lr,\n", " test_idx=range(105,150))\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "e6740e8d-87c5-46a0-bb0f-66764c9e6caf", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## Maszyna wektorów nośnych - SVC" ] }, { "cell_type": "code", "execution_count": 213, "id": "9e6a3ac4-b047-4ce5-ac19-abbe3817e2f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scoring: 0.98\n" ] } ], "source": [ "from sklearn.svm import SVC\n", "# svm = SVC(kernel='linear', random_state=1, C=1000000.0)\n", "# svm = SVC(kernel='poly', degree=3, random_state=1, C=1000000.0)\n", "svm = SVC(kernel='rbf', gamma=3, random_state=1, C=50.0)\n", "svm.fit(X_train_std, y_train)\n", "print('Scoring: %.2f' % svm.score(X_test_std, y_test))" ] }, { "cell_type": "code", "execution_count": 214, "id": "63579d74-52bf-41ad-b6eb-9b8bf74099d1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SVM - Bias: [-0.25167177 -0.39705428 -1.72426598]\n" ] } ], "source": [ "print(\"SVM - Bias:\", svm.intercept_)" ] }, { "cell_type": "code", "execution_count": null, "id": "a0fabfb6-c1fd-47fe-a2d7-97ebcfb8c8ed", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "ae175eb1-e378-408b-8eef-e1d13c2c066f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 215, "id": "0486e529-a450-4ce8-964a-925660449fc2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 215, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the decision regions with SVC\n", "plot_decision_regions(X=X_combined_std, y=y_combined,\n", " classifier=svm,\n", " test_idx=range(105, 150))\n", "plt.title(\"Support Vector Machine\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 223, "id": "1981b740-80e0-42c5-8375-bfbbf9705a79", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic Regression - Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 15\n", " 1 0.94 1.00 0.97 15\n", " 2 1.00 0.93 0.97 15\n", "\n", " accuracy 0.98 45\n", " macro avg 0.98 0.98 0.98 45\n", "weighted avg 0.98 0.98 0.98 45\n", "\n", "SVM - Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 15\n", " 1 0.94 1.00 0.97 15\n", " 2 1.00 0.93 0.97 15\n", "\n", " accuracy 0.98 45\n", " macro avg 0.98 0.98 0.98 45\n", "weighted avg 0.98 0.98 0.98 45\n", "\n", "K-Means - Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 15\n", " 1 0.00 0.00 0.00 15\n", " 2 0.06 0.07 0.06 15\n", "\n", " accuracy 0.36 45\n", " macro avg 0.35 0.36 0.35 45\n", "weighted avg 0.35 0.36 0.35 45\n", "\n" ] } ], "source": [ "from sklearn.metrics import classification_report\n", "\n", "# Print the classification report for the Logistic Regression model\n", "print(\"Logistic Regression - Classification Report:\")\n", "print(classification_report(y_test, lr.predict(X_test_std)))\n", "\n", "# Print the classification report for the SVM model\n", "print(\"SVM - Classification Report:\")\n", "print(classification_report(y_test, svm.predict(X_test_std)))\n", "\n", "# Print the classification report for the K-Means model\n", "print(\"K-Means - Classification Report:\")\n", "print(classification_report(y_test, kmeans.predict(X_test_std)))\n" ] }, { "cell_type": "code", "execution_count": 317, "id": "45dbacb1-08ba-4e54-94ff-f2347b339a96", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.93\n" ] } ], "source": [ "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.metrics import accuracy_score\n", "tree_model = DecisionTreeClassifier(criterion=\"entropy\", max_depth=4, random_state=1)\n", "tree_model.fit(X_train, y_train)\n", "y_pred = tree_model.predict(X_test)\n", "print(f'Accuracy: {accuracy_score(y_test, y_pred):.2f}')\n" ] }, { "cell_type": "code", "execution_count": 318, "id": "270cffdb-b14d-4517-ad2d-f85415baeb40", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 318, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_combined = np.vstack((X_train, X_test))\n", "X_combined_std = np.vstack((X_train_std, X_test_std))\n", "y_combined = np.hstack((y_train, y_test))\n", "plot_decision_regions(X=X_combined, y=y_combined,\n", " classifier=tree_model,\n", " test_idx=range(105, 150))\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 319, "id": "55ff8530-3d52-4234-80da-3901478319ec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['sepal length (cm)', 'sepal width (cm)', 'petal length (cm)', 'petal width (cm)']\n" ] }, { "data": { "text/plain": [ "[Text(0.3333333333333333, 0.9, 'x[1] <= 0.75\\nentropy = 1.585\\nsamples = 105\\nvalue = [35, 35, 35]'),\n", " Text(0.16666666666666666, 0.7, 'entropy = 0.0\\nsamples = 35\\nvalue = [35, 0, 0]'),\n", " Text(0.25, 0.8, 'True '),\n", " Text(0.5, 0.7, 'x[0] <= 4.75\\nentropy = 1.0\\nsamples = 70\\nvalue = [0, 35, 35]'),\n", " Text(0.41666666666666663, 0.8, ' False'),\n", " Text(0.3333333333333333, 0.5, 'entropy = 0.0\\nsamples = 30\\nvalue = [0, 30, 0]'),\n", " Text(0.6666666666666666, 0.5, 'x[0] <= 5.15\\nentropy = 0.544\\nsamples = 40\\nvalue = [0, 5, 35]'),\n", " Text(0.5, 0.3, 'x[1] <= 1.85\\nentropy = 0.918\\nsamples = 15\\nvalue = [0, 5, 10]'),\n", " Text(0.3333333333333333, 0.1, 'entropy = 1.0\\nsamples = 10\\nvalue = [0, 5, 5]'),\n", " Text(0.6666666666666666, 0.1, 'entropy = 0.0\\nsamples = 5\\nvalue = [0, 0, 5]'),\n", " Text(0.8333333333333334, 0.3, 'entropy = 0.0\\nsamples = 25\\nvalue = [0, 0, 25]')]" ] }, "execution_count": 319, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn import tree\n", "names = print(iris.feature_names)\n", "tree.plot_tree(tree_model, feature_names=names,filled=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "cd8c0615-2eca-4388-b3a5-6ea4c62a06d5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "858216bf-d561-476b-85ad-f197eea0c6b7", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## las losowy" ] }, { "cell_type": "code", "execution_count": 353, "id": "b4c0a6d3-19f1-4f6a-a988-e9add27c5619", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scoring: 0.98\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "rfc = RandomForestClassifier(n_estimators=25, random_state=1, n_jobs=3)\n", "rfc.fit(X_train, y_train)\n", "print('Scoring: %.2f' % rfc.score(X_test, y_test))" ] }, { "cell_type": "code", "execution_count": 354, "id": "15c30272-131c-4c2d-8028-af30b557827f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 354, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X_combined = np.vstack((X_train, X_test))\n", "y_combined = np.hstack((y_train, y_test))\n", "plot_decision_regions(X=X_combined, y=y_combined,\n", " classifier=rfc,\n", " test_idx=range(105, 150))\n", "plt.title(\"Random Forest Classifier\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": 355, "id": "5a9cde25-eb8c-4a2e-9b43-1844b6ef429b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0.375, 0.9, 'x[1] <= 0.75\\ngini = 0.66\\nsamples = 64\\nvalue = [42, 32, 31]'),\n", " Text(0.25, 0.7, 'gini = 0.0\\nsamples = 23\\nvalue = [42, 0, 0]'),\n", " Text(0.3125, 0.8, 'True '),\n", " Text(0.5, 0.7, 'x[1] <= 1.65\\ngini = 0.5\\nsamples = 41\\nvalue = [0, 32, 31]'),\n", " Text(0.4375, 0.8, ' False'),\n", " Text(0.25, 0.5, 'x[1] <= 1.45\\ngini = 0.161\\nsamples = 23\\nvalue = [0, 31, 3]'),\n", " Text(0.125, 0.3, 'gini = 0.0\\nsamples = 16\\nvalue = [0, 26, 0]'),\n", " Text(0.375, 0.3, 'x[0] <= 4.95\\ngini = 0.469\\nsamples = 7\\nvalue = [0, 5, 3]'),\n", " Text(0.25, 0.1, 'gini = 0.0\\nsamples = 5\\nvalue = [0, 5, 0]'),\n", " Text(0.5, 0.1, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 3]'),\n", " Text(0.75, 0.5, 'x[0] <= 4.9\\ngini = 0.067\\nsamples = 18\\nvalue = [0, 1, 28]'),\n", " Text(0.625, 0.3, 'gini = 0.5\\nsamples = 2\\nvalue = [0, 1, 1]'),\n", " Text(0.875, 0.3, 'gini = 0.0\\nsamples = 16\\nvalue = [0, 0, 27]')]" ] }, "execution_count": 355, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tree.plot_tree(rfc.estimators_[0], feature_names=names,filled=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "2152dc50-76a3-4127-9841-17277404d6fa", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "2b71cd90-c2a9-45eb-8976-915e11e4df8e", "metadata": { "jp-MarkdownHeadingCollapsed": true }, "source": [ "## K-Means" ] }, { "cell_type": "code", "execution_count": 356, "id": "e0b2c126-95bc-4b25-8e60-77951a381f8d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scoring: -4.85\n" ] } ], "source": [ "from sklearn.cluster import KMeans\n", "kmeans = KMeans(n_clusters=3, random_state=1)\n", "kmeans.fit(X_train_std)\n", "print('Scoring: %.2f' % kmeans.score(X_test_std, y_test))" ] }, { "cell_type": "code", "execution_count": 357, "id": "20c0c3e9-71fd-42ea-9077-2a4e3f363b2b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 357, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the decision regions with KMeans\n", "plot_decision_regions(X=X_combined_std, y=y_combined,\n", " classifier=kmeans,\n", " test_idx=range(105, 150))\n", "plt.title(\"K-Means Clustering\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "id": "6d11ae63-0604-4297-8c1d-fe58b32e11a5", "metadata": {}, "source": [ "## KNN" ] }, { "cell_type": "code", "execution_count": 420, "id": "d623920b-103a-4f7f-8a04-6ca5c89ad5bd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy: 0.96\n" ] } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "knn = KNeighborsClassifier(n_neighbors=5, p=2)\n", "knn.fit(X_train_std, y_train)\n", "\n", "# Make predictions on the test data\n", "y_pred = knn.predict(X_test_std)\n", "print(f'Accuracy: {accuracy_score(y_test, y_pred):.2f}')" ] }, { "cell_type": "code", "execution_count": 419, "id": "b3177642-a4d1-4547-a747-9b28345800c1", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 419, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the decision regions with KNN\n", "X_combined_std = np.vstack((X_train_std, X_test_std))\n", "y_combined = np.hstack((y_train, y_test))\n", "\n", "plot_decision_regions(X=X_combined_std, y=y_combined,\n", " classifier=knn,\n", " test_idx=range(105, 150))\n", "plt.title(\"K-Nearest Neighbors (KNN)\")\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "id": "a521408a-7441-42b6-a91f-4d36fc1c72bf", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "4035ea37-1ea9-4fc7-9a5e-936d666cd576", "metadata": {}, "source": [ "# Budowanie datasetów z własnych danych" ] }, { "cell_type": "code", "execution_count": 466, "id": "ab18d90f-803d-4bed-9bf9-0b407a29ed80", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 1 2 3\n", "0 red M 18.5 class1\n", "1 blue L 21.0 class2\n", "2 green XL 22.1 class2\n", "3 yellow S 16.2 class1\n", "4 purple XL 24.0 class3\n", "5 red M 18.5 class1\n", "6 blue L 21.0 class2\n", "7 green XL 22.1 class2\n", "8 yellow S 16.2 class1\n", "9 purple XL 24.0 class3\n", "10 red M 18.5 class1\n", "11 blue L 21.0 class2\n", "12 green XL 22.1 class2\n", "13 yellow S 16.2 class1\n", "14 purple XL 24.0 class3\n", "15 red M 18.5 class1\n", "16 blue L 21.0 class2\n", "17 green XL 22.1 class2\n", "18 yellow S 16.2 class1\n", "19 purple XL 24.0 class3\n" ] } ], "source": [ "import pandas as pd\n", "\n", "# Create a new DataFrame with more data\n", "df = pd.DataFrame(\n", " [\n", " ['red', 'M', 18.5, 'class1'],\n", " ['blue', 'L', 21.0, 'class2'],\n", " ['green', 'XL', 22.1, 'class2'],\n", " ['yellow', 'S', 16.2, 'class1'],\n", " ['purple', 'XL', 24.0, 'class3'],\n", " ['red', 'M', 18.5, 'class1'],\n", " ['blue', 'L', 21.0, 'class2'],\n", " ['green', 'XL', 22.1, 'class2'],\n", " ['yellow', 'S', 16.2, 'class1'],\n", " ['purple', 'XL', 24.0, 'class3'],\n", " ['red', 'M', 18.5, 'class1'],\n", " ['blue', 'L', 21.0, 'class2'],\n", " ['green', 'XL', 22.1, 'class2'],\n", " ['yellow', 'S', 16.2, 'class1'],\n", " ['purple', 'XL', 24.0, 'class3'],\n", " ['red', 'M', 18.5, 'class1'],\n", " ['blue', 'L', 21.0, 'class2'],\n", " ['green', 'XL', 22.1, 'class2'],\n", " ['yellow', 'S', 16.2, 'class1'],\n", " ['purple', 'XL', 24.0, 'class3']\n", " ]\n", ")\n", "\n", "print(df)\n" ] }, { "cell_type": "code", "execution_count": 467, "id": "bdd9a5f0-225e-467a-b076-2d710cc8a802", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 2 0_blue 0_green 0_purple 0_red 0_yellow 1_L 1_M 1_S \\\n", "0 18.5 False False False True False False True False \n", "1 21.0 True False False False False True False False \n", "2 22.1 False True False False False False False False \n", "3 16.2 False False False False True False False True \n", "4 24.0 False False True False False False False False \n", "5 18.5 False False False True False False True False \n", "6 21.0 True False False False False True False False \n", "7 22.1 False True False False False False False False \n", "8 16.2 False False False False True False False True \n", "9 24.0 False False True False False False False False \n", "10 18.5 False False False True False False True False \n", "11 21.0 True False False False False True False False \n", "12 22.1 False True False False False False False False \n", "13 16.2 False False False False True False False True \n", "14 24.0 False False True False False False False False \n", "15 18.5 False False False True False False True False \n", "16 21.0 True False False False False True False False \n", "17 22.1 False True False False False False False False \n", "18 16.2 False False False False True False False True \n", "19 24.0 False False True False False False False False \n", "\n", " 1_XL 3_class1 3_class2 3_class3 \n", "0 False True False False \n", "1 False False True False \n", "2 True False True False \n", "3 False True False False \n", "4 True False False True \n", "5 False True False False \n", "6 False False True False \n", "7 True False True False \n", "8 False True False False \n", "9 True False False True \n", "10 False True False False \n", "11 False False True False \n", "12 True False True False \n", "13 False True False False \n", "14 True False False True \n", "15 False True False False \n", "16 False False True False \n", "17 True False True False \n", "18 False True False False \n", "19 True False False True " ] }, "execution_count": 467, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.get_dummies(df[[0,1,2,3]])\n" ] }, { "cell_type": "code", "execution_count": 462, "id": "0ed772b7-34f5-4f6f-915c-c6f8c3ee739b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 1 2 3\n", "0 3 2 18.5 0\n", "1 0 3 21.0 1\n", "2 1 4 22.1 1\n", "3 4 1 16.2 0\n", "4 2 4 24.0 2\n", "5 3 2 18.5 0\n", "6 0 3 21.0 1\n", "7 1 4 22.1 1\n", "8 4 1 16.2 0\n", "9 2 4 24.0 2\n", "10 3 2 18.5 0\n", "11 0 3 21.0 1\n", "12 1 4 22.1 1\n", "13 4 1 16.2 0\n", "14 2 4 24.0 2\n", "15 3 2 18.5 0\n", "16 0 3 21.0 1\n", "17 1 4 22.1 1\n", "18 4 1 16.2 0\n", "19 2 4 24.0 2\n" ] } ], "source": [ "from sklearn.preprocessing import LabelEncoder\n", "\n", "size_mapping = {'XS':0, 'S':1, 'M':2, 'L':3, 'XL':4}\n", "df[1] = df[1].map(size_mapping)\n", "\n", "label_encoder = LabelEncoder()\n", "df[3] = label_encoder.fit_transform(df[3])\n", "df[0] = label_encoder.fit_transform(df[0])\n", "\n", "print(df)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "eae86a2f-5344-4c5a-9554-559247914c29", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.13.2" } }, "nbformat": 4, "nbformat_minor": 5 }