diff --git a/your-code/lab_boston_housing.ipynb b/your-code/lab_boston_housing.ipynb index 4a25b49..a57edb1 100644 --- a/your-code/lab_boston_housing.ipynb +++ b/your-code/lab_boston_housing.ipynb @@ -35,11 +35,282 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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crimzninduschasnoxrmagedisradtaxptratioblacklstatmedv
00.158760.010.810.00.4135.96117.55.28734.0305.019.2376.949.8821.7
10.1032825.05.130.00.4535.92747.26.93208.0284.019.7396.909.2219.6
20.349400.09.900.00.5445.97276.73.10254.0304.018.4396.249.9720.3
32.733970.019.580.00.8715.59794.91.52575.0403.014.7351.8521.4515.4
40.0433721.05.640.00.4396.11563.06.81474.0243.016.8393.979.4320.5
.............................................
3999.329090.018.100.00.7136.18598.72.261624.0666.020.2396.9018.1314.1
40051.135800.018.100.00.5975.757100.01.413024.0666.020.22.6010.1115.0
4010.0150190.01.211.00.4017.92324.85.88501.0198.013.6395.523.1650.0
4020.0205585.00.740.00.4106.38335.79.18762.0313.017.3396.905.7724.7
4030.0824430.04.930.00.4286.48118.56.18996.0300.016.6379.416.3623.7
\n", + "

404 rows × 14 columns

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" + ], + "text/plain": [ + " crim zn indus chas nox rm age dis rad tax \\\n", + "0 0.15876 0.0 10.81 0.0 0.413 5.961 17.5 5.2873 4.0 305.0 \n", + "1 0.10328 25.0 5.13 0.0 0.453 5.927 47.2 6.9320 8.0 284.0 \n", + "2 0.34940 0.0 9.90 0.0 0.544 5.972 76.7 3.1025 4.0 304.0 \n", + "3 2.73397 0.0 19.58 0.0 0.871 5.597 94.9 1.5257 5.0 403.0 \n", + "4 0.04337 21.0 5.64 0.0 0.439 6.115 63.0 6.8147 4.0 243.0 \n", + ".. ... ... ... ... ... ... ... ... ... ... \n", + "399 9.32909 0.0 18.10 0.0 0.713 6.185 98.7 2.2616 24.0 666.0 \n", + "400 51.13580 0.0 18.10 0.0 0.597 5.757 100.0 1.4130 24.0 666.0 \n", + "401 0.01501 90.0 1.21 1.0 0.401 7.923 24.8 5.8850 1.0 198.0 \n", + "402 0.02055 85.0 0.74 0.0 0.410 6.383 35.7 9.1876 2.0 313.0 \n", + "403 0.08244 30.0 4.93 0.0 0.428 6.481 18.5 6.1899 6.0 300.0 \n", + "\n", + " ptratio black lstat medv \n", + "0 19.2 376.94 9.88 21.7 \n", + "1 19.7 396.90 9.22 19.6 \n", + "2 18.4 396.24 9.97 20.3 \n", + "3 14.7 351.85 21.45 15.4 \n", + "4 16.8 393.97 9.43 20.5 \n", + ".. ... ... ... ... \n", + "399 20.2 396.90 18.13 14.1 \n", + "400 20.2 2.60 10.11 15.0 \n", + "401 13.6 395.52 3.16 50.0 \n", + "402 17.3 396.90 5.77 24.7 \n", + "403 16.6 379.41 6.36 23.7 \n", + "\n", + "[404 rows x 14 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "\n", + "import pandas as pd \n", + "\n", + "df = pd.read_csv(\"../data/boston_data.csv\")\n", + "\n", + "df" ] }, { @@ -52,11 +323,40 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 8, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# Your plots here" + "# Your plots here\n", + "\n", + "import seaborn as sns\n", + "\n", + "sns.pairplot(df, y_vars=df.columns, x_vars=\"medv\", kind = \"scatter\")" ] }, { @@ -72,7 +372,9 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "\n", + "#" ] }, { @@ -84,11 +386,28 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ - "# Your response here" + "# Your response here\n", + "\n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(14, 8))\n", + "ax = sns.heatmap(df.corr())\n" ] }, { @@ -292,7 +611,49 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.5" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false } }, "nbformat": 4, diff --git a/your-code/lab_overfitting.ipynb b/your-code/lab_overfitting.ipynb index 9739877..d92ec93 100644 --- a/your-code/lab_overfitting.ipynb +++ b/your-code/lab_overfitting.ipynb @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -48,7 +48,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### We can change thecomplexity of the decision boundaries applied by the SVM by changignt the size of the radial basis function, through the parameter 'gamma'.\n", + "### We can change the complexity of the decision boundaries applied by the SVM by changignt the size of the radial basis function, through the parameter 'gamma'.\n", "\n", "Instantiate a list of three SVM classifiers with three different gamma parameters, (.001, 1, and 20). Use *SVC* (Support Vector Classification) ([documentation](https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC)).\n", "Assign the list of classifiers to the variable *classifiers*." @@ -56,11 +56,36 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "[SVC(gamma=0.001), SVC(gamma=1), SVC(gamma=20)]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here\n" + "# Your code here\n", + "from sklearn.svm import SVC\n", + "import numpy as np\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "gamma_parameters = [0.001,1,20]\n", + "\n", + "gamma0 = SVC(gamma = gamma_parameters[0])\n", + "gamma1 = SVC(gamma = gamma_parameters[1])\n", + "gamma20 = SVC(gamma = gamma_parameters[2])\n", + "\n", + "classifiers = [gamma0,gamma1,gamma20]\n", + "\n", + "classifiers" ] }, { @@ -72,9 +97,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", @@ -86,7 +122,8 @@ "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", " np.arange(y_min, y_max, h))\n", "cm = plt.cm.RdBu\n", - "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\nnames = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n", + "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n", + "names = ['gamma = 0.001', 'gamma = 1', 'gamma = 20']\n", "\n", "# iterate over classifiers\n", "for name, clf in zip(names, classifiers):\n", @@ -133,7 +170,11 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "\n", + "# I think that when gamma takes value 0.001 we have underfitting.\n", + "# I think that when gamma takes value 20 we have overfitting. \n", + "# I think that when gamma takes value 1 the method have a good classify " ] }, { @@ -146,11 +187,94 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Your code here\n", + "gamma_parameters = [0.7,1,20]\n", + "\n", + "gamma7 = SVC(gamma = gamma_parameters[0])\n", + "gamma1 = SVC(gamma = gamma_parameters[1])\n", + "gamma20 = SVC(gamma = gamma_parameters[2])\n", + "\n", + "classifiers = [gamma7,gamma1,gamma20]\n", + "\n", + "classifiers\n", + "\n", + "from matplotlib.colors import ListedColormap\n", + "\n", + "figure = plt.figure(figsize=(12, 6))\n", + "i = 1\n", + "h = .02 # step size in the mesh\n", + "x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n", + "y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", + " np.arange(y_min, y_max, h))\n", + "cm = plt.cm.RdBu\n", + "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n", + "names = ['gamma = 0.7', 'gamma = 1', 'gamma = 20']\n", + "\n", + "# iterate over classifiers\n", + "for name, clf in zip(names, classifiers):\n", + " ax = plt.subplot(1, len(classifiers), i)\n", + " clf.fit(X, y)\n", + "\n", + " # Plot the decision boundary. For that, we will assign a color to each\n", + " # point in the mesh [x_min, x_max]x[y_min, y_max].\n", + " if hasattr(clf, \"decision_function\"):\n", + " Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n", + " else:\n", + " Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n", + "\n", + " # Put the result into a color plot\n", + " Z = Z.reshape(xx.shape)\n", + " ax.contourf(xx, yy, Z, cmap=cm, alpha=.8)\n", + "\n", + " ax.scatter(X[:, 0], X[:, 1], c=y, cmap=cm_bright)\n", + "\n", + " ax.set_xlim(xx.min(), xx.max())\n", + " ax.set_ylim(yy.min(), yy.max())\n", + " ax.set_xticks(())\n", + " ax.set_yticks(())\n", + " ax.set_title(name)\n", + " i += 1\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.93" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "gamma7 = SVC(gamma = 0.7)\n", + "gamma7.fit(X,y)\n", + "gamma7.score(X,y)" ] }, { @@ -162,11 +286,50 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 38, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9625" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here\n", + "from sklearn.model_selection import train_test_split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=10)\n", + "\n", + "gamma20 = SVC(gamma = 20)\n", + "gamma20.fit(X_train, y_train)\n", + "gamma20.score(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "0.85" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "# Your code here" + "gamma20.score(X_test, y_test)" ] }, { @@ -178,11 +341,76 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 43, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "# Your code here" + "# Your code here\n", + "\n", + "gamma_parameters = [0.1, 0.7, 1, 5, 7, 10, 15, 20]\n", + "\n", + "gamma01 = SVC(gamma = gamma_parameters[0])\n", + "gamma07 = SVC(gamma = gamma_parameters[1])\n", + "gamma1 = SVC(gamma = gamma_parameters[2])\n", + "gamma5 = SVC(gamma = gamma_parameters[3])\n", + "gamma7 = SVC(gamma = gamma_parameters[4])\n", + "gamma10 = SVC(gamma = gamma_parameters[5])\n", + "gamma15 = SVC(gamma = gamma_parameters[6])\n", + "gamma20 = SVC(gamma = gamma_parameters[7])\n", + "\n", + "classifiers = [gamma01,gamma07,gamma1,gamma5,gamma7,gamma10,gamma15,gamma20]\n", + "\n", + "classifiers\n", + "\n", + "from matplotlib.colors import ListedColormap\n", + "\n", + "figure = plt.figure(figsize=(12, 12))\n", + "i = 1\n", + "h = .02 # step size in the mesh\n", + "x_min, x_max = X[:, 0].min() - .5, X[:, 0].max() + .5\n", + "y_min, y_max = X[:, 1].min() - .5, X[:, 1].max() + .5\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n", + " np.arange(y_min, y_max, h))\n", + "cm = plt.cm.RdBu\n", + "cm_bright = ListedColormap(['#FF0000', '#0000FF'])\n", + "names = ['gamma = 0.1', 'gamma = 0.7', 'gamma = 1', \"gamma = 5\",'gamma = 7', 'gamma = 10', 'gamma = 15', \"gamma = 20\"]\n", + "\n", + "# iterate over classifiers\n", + "for name, clf in zip(names, classifiers):\n", + " ax = plt.subplot(1, len(classifiers), i)\n", + " clf.fit(X, y)\n", + "\n", + " # Plot the decision boundary. For that, we will assign a color to each\n", + " # point in the mesh [x_min, x_max]x[y_min, y_max].\n", + " if hasattr(clf, \"decision_function\"):\n", + " Z = clf.decision_function(np.c_[xx.ravel(), yy.ravel()])\n", + " else:\n", + " Z = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1]\n", + "\n", + " # Put the result into a color plot\n", + " Z = Z.reshape(xx.shape)\n", + " ax.contourf(xx, yy, Z, cmap=cm, alpha=.8)\n", + "\n", + " ax.scatter(X[:, 0], X[:, 1], c=y, cmap=cm_bright)\n", + "\n", + " ax.set_xlim(xx.min(), xx.max())\n", + " ax.set_ylim(yy.min(), yy.max())\n", + " ax.set_xticks(())\n", + " ax.set_yticks(())\n", + " ax.set_title(name)\n", + " i += 1\n", + "plt.show()" ] }, { @@ -198,7 +426,9 @@ "metadata": {}, "outputs": [], "source": [ - "# Your response here" + "# Your response here\n", + "\n", + "# We can see that the model is overfitting. for imporve my model i try train the model with other dataset" ] } ], @@ -218,7 +448,49 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.2" + "version": "3.8.5" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false } }, "nbformat": 4,