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{
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{
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{
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" Copyright (C) 2019 Scientific IT Services of ETH Zurich,\n",
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" Contributing Authors:\n",
" Dr. Tarun Chadha,\n",
" Dr. Franziska Oschmann,\n",
" Dr. Mikolaj Rybinski,\n",
" Dr. Uwe Schmitt.\n",
" </p<\n",
"</footer>\n"
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],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import warnings\n",
"warnings.filterwarnings('ignore', category=FutureWarning)\n",
"warnings.filterwarnings = lambda *a, **kw: None\n",
"from IPython.core.display import HTML; HTML(open(\"custom.html\", \"r\").read())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 6: An overview of classifiers, Part 1\n",
"\n",
"<span style=\"font-size: 150%;\">Nearest Neighbors and linear-based methods</span>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This script gives a quick hands-on overview of **how different types of classifiers work, their advantages and their disadvantages**. This should give you an idea of a concept behind each classifier type as well as when and which classifier type to use.\n",
"\n",
"For the sake of visualisation we continue with 2 dimensional data examples. For different classifiers we'll be looking at their decision surfaces. Let's start with some helper functions for that:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"def samples_color(ilabels, colors=[\"steelblue\", \"chocolate\"]):\n",
" '''Return colors list from labels list given as indices.'''\n",
" return [colors[int(i)] for i in ilabels]\n",
"\n",
"def plot_decision_surface(\n",
" features_2d, labels, classifier, preprocessing=None,\n",
" plt=plt, marker='.', N=100, alpha=0.2, colors=[\"steelblue\", \"chocolate\"], title=None,\n",
" test_features_2d=None, test_labels=None, test_s=60,\n",
"):\n",
" '''Plot a 2D decision surface for a already trained classifier.'''\n",
"\n",
" # sanity check\n",
" assert len(features_2d.columns) == 2\n",
"\n",
" # pandas to numpy array; get min/max values\n",
" xy = np.array(features_2d)\n",
" min_x, min_y = xy.min(axis=0)\n",
" max_x, max_y = xy.max(axis=0)\n",
"\n",
" # create mesh of NxN points; tech: `N*1j` is spec for including max value\n",
" XX, YY = np.mgrid[min_x:max_x:N*1j, min_y:max_y:N*1j]\n",
" points = np.c_[XX.ravel(), YY.ravel()] # shape: (N*N)x2\n",
"\n",
" # apply scikit-learn API preprocessing\n",
" if preprocessing is not None:\n",
" points = preprocessing.transform(points)\n",
" \n",
" # classify grid points\n",
" classes = classifier.predict(points)\n",
"\n",
" # plot classes color mesh\n",
" ZZ = classes.reshape(XX.shape) # shape: NxN\n",
" plt.pcolormesh(\n",
" XX, YY, ZZ,\n",
" alpha=alpha, cmap=matplotlib.colors.ListedColormap(colors),\n",
" )\n",
" # plot points\n",
" plt.scatter(\n",
" xy[:,0], xy[:,1],\n",
" marker=marker, color=samples_color(labels, colors=colors),\n",
" );\n",
" # set title\n",
" if title:\n",
" if hasattr(plt, 'set_title'):\n",
" plt.set_title(title)\n",
" else:\n",
" plt.title(title)\n",
" # plot test points\n",
" if test_features_2d is not None:\n",
" assert test_labels is not None\n",
" assert len(test_features_2d.columns) == 2\n",
" test_xy = np.array(test_features_2d)\n",
" plt.scatter(\n",
" test_xy[:,0], test_xy[:,1],\n",
" s=test_s, facecolors='none', color=samples_color(test_labels),\n",
" );\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Nearest Neighbors\n",
"\n",
"The idea is very simple: to classify a sample $x$ look for **$N$ closests samples in the training data** (by default, using the Euclidean distance) and take **majority of their labels** as a result.\n",
"\n",
"This method does well where the fast linear classifiers would fail, such as with the XOR dataset:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-1.539782</td>\n",
" <td>0.950822</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.436266</td>\n",
" <td>-1.768324</td>\n",
" <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -1.539782 0.950822 True\n",
"1 0.436266 -1.768324 True"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"data/xor.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 302,
"width": 324
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"features_2d = df.loc[:, (\"x\", \"y\")]\n",
"labelv = df[\"label\"]\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.scatter(features_2d.iloc[:,0], features_2d.iloc[:,1], color=samples_color(labelv));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You will find the Nearest Neighbors method in the `sklearn.neighbors` module."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train score: 97.33%\n",
"test score: 93.60%\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 302,
"width": 324
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=10)\n",
"\n",
"# Let's use 5 neighbors to learn\n",
"classifier = KNeighborsClassifier(n_neighbors=5)\n",
"classifier.fit(X_train, y_train)\n",
"\n",
"print('train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n",
"print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plot_decision_surface(\n",
" features_2d, labelv, classifier,\n",
" test_features_2d=X_test, test_labels=y_test,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"About the plot: **the points surrounded by a circle are from the test data set** (not used for learning), all other points belong to the training data.\n",
"\n",
"We can query directly for the closest neighbors of a point. Let's check neighborhood of the origin:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" <th>dist</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>496</th>\n",
" <td>0.028310</td>\n",
" <td>0.042214</td>\n",
" <td>True</td>\n",
" <td>0.050828</td>\n",
" </tr>\n",
" <tr>\n",
" <th>137</th>\n",
" <td>0.091190</td>\n",
" <td>0.109028</td>\n",
" <td>True</td>\n",
" <td>0.142137</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>-0.219754</td>\n",
" <td>-0.073249</td>\n",
" <td>True</td>\n",
" <td>0.231641</td>\n",
" </tr>\n",
" <tr>\n",
" <th>194</th>\n",
" <td>0.186789</td>\n",
" <td>-0.246576</td>\n",
" <td>True</td>\n",
" <td>0.309338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>216</th>\n",
" <td>-0.082451</td>\n",
" <td>0.314070</td>\n",
" <td>False</td>\n",
" <td>0.324712</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label dist\n",
"496 0.028310 0.042214 True 0.050828\n",
"137 0.091190 0.109028 True 0.142137\n",
"51 -0.219754 -0.073249 True 0.231641\n",
"194 0.186789 -0.246576 True 0.309338\n",
"216 -0.082451 0.314070 False 0.324712"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# distances and row indices of neighbours around (0, 0):\n",
"dist_nn, ind_nn = classifier.kneighbors([[0, 0]])\n",
"\n",
"# tech: simplify dimensions\n",
"ind_nn = ind_nn.squeeze()\n",
"dist_nn = dist_nn.squeeze()\n",
"\n",
"# build data frame with neighbours\n",
"df = X_train.iloc[ind_nn, :].copy()\n",
"df[\"label\"] = y_train.iloc[ind_nn]\n",
"df[\"dist\"] = dist_nn\n",
"df "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise section\n",
"\n",
"For the beers dataset experiment with with number of neighbors (`n_neighbors`) but also try the Manhatan distance norm `p = 1` (`2` is Euclidian distance).\n",
"\n",
"#### Optional exercise\n",
"\n",
"\n",
"Instead of choosing a number of neighbors you can also specify a radius within which samples make decision, or center of a closest class. Compare decision surface for these methods, as represented by [`RadiusNeighborsClassifier`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.RadiusNeighborsClassifier.html#sklearn.neighbors.RadiusNeighborsClassifier) and [`NearestCentroid`](https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.NearestCentroid.html#sklearn.neighbors.NearestCentroid) classifiers in the scikit-learn library.\n",
"\n",
"<div class=\"alert alert-block alert-info\">\n",
"<i class=\"fa fa-info-circle\"></i>\n",
" Choice of an specific querying algorithm (<code>algorithm</code> parameter) becomes important with larger datasets; see: <a href=\"https://scikit-learn.org/stable/modules/neighbors.html#choice-of-nearest-neighbors-algorithm\"><em>Choice of Nearest Neighbors Algorithm</em>.</a>.\n",
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{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"tags": [
"solution"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#### Norm L1\n",
"n_neighbors = 2\n",
" train score: 92.86%\n",
" test score: 92.98%\n",
"n_neighbors = 3\n",
" train score: 94.64%\n",
" test score: 91.23%\n",
"n_neighbors = 5\n",
" train score: 93.45%\n",
" test score: 87.72%\n",
"n_neighbors = 10\n",
" train score: 88.10%\n",
" test score: 87.72%\n",
"n_neighbors = 20\n",
" train score: 89.29%\n",
" test score: 89.47%\n",
"\n",
"#### Norm L2\n",
"n_neighbors = 2\n",
" train score: 93.45%\n",
" test score: 87.72%\n",
"n_neighbors = 3\n",
" train score: 92.86%\n",
" test score: 84.21%\n",
"n_neighbors = 5\n",
" train score: 93.45%\n",
" test score: 82.46%\n",
"n_neighbors = 10\n",
" train score: 86.90%\n",
" test score: 89.47%\n",
"n_neighbors = 20\n",
" train score: 82.74%\n",
" test score: 89.47%\n",
"\n"
]
}
],
"source": [
"# SOLUTION\n",
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"data/beers.csv\")\n",
"# features_2d = df.loc[:, (\"x\", \"y\")]\n",
"# labelv = df[\"label\"]\n",
"features_2d = df.iloc[:, :-1]\n",
"labelv = df.iloc[:, -1]\n",
"\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=10)\n",
"\n",
"# fig, ax_arr = plt.subplots(ncols=2, nrows=1, figsize=(2*5, 5))\n",
"\n",
"for p in [1, 2]:\n",
" print(\"#### Norm L{}\".format(p))\n",
" for n_neighbors in [2, 3, 5, 10, 20]:\n",
" \n",
" print(\"n_neighbors =\", n_neighbors)\n",
"\n",
" classifier = KNeighborsClassifier(p=p, n_neighbors=n_neighbors)\n",
" classifier.fit(X_train, y_train)\n",
"\n",
" print(' train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n",
" print(' test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
"\n",
" print()\n",
"\n",
"# ax=ax_arr[i]\n",
"# ax.set_title(f\"p = {p}\")\n",
"# plot_decision_surface(\n",
"# features_2d, labelv, classifier,\n",
"# test_features_2d=X_test, test_labels=y_test,\n",
"# plt=ax,\n",
"# )\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Few words about optimization and regularization in ML\n",
"Many machine learning algorithms adapt internal weights (or similar parameters) to match predictions on the training data as good as possible.\n",
"Finding these weights can be formulated as an optimzation problem which **minimizes a cost function**. Solution is usually computed in iterative improvements.\n",
"\n",
"<table>\n",
" <tr><td><img src=\"./images/cost_minimization_iterative.png\" width=400px></td></tr>\n",
" <tr><td><center><sub>Source: <a href=\"https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220\">https://towardsdatascience.com/machine-learning-fundamentals-via-linear-regression-41a5d11f5220</a></sub></center></td></tr>\n",
"</table>\n",
"\n",
"\n",
"As the optimization only considers training data, taking only classification error/loss as a cost function introduces overfitting. We've seen this before in the overfitting chapter. To compensate for overfitting we can add penalty for more complex models.\n",
"### The cost function\n",
"\n",
"<div class=\"alert alert-block alert-warning\">\n",
"<i class=\"fa fa-info-circle\"></i> The cost function to minimize consists of an term measuring a <strong>classification loss</strong> and an additional <strong>regularization penalty</strong>:\n",
"\n",
"$$\\text{cost} = \\text{classification_loss} + \\lambda \\cdot \\text{regularization_penalty}$$\n",
"\n",
"</div>\n",
"\n",
"\n",
"The **regularization weight $\\lambda$** allows to balance out both terms and must be chosen depending on the actual algorithm and the data. In general:\n",
"\n",
"* $\\lambda$ close to `0`, $$\\text{cost} \\approx \\text{classification_loss},$$ implies more focus on training data, thus, more complex models and possible overfitting,\n",
"\n",
"\n",
"* $\\lambda$ very large, $$\\text{cost} \\approx \\lambda\\cdot\\text{regularization_penalty},$$ implies less focus on training data, thus, simpler models and possible underfitting.\n",
"\n",
"\n",
"Weighting-in regularization penalty relates to [Occam's razor](https://en.wikipedia.org/wiki/Occam%27s_razor) which states **_\"simpler solutions are more likely to be correct than complex ones.\"_**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Logistic Regression\n",
"\n",
"The name is misleading: a) despite \"logistic\" the method is linear, b) despite \"regression\" (as in unsupervised learning), it's a classification method.\n",
"\n",
"The method uses linear regression to learn weights $w_1,\\cdots,w_n$ for sum of features and the threshold $b$, i.e. to learn a spearation hyper-plane:\n",
"$$\n",
"\\text{class}~0:\\quad w_1 \\cdot \\text{feature}_1 + \\ldots + w_n \\cdot \\text{feature}_n \\geq b\n",
"$$\n",
"$$\n",
"\\text{class}~1:\\quad w_1 \\cdot \\text{feature}_1 + \\ldots + w_n \\cdot \\text{feature}_n \\lt b\n",
"$$\n",
"\n",
"Then, to classify, transform the weighting result to a probability of belonging to one of the two classes using the **logistic function**:\n",
"p\\left(x_1,\\cdots,x_n\\right)=\\frac{1}{1+\\exp\\left(b - \\sum_{i=1}^{n} w_i \\cdot x_i\\right)}.\n",
"$$\n",
"\n",
"which looks like that:"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 261,
"width": 385
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# classification threshold\n",
"threshold = 3\n",
"# results of weighted sum (around the threshold)\n",
"weighted_sum = np.linspace(-10 + threshold, 10 + threshold, 100)\n",
"# logistic function\n",
"plt.plot(weighted_sum, 1 / (1 + np.exp(threshold - weighted_sum)))\n",
"plt.axvline(x=threshold, linestyle='--')\n",
"\n",
"plt.ylabel(\"probability that sample's class is 0\")\n",
"plt.xlabel(\"weighted sum of features values\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Demonstration\n",
"\n",
"Let's use a (almost) line-separable dataset:"
]
},
{
"cell_type": "code",
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"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>x</th>\n",
" <th>y</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-3.252709</td>\n",
" <td>-0.821378</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-3.816946</td>\n",
" <td>-0.906188</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -3.252709 -0.821378 0\n",
"1 -3.816946 -0.906188 0"
]
},
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"data/line_separable_2d.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
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"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 302,
"width": 315
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"features_2d = df.loc[:, (\"x\", \"y\")]\n",
"labelv = df[\"label\"]\n",
"\n",
"plt.figure(figsize=(5, 5))\n",
"plt.scatter(features_2d.iloc[:,0], features_2d.iloc[:,1], color=samples_color(labelv));"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can find the Logistic Regression method in the `sklearn.linear_model` module.\n",
"In scikit-learn `LogisticRegression` the regularization weight is passed here in \"inverse\", as a classification weight parameter `C` (default `1`), meaning that it multiplies the classification loss, not the regularization penalty:\n",
"\n",
"$$\\text{cost} = \\text{C}\\cdot\\text{classification_loss} + \\text{regularization_penalty}$$\n"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train score: 97.33%\n",
"test score: 96.00%\n"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_2d, labelv, random_state=0)\n",
"\n",
"classifier = LogisticRegression(C=1, random_state=0)\n",
"classifier.fit(X_train, y_train)\n",
"print('train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n",
"print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Features weights are available via `.coef_` attribute, whereas threshold is negative of `.intercept_` attribute. With these we can plot separation line.\n",
"\n",
"Let's see how does it look like and what happens if we put more weight on the classification loss (increase `C` parameter)."
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature weights: [[0.66367341 1.77014785]]\n",
"\n",
"\n",
"With C=100\n",
"\n",
"train score: 100.00%\n",
"test score: 92.00%\n",
"feature weights: [[0.94387278 8.80450401]]\n"
"image/png": 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"text/plain": [
"<Figure size 720x360 with 2 Axes>"
]
},
"metadata": {
"image/png": {
"height": 318,
"width": 594
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax_arr = plt.subplots(ncols=2, nrows=1, figsize=(2*5, 5))\n",
"\n",
"plot_decision_surface(\n",
" features_2d, labelv, classifier,\n",
" test_features_2d=X_test, test_labels=y_test,\n",
" plt=ax_arr[0],\n",
" title='C=1',\n",
")\n",
"\n",
"print('feature weights:', classifier.coef_)\n",
"\n",
"def plot_separation_line(features_2d, linear_classifier, plt=plt):\n",
" '''Plot a separation line for 2D dataset'''\n",
" \n",
" assert hasattr(linear_classifier, 'coef_') \n",
" \n",
" w = linear_classifier.coef_[0]\n",
" b = -linear_classifier.intercept_ # NOTE: intercept = negative threshold\n",
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"\n",
" # separation line: w[0] * x + w[1] * y - b == 0\n",
" feat_x = features_2d.iloc[:, 0]\n",
" x = np.linspace(np.min(feat_x), np.max(feat_x), 2)\n",
" y = (b - w[0] * x) / w[1]\n",
" plt.plot(x, y, color='k', linestyle=':');\n",
"\n",
"plot_separation_line(features_2d, classifier, plt=ax_arr[0])\n",
"\n",
"\n",
"print()\n",
"print()\n",
"print('With C=100')\n",
"print()\n",
"\n",
"classifier = LogisticRegression(C=100, random_state=0)\n",
"classifier.fit(X_train, y_train)\n",
"print('train score: {:.2f}%'.format(100*classifier.score(X_train, y_train)))\n",
"print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
"print('feature weights:', classifier.coef_)\n",
"\n",
"plot_decision_surface(\n",
" features_2d, labelv, classifier,\n",
" test_features_2d=X_test, test_labels=y_test,\n",
" plt=ax_arr[1],\n",
" title='C=100',\n",
")\n",
"plot_separation_line(features_2d, classifier, plt=ax_arr[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise section\n",
"\n",
"1. Why does the test score drop when we penalize more misclassifications?\n",
"2. Experiment with higher dimensional \"data/beers.csv\" dataset and both parameters `C` and `penalty` of the linear regression classfier. Compare scores and the resulting weights. What does the `l1` penalty do? What is the sweet spot of the \"inverse regularization\" `C`?\n",
" "
]
},
{
"cell_type": "code",
"metadata": {
"tags": [
"solution"
]
},
"outputs": [],
"source": [
"# SOLUTION\n",
"\n",
"# With C=100 we try hard to get all training points correctly classified, whereas with C=1\n",
"# you can see we allow misclassification in training, in order to possibly get more general\n",
"# model and avoid overfitting.\n",
"#\n",
"# You can see in the test data, that reverse - one misclassfied point with C=100.\n",
"# If we would have that point for for training, the line would look more like in C=1 case.\n",
"# (Go regularization!)"
]
},
{