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"<footer id=\"attribution\" style=\"float:left; color:#1F407A; background:#fff; font-family: helvetica;\">\n",
" Copyright (C) 2019-2021 Scientific IT Services of ETH Zurich,\n",
" <p>\n",
" 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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],
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]
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"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",
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"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), shading=\"auto\",\n",
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" )\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",
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"outputs": [
{
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" <th>0</th>\n",
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" <td>0.950822</td>\n",
" <td>True</td>\n",
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" x y label\n",
"0 -1.539782 0.950822 True\n",
"1 0.436266 -1.768324 True"
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},
"execution_count": 3,
"metadata": {},
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],
"source": [
"import pandas as pd\n",
"\n",
"df = pd.read_csv(\"data/xor.csv\")\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 4,
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\n",
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"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": {
"execution": {
"iopub.execute_input": "2021-02-12T12:01:33.778119Z",
"iopub.status.busy": "2021-02-12T12:01:33.753296Z",
"iopub.status.idle": "2021-02-12T12:01:35.669391Z",
"shell.execute_reply": "2021-02-12T12:01:35.668700Z",
"shell.execute_reply.started": "2021-02-12T12:01:33.778054Z"
}
},
"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": 305,
"width": 331
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},
"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:"
]
},
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"outputs": [
{
"data": {
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" .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",
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" <th>496</th>\n",
" <td>0.028310</td>\n",
" <td>0.042214</td>\n",
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"text/plain": [
" x y label dist\n",
"496 0.028310 0.042214 True 0.050828\n",
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"51 -0.219754 -0.073249 True 0.231641\n",
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"216 -0.082451 0.314070 False 0.324712"
]
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"metadata": {},
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],
"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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"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:"
]
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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",
"metadata": {
"execution": {
"iopub.execute_input": "2021-02-12T12:01:36.445061Z",
"iopub.status.busy": "2021-02-12T12:01:36.444333Z",
"iopub.status.idle": "2021-02-12T12:01:36.466490Z",
"shell.execute_reply": "2021-02-12T12:01:36.464405Z",
"shell.execute_reply.started": "2021-02-12T12:01:36.445018Z"
}
},
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"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",
"execution": {
"iopub.execute_input": "2021-02-12T12:01:36.469040Z",
"iopub.status.busy": "2021-02-12T12:01:36.468566Z",
"iopub.status.idle": "2021-02-12T12:01:36.823243Z",
"shell.execute_reply": "2021-02-12T12:01:36.820912Z",
"shell.execute_reply.started": "2021-02-12T12:01:36.468999Z"
},
"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": {
"execution": {
"iopub.execute_input": "2021-02-12T12:01:36.832190Z",
"iopub.status.busy": "2021-02-12T12:01:36.831184Z",
"iopub.status.idle": "2021-02-12T12:01:36.884130Z",
"shell.execute_reply": "2021-02-12T12:01:36.879598Z",
"shell.execute_reply.started": "2021-02-12T12:01:36.832139Z"
}
},
"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": {
"execution": {
"iopub.execute_input": "2021-02-12T12:01:36.890836Z",
"iopub.status.busy": "2021-02-12T12:01:36.885926Z",
"iopub.status.idle": "2021-02-12T12:01:37.645726Z",
"shell.execute_reply": "2021-02-12T12:01:37.641365Z",
"shell.execute_reply.started": "2021-02-12T12:01:36.890781Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"feature weights: [[0.55729655 1.9409654 ]]\n",
"\n",
"\n",
"With C=100\n",
"\n",
"train score: 100.00%\n",
"test score: 92.00%\n",
"feature weights: [[1.00188452 9.59491678]]\n"
"image/png": 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\n",