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"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"2d_points.csv\")\n",
"df.head(3)"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
},
"output_type": "display_data"
}
],
"source": [
"colors = [[\"steelblue\", \"chocolate\"][i] for i in df[\"label\"]]\n",
"plt.scatter(xv, yv, color=colors, marker=\"o\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case a suitable decision surface is a (closed) curve - it looks like a circle. A hand-crafted classifier could classify new points based on their distance to the center.\n",
"It should be clear that a **linear classifier is not suitable for this problem**!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Feature engineering\n",
"To improve ML performance we can try to create new feature by transformation of existing features. This process is called **feature engineering**.\n",
"\n",
"This is actually the opposite of \"garbage in / garbage out\".\n",
"<img src=\"./images/303whl.jpg\" width=50% title=\"made at imgflip.com\"/>\n",
"\n",
"The general idea is to include / extract usefull information based on domain knowledge. \n",
"\n",
"E.g. to classify spam emails you can count the number of words written in capital letters only or group countries and add the group number."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### An example for feature engineering"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the previous example we see that the distance of the origin of a point could be used to implement a classifier.\n",
"\n",
"Computing the distance of a point to the origin (0, 0) using the euclidian formula includes terms $x^2$ and $y^2$. \n",
"\n",
"Let us create a scatter plot for this transformation:"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"image/png": 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\n",
"<Figure size 360x360 with 1 Axes>"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(5, 5))\n",
"plt.scatter(xv ** 2, yv ** 2, color=colors, marker='o');\n",
"plt.xlabel(\"$x^2$\")\n",
"plt.ylabel(\"$y^2$\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see both sets can be separated by a line now!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Another example for feature engineering"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The so called \"xor-problem\" is a typical benchmark problem for machine learning. The following example illustrates this problem:"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
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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>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>True</td>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -1.540 0.951 False\n",
"1 0.436 -1.768 False\n",
"2 -1.466 1.392 False\n",
"3 -1.038 -0.954 True\n",
"4 -0.691 -0.220 True"
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xor = pd.read_csv(\"xor.csv\")\n",
"xor.head()"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
},
"output_type": "display_data"
}
],
"source": [
"xv = xor[\"x\"]\n",
"yv = xor[\"y\"]\n",
"\n",
"colors = [[\"steelblue\", \"chocolate\"][i] for i in xor[\"label\"]]\n",
"plt.figure(figsize=(5, 5))\n",
"plt.xlim([-2, 2])\n",
"plt.ylim([-2, 2])\n",
"plt.plot([0, 0], [-2, 2], \"k:\")\n",
"plt.plot([-2, 2], [0, 0], \"k:\")\n",
"plt.title(\"Blue points are False\")\n",
"plt.scatter(xv, yv, color=colors, marker=\"o\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, this example data set can not be separated by a line. But we see that points where the sign of x and y are the same appear to form one class, and point with different signs for x and y belong to the other class.\n",
"\n",
"Let's engineer a new numerical feature corresponding to a descriptive feature \"x and y have the same sign\". How? \n",
"\n",
"Here we can use the fact that the product of two numbers is postive if and only if both numbers have the same sign.\n",
"\n",
"So lets plot a histogram over `x * y`:"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"height": 254,
"width": 373
}
},
"output_type": "display_data"
}
],
"source": [
"products = xor[\"x\"] * xor[\"y\"]\n",
"\n",
"features_class_false = products[~xor[\"label\"]]\n",
"features_class_true = products[xor[\"label\"]]\n",
"plt.hist(features_class_false, bins=30, color=\"steelblue\", alpha=.5, histtype=\"stepfilled\")\n",
"plt.hist(features_class_true, bins=30, color=\"chocolate\", alpha=.5, histtype=\"stepfilled\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Having such feature a simple classifier could just introduce a threshold of 0 to distinguish both classes."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Feature engineering HOWTO\n",
"Manual feature engineering is difficult. It requires understanding of data to extract useful features.\n",
"However, feature engineering can boost the performance of a classifier significantly.\n",
"- early classifiers to detect nudity in images used color histograms of full image and image patches (plus more features) to create suitable features.\n",
"\n",
"- spam classifieries depend on choice of dictionary, or counting words only in capital cases, or counting words with special characters (like \"pill$\")\n",
"\n",
"- to distinguish background noise from speach audio samples, the frequency distribution might help, as well as standard deviation, or a histogram, of loudness/energy of a sample.\n",
"- to classify DNA sequences, n-gram histograms (n>=1) can be benefitial.\n",
"- geopolitical data can be enhanced from a feature \"state\" by extra features of \"political system\" and/or \"gross national product (GNP)\".\n",
"- sales data can be enhanced from a date feature by an extra feature \"is weekday\"."
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most cases have higher dimensions than 2 or 3 and visual inspection can be difficult. Thus, engineering features as we did in the 2D examples becomes tricky.\n",
"\n",
"<div class=\"alert alert-block alert-warning\"><p><i class=\"fa fa-warning\"></i> \n",
"General recommendations for feature extraction:\n",
"<ul>\n",
"<li>use descriptive statistics (mean, standard deviations, higher order statistics), as well as histograms if applicable;</li>\n",
"<li>polynomial features (e.g. extend <code>x, y</code> to <code>x, y, x * y, x ** 2, y ** 2</code>) (see below);</li>\n",
" <li>image classification: dig into computer vision to learn about image descriptors;</li>\n",
"<li>audio classification: learn about FFT, wavelets, filter banks, power spectrum, ...;</li>\n",
"<li>try to incorporate external data.</li>\n",
"</ul>\n",
"</p></div>\n",
"\n",
"<div class=\"alert alert-block alert-info\"><p><i class=\"fa fa-info-circle\"></i> \n",
"Adding too many features (especially redundant features) can introduce other problems, such as, for instance, <strong>overfitting</strong> (we'll learn later about that). There are methods for selection of a subset of \"good-enough\" features (cf. <a href=\"https://scikit-learn.org/stable/modules/feature_selection.html\"><code>scikit-learn</code> feature selection module</a>).\n",
"</p></div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Engineer polynomial features using `scikit-learn`\n",
"*Polynomial features* are a way to (semi-)automatically engineere new non-linear features. These are all polynomial combinations of the features (up to given degree)."
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In <code>scikit-learn</code> polynomial feature engineering is part of the `sklearn.preprocessing` module containing utilities for features preprocessing.\n",
"\n",
"<div class=\"alert alert-block alert-warning\">\n",
" <i class=\"fa fa-warning\"></i> <strong><code>scikit-learn</code> API</strong>\n",
"\n",
"In scikit-learn</code> preprocessing utilites have:\n",
"<ul>\n",
" <li>a <strong><code>transform()</code></strong> method to appropriately transform data\n",
" \n",
"</ul>\n",
"\n",
"and, if applicable<ul>\n",
" <li>a <strong><code>fit()</code></strong> and <strong><code>fit_transform()</code></strong> methods to learn the preprocessing from data or fit and transform in one step.</li>\n",
"</ul>\n",
"</div>"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For instance, the \"sign\" feature `x * y` in the XOR dataset in the previous example is a polynomial feature of rank 2 (1+1). Let's see how to generate it among with other polynomial features up to rank 2 using `scikit-lern`:"
"metadata": {
"scrolled": true
},
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" <tr>\n",
" <th>4</th>\n",
" <td>-0.691</td>\n",
" <td>-0.220</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" x y\n",
"0 -1.540 0.951\n",
"1 0.436 -1.768\n",
"2 -1.466 1.392\n",
"3 -1.038 -0.954\n",
"4 -0.691 -0.220"
]
},
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"from sklearn.preprocessing import PolynomialFeatures\n",
"\n",
"# using first 10 samples from XOR data\n",
"df = pd.read_csv(\"xor.csv\")\n",
"features = df.iloc[:, :-1]\n",
"features.head()"
]
},
{
"cell_type": "code",
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"metadata": {
"scrolled": true
},
"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>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-1.540</td>\n",
" <td>0.951</td>\n",
" <td>2.371</td>\n",
" <td>-1.464</td>\n",
" <td>0.904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.436</td>\n",
" <td>-1.768</td>\n",
" <td>0.190</td>\n",
" <td>-0.771</td>\n",
" <td>3.127</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-1.466</td>\n",
" <td>1.392</td>\n",
" <td>2.150</td>\n",
" <td>-2.041</td>\n",
" <td>1.937</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-1.038</td>\n",
" <td>-0.954</td>\n",
" <td>1.077</td>\n",
" <td>0.989</td>\n",
" <td>0.909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.691</td>\n",
" <td>-0.220</td>\n",
" <td>0.478</td>\n",
" <td>0.152</td>\n",
" <td>0.048</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4\n",
"0 -1.540 0.951 2.371 -1.464 0.904\n",
"1 0.436 -1.768 0.190 -0.771 3.127\n",
"2 -1.466 1.392 2.150 -2.041 1.937\n",
"3 -1.038 -0.954 1.077 0.989 0.909\n",
"4 -0.691 -0.220 0.478 0.152 0.048"
"metadata": {},
"output_type": "execute_result"
"preproc = PolynomialFeatures(degree=2, include_bias=False)\n",
"pd.DataFrame(data).head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- columns `0` and `1` are $x$ and $y$ from the original data set.\n",
"- column `2` is $x^2$\n",
"- column `3` is $x y$\n",
"- column `4` is $y^2$.\n",
"Setting `include_bias=False` omits the only degree 0 polynomial, which is a constant column of `1` value. For a complete description see [docs for `sklearn.preprocessing.PolynomialFeatures`](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.PolynomialFeatures.html)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise section 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following functions plot a 2D dataset points and a decision surface of classifier trained beforehand on that dataset."
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
" colors = [[\"steelblue\", \"chocolate\"][i] for i in labels]\n",
" plt.scatter(features_2d[:, 0], features_2d[:, 1], color=colors, marker=marker);\n",
"def train_and_plot_decision_surface(\n",
" name, classifier, features_2d, labels, preproc=None, plt=plt, marker='o', N=200\n",
"):\n",
"\n",
" features_2d = np.array(features_2d)\n",
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" xmin, ymin = features_2d.min(axis=0)\n",
" xmax, ymax = features_2d.max(axis=0)\n",
"\n",
" x = np.linspace(xmin, xmax, N)\n",
" y = np.linspace(ymin, ymax, N)\n",
" points = np.array(np.meshgrid(x, y)).T.reshape(-1, 2)\n",
"\n",
" if preproc is not None:\n",
" points_for_classifier = preproc.fit_transform(points)\n",
" features_2d = preproc.fit_transform(features_2d)\n",
" else:\n",
" points_for_classifier = points\n",
"\n",
" classifier.fit(features_2d, labels)\n",
" predicted = classifier.predict(features_2d)\n",
"\n",
" if preproc is not None:\n",
" name += \" (w/ preprocessing)\"\n",
" print(name + \":\\t\", sum(predicted == labels), \"/\", len(labels), \"correct\")\n",
"\n",
" classes = np.array(classifier.predict(points_for_classifier), dtype=bool)\n",
" points[~classes][:, 0],\n",
" points[~classes][:, 1],\n",
" color=\"steelblue\",\n",
" marker=marker,\n",
" points[classes][:, 0],\n",
" points[classes][:, 1],\n",
" color=\"chocolate\",\n",
" marker=marker,\n",
" s=1,\n",
" alpha=0.05,\n",
" )\n",
"\n",
" plot_points(features_2d, labels)\n",
" plt.title(name)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's use them to plot a decision surface of a logistic regression classifier trained on a XOR dataset:"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Logistic regression:\t 304 / 500 correct\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"width": 383
}
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"df = pd.read_csv(\"xor.csv\")\n",
"features = df.iloc[:, :-1]\n",
"labels = df.iloc[:, -1]\n",
"\n",
"clf = LogisticRegression()\n",
"\n",
"train_and_plot_decision_surface(\"Logistic regression\", clf, features, labels, preproc=None)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### a) Logistic regression with polynomial features\n",
"Train and plot decision surface for logistic regression classifier of XOR dataset with polynomial features engineered. What's the result and why?"
]
},
{
"cell_type": "code",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Logistic regression (w/ preprocessing):\t 486 / 500 correct\n"
"image/png": 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\n",
"<Figure size 432x432 with 1 Axes>"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.preprocessing import PolynomialFeatures\n",
"\n",
"df = pd.read_csv(\"xor.csv\")\n",
"features = df.iloc[:, :-1]\n",
"labels = df.iloc[:, -1]\n",
"\n",
"clf = LogisticRegression()\n",
"\n",
"preproc = PolynomialFeatures(2, include_bias=False)\n",
"train_and_plot_decision_surface(\"Logistic regression\", clf, features, labels, preproc=preproc)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### b) Comparison of decision surfaces for different classifiers and datasets\n",
"\n",
"Compare decision surfaces for different classifiers listed below for both `\"xor.csv\"` and `\"2d_points.csv\"` (circle) datasets. For which classifiers does it help to add polynomial features? How many degrees suffice?"
]
},
{
"cell_type": "code",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.svm import LinearSVC, SVC\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
]
},
{
"cell_type": "code",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LogisticRegression:\t 304 / 500 correct\n",
"LogisticRegression (w/ preprocessing):\t 486 / 500 correct\n",
"LinearSVC:\t 304 / 500 correct\n",
"LinearSVC (w/ preprocessing):\t 487 / 500 correct\n",
"SVC:\t 487 / 500 correct\n",
"SVC (w/ preprocessing):\t 484 / 500 correct\n",
"DecisionTreeClassifier:\t 500 / 500 correct\n",
"DecisionTreeClassifier (w/ preprocessing):\t 500 / 500 correct\n",
"KNeighborsClassifier:\t 489 / 500 correct\n",
"KNeighborsClassifier (w/ preprocessing):\t 483 / 500 correct\n"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.svm import LinearSVC, SVC\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
" df = pd.read_csv(dataset)\n",
" features = df.iloc[:, :-1]\n",
" labels = df.iloc[:, -1]\n",
" \n",
" clf = LogisticRegression()\n",
" \n",
" plt.subplot(5, 2, 1)\n",
" train_and_plot_decision_surface(\"LogisticRegression\", clf, features, labels, preproc=None, N=300)\n",
" train_and_plot_decision_surface(\"LogisticRegression\", clf, features, labels, preproc=preproc, N=300)\n",
" train_and_plot_decision_surface(\"LinearSVC\", clf, features, labels, preproc=None, N=300)\n",
" train_and_plot_decision_surface(\"LinearSVC\", clf, features, labels, preproc=preproc, N=300)\n",
" train_and_plot_decision_surface(\"SVC\", clf, features, labels, preproc=None, N=300)\n",
" train_and_plot_decision_surface(\"SVC\", clf, features, labels, preproc=preproc, N=300)\n",
" \n",
" clf = DecisionTreeClassifier()\n",
" plt.subplot(5, 2, 7)\n",
" train_and_plot_decision_surface(\"DecisionTreeClassifier\", clf, features, labels, preproc=None, N=300)\n",
" train_and_plot_decision_surface(\"DecisionTreeClassifier\", clf, features, labels, preproc=preproc, N=300)\n",
"\n",
" clf = KNeighborsClassifier()\n",
" plt.subplot(5, 2, 9)\n",
" train_and_plot_decision_surface(\"KNeighborsClassifier\", clf, features, labels, preproc=None, N=300)\n",
" train_and_plot_decision_surface(\"KNeighborsClassifier\", clf, features, labels, preproc=preproc, N=300)\n",
"try_dataset(\"xor.csv\", PolynomialFeatures(2, include_bias=False))\n"
"try_dataset(\"2d_points.csv\", PolynomialFeatures(2, include_bias=False))"
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{
"cell_type": "markdown",
"metadata": {},
"source": [
"## But.. what if there are more than two classes?\n",
"\n",
"\n",
"Previous and the following examples in this script consider two class problems.\n",
"Before we dig deeper into classification, let's say a few words on how to handle more than two classes.\n",
"\n",
"\n",
"<div class=\"alert alert-block alert-warning\"><p><i class=\"fa fa-warning\"></i> \n",
" The general idea for <code>n > 2</code> classes is to build multiple 2-class classifiers and determine a winning class by applying all of them:\n",
"<ul>\n",
" <li>in the <strong>one-vs-all</strong> approach build <code>n</code> classifiers for \"label n vs. the rest\";</li>\n",
" <br/>\n",
" \n",
" <li>in the <strong>one-vs-one</strong> approach builds classifiers for `label i vs label j` (in total <code>n x (n - 1) / 2</code> classifiers).</li>\n",
"</ul>\n",
"</p></div>\n",
"\n",
"For new incoming data then all classifiers (`n` or `n x (n -1) / 2`) are applied and the overall winning class gives the final result.\n",
"\n",
"For instance, to classify images of digits:\n",
"\n",
"- we could build 10 classifiers `is it 0 or other digit`, `is it 1 or other digit`, etc.\n",
" \n",
" A new image then would hopefully yield `True` for exactly one of the classifier, in other situations the result is unclear.\n",
" \n",
" \n",
"- we could build 45 classifiers `is it 0 or 1`, `is it 0 or 2`, etc.\n",
"\n",
" For a new image we could choose the final outcome based on which class \"wins\" most often.\n",
"\n",
"\n",
"<div class=\"alert alert-block alert-info\"><p><i class=\"fa fa-info-circle\"></i> \n",
" In <code>scikit-learn</code> many classifiers support multi-class problems out of the box and also offer functionalities to implement <strong>one-vs-all</strong> or <strong>one-vs-one</strong> in some cases (cf. <a href=\"https://scikit-learn.org/stable/modules/multiclass.html\"><code>scikit-learn</code> multiclass and multilabel algorithms</a>).\n",
"</p></div>"
]
},
{
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