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"#### 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",
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"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
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" <th>y</th>\n",
" <th>label</th>\n",
" </tr>\n",
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" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-1.539782</td>\n",
" <td>0.950822</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.436266</td>\n",
" <td>-1.768324</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-1.466436</td>\n",
" <td>1.391890</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-1.037642</td>\n",
" <td>-0.953587</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.691444</td>\n",
" <td>-0.219826</td>\n",
" <td>True</td>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" x y label\n",
"0 -1.539782 0.950822 False\n",
"1 0.436266 -1.768324 False\n",
"2 -1.466436 1.391890 False\n",
"3 -1.037642 -0.953587 True\n",
"4 -0.691444 -0.219826 True"
]
},
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xor = pd.read_csv(\"xor.csv\")\n",
"xor.head()"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
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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.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": {},
"outputs": [
{
"data": {
"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 cont.\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",
"- spam classifieries depend on choice of dictionary, or couting words only in capital cases, or counting words with special characters (like \"pill$\")\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": [
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"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 features), as well as histograms if applicable;</li>\n",
"<li>polynomial features (e.g. extend `x, y` to `x, y, x * y, x ** 2, y ** 2`) (see examples section);</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 can introduce other problems, such as, for instance, *overfitting* (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": [
"## What if there are more than two classes?\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",
"<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",
" <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",
"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",
"For instance, to classify images of digits:\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",
"<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>"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise section 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To prepare for the next bigger exercise, we quickly introduce how to add so called **polynomial features** to XOR data using `scikit-learn`:"
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"data": {
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"<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>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>-1.539782</td>\n",
" <td>0.950822</td>\n",
" <td>-1.539782</td>\n",
" <td>0.950822</td>\n",
" <td>2.370928</td>\n",
" <td>-1.464059</td>\n",
" <td>0.904063</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.436266</td>\n",
" <td>-1.768324</td>\n",
" <td>0.436266</td>\n",
" <td>-1.768324</td>\n",
" <td>0.190328</td>\n",
" <td>-0.771460</td>\n",
" <td>3.126968</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-1.466436</td>\n",
" <td>1.391890</td>\n",
" <td>-1.466436</td>\n",
" <td>1.391890</td>\n",
" <td>2.150435</td>\n",
" <td>-2.041118</td>\n",
" <td>1.937358</td>\n",
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" <tr>\n",
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" <td>-1.037642</td>\n",
" <td>-0.953587</td>\n",
" <td>-1.037642</td>\n",
" <td>-0.953587</td>\n",
" <td>1.076700</td>\n",
" <td>0.989482</td>\n",
" <td>0.909329</td>\n",
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" <td>-0.219826</td>\n",
" <td>-0.691444</td>\n",
" <td>-0.219826</td>\n",
" <td>0.478094</td>\n",
" <td>0.151997</td>\n",
" <td>0.048323</td>\n",
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" <td>1.436550</td>\n",
" <td>-0.046027</td>\n",
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" <td>-0.046027</td>\n",
" <td>2.063676</td>\n",
" <td>-0.066121</td>\n",
" <td>0.002119</td>\n",
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" <tr>\n",
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" <td>0.664361</td>\n",
" <td>-1.234410</td>\n",
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" <td>1.523768</td>\n",
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" <td>-1.848453</td>\n",
" <td>0.027109</td>\n",
" <td>-0.304346</td>\n",
" <td>3.416779</td>\n",
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" <tr>\n",
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" <td>-1.883945</td>\n",
" <td>-0.222088</td>\n",
" <td>-1.883945</td>\n",
" <td>-0.222088</td>\n",
" <td>3.549248</td>\n",
" <td>0.418402</td>\n",
" <td>0.049323</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>0.934993</td>\n",
" <td>-1.081893</td>\n",
" <td>0.934993</td>\n",
" <td>-1.081893</td>\n",
" <td>0.874212</td>\n",
" <td>-1.011563</td>\n",
" <td>1.170493</td>\n",
" </tr>\n",
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"</table>\n",
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],
"text/plain": [
" x y 0 1 2 3 4\n",
"0 -1.539782 0.950822 -1.539782 0.950822 2.370928 -1.464059 0.904063\n",
"1 0.436266 -1.768324 0.436266 -1.768324 0.190328 -0.771460 3.126968\n",
"2 -1.466436 1.391890 -1.466436 1.391890 2.150435 -2.041118 1.937358\n",
"3 -1.037642 -0.953587 -1.037642 -0.953587 1.076700 0.989482 0.909329\n",
"4 -0.691444 -0.219826 -0.691444 -0.219826 0.478094 0.151997 0.048323\n",
"5 1.436550 -0.046027 1.436550 -0.046027 2.063676 -0.066121 0.002119\n",
"6 0.664361 -1.234410 0.664361 -1.234410 0.441375 -0.820094 1.523768\n",
"7 0.164649 -1.848453 0.164649 -1.848453 0.027109 -0.304346 3.416779\n",
"8 -1.883945 -0.222088 -1.883945 -0.222088 3.549248 0.418402 0.049323\n",
"9 0.934993 -1.081893 0.934993 -1.081893 0.874212 -1.011563 1.170493"
]
},
"execution_count": 194,
"metadata": {},
"output_type": "execute_result"
"from sklearn.preprocessing import PolynomialFeatures\n",
"\n",
"df = pd.read_csv(\"xor.csv\")\n",
"features = df.iloc[:10, :-1]\n",
"preproc = PolynomialFeatures(2, include_bias=False)\n",
"data = preproc.fit_transform(features)\n",
"pd.concat([features, pd.DataFrame(data)], axis=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case \n",
"- 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",
"A complete description can be found here: https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.PolynomialFeatures.html"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following script now learns classifiers on different data sets and plots decision surfaces."
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"297 out of 300 predicted correctly\n"
"image/png": 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"height": 363,
"width": 383
}
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.svm import LinearSVC, SVC\n",
"from sklearn.preprocessing import PolynomialFeatures\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
"\n",
"def train_and_plot_decision_surface(clf, preproc, features, labels, marker=\"o\", N=400):\n",
" \n",
" features = np.array(features)\n",
" xmin, ymin = features.min(axis=0)\n",
" xmax, ymax = features.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_clf = preproc.fit_transform(points)\n",
" features = preproc.fit_transform(features)\n",
" else:\n",
" points_for_clf = points\n",
" \n",
" clf.fit(features, labels)\n",
" predicted = clf.predict(features)\n",
" print(sum(predicted == labels), \"out of\", len(labels), \"predicted correctly\")\n",
" classes = np.array(clf.predict(points_for_clf), dtype=bool) \n",
" plt.plot(points[~classes][:, 0], points[~classes][:, 1], c=\"steelblue\", marker=marker, markersize=1, alpha=.05);\n",
" plt.plot(points[classes][:, 0], points[classes][:, 1], c=\"chocolate\", marker=marker, markersize=1, alpha=.05);\n",
"\n",
"\n",
"df = pd.read_csv(\"2d_points.csv\")\n",
"\n",
"features = df.iloc[:, :-1]\n",
"labels = df.iloc[:, -1]\n",
"\n",
"plt.figure(figsize=(6, 6));\n",
"\n",
"clf = LinearSVC()\n",
"# clf = LogisticRegression()\n",
"# clf = SVC(gamma=.1)\n",
"# clf = DecisionTreeClassifier(max_depth=6)\n",
"# clf = KNeighborsClassifier(10)\n",
"\n",
"# preproc = PolynomialFeatures(2, include_bias=False)\n",
"# preproc = None\n",
"\n",
"train_and_plot_decision_surface(clf, preproc, features, labels)\n",
"\n",
"colors = [[\"steelblue\", \"chocolate\"][i] for i in labels]\n",
"plt.scatter(features.iloc[:, 0], features.iloc[:, 1], color=colors, marker='o');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-danger\">\n",
"<strong>TODO:</strong> explain shitty init plot and add poly features for \"2d_points\" first + give a sense on how some classifiers work??.</div>\n",
"You tasks are:\n",
"- modify the script to use the `xor.csv` data set.\n",
"- compare classifiers which are outcommented in the script.\n",
"- try to tune classifiers parameters.\n",
"- activate the feature engineering step and experiment with both classifiers and their parameters.\n"
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:9: UserWarning: get_ipython_dir has moved to the IPython.paths module since IPython 4.0.\n",
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" if __name__ == '__main__':\n"
]
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" \n",
" \n",
" div #notebook {\n",
" # font-size: 10pt; \n",
" line-height: 145%;\n",
" }\n",
" \n",
" li {\n",
" line-height: 145%;\n",
" }\n",
"\n",
" div.output_area pre {\n",
" background: #fff9d8 !important;\n",
" padding: 5pt;\n",
" \n",
" -webkit-print-color-adjust: exact; \n",
" \n",
" }\n",
" \n",
" \n",
" \n",
" h1, h2, h3, h4 {\n",
" font-family: Kameron, arial;\n",
" }\n",
" \n",
" div#maintoolbar {display: none !important;}\n",
" </style>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
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"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#REMOVEBEGIN\n",
"# THE LINES BELOW ARE JUST FOR STYLING THE CONTENT ABOVE !\n",
"\n",
"from IPython import utils\n",
"from IPython.core.display import HTML\n",
"import os\n",
"def css_styling():\n",
" \"\"\"Load default custom.css file from ipython profile\"\"\"\n",
" base = utils.path.get_ipython_dir()\n",
" styles = \"\"\"<style>\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Source+Code+Pro');\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
" @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Lato');\n",
" @import url('http://fonts.googleapis.com/css?family=Source+Sans+Pro');\n",
" \n",
" @import url('http://fonts.googleapis.com/css?family=Lora'); \n",
"\n",
" \n",
" body {\n",
" font-family: 'Lora', Consolas, sans-serif;\n",
" \n",
" -webkit-print-color-adjust: exact important !;\n",
" \n",
" \n",
" \n",
" }\n",
"\n",
" .alert-block {\n",
" width: 95%;\n",
" margin: auto;\n",
" }\n",
" \n",
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" .rendered_html code\n",
" {\n",
" color: black;\n",
" background: #eaf0ff;\n",
" background: #f5f5f5; \n",
" padding: 1pt;\n",
" font-family: 'Source Code Pro', Consolas, monocco, monospace;\n",
" }\n",
" \n",
" p {\n",
" line-height: 140%;\n",
" }\n",
" \n",
" strong code {\n",
" background: red;\n",
" }\n",
" \n",
" em {\n",
" color: green;\n",
" }\n",
" \n",
" .rendered_html strong code\n",
" {\n",
" background: #f5f5f5;\n",
" }\n",
" \n",
" .CodeMirror pre {\n",
" font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
" }\n",
" \n",
" .cm-s-ipython span.cm-keyword {\n",
" font-weight: normal;\n",
" }\n",
" \n",
" strong {\n",
" background: #f5f5f5;\n",
" margin-top: 4pt;\n",
" margin-bottom: 4pt;\n",
" padding: 2pt;\n",
" border: 0.5px solid #a0a0a0;\n",
" font-weight: bold;\n",
" color: darkred;\n",
" }\n",
" \n",
" \n",
" div #notebook {\n",
" # font-size: 10pt; \n",
" line-height: 145%;\n",
" }\n",
" \n",
" li {\n",
" line-height: 145%;\n",
" }\n",
"\n",
" div.output_area pre {\n",
" background: #fff9d8 !important;\n",
" padding: 5pt;\n",
" \n",
" -webkit-print-color-adjust: exact; \n",
" \n",
" }\n",
" \n",
" \n",
" \n",
" h1, h2, h3, h4 {\n",
" font-family: Kameron, arial;\n",
" }\n",
" \n",
" div#maintoolbar {display: none !important;}\n",
" </style>\"\"\"\n",
" return HTML(styles)\n",
"css_styling()\n",
"#REMOVEEND"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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",