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{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"execution": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:02.149344Z",
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"shell.execute_reply": "2021-02-19T14:56:02.499589Z",
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"outputs": [
{
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" @import url('http://fonts.googleapis.com/css?family=Kameron');\n",
" @import url('http://fonts.googleapis.com/css?family=Crimson+Text');\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",
" -webkit-print-color-adjust: exact important !;\n",
" .alert-block {\n",
" width: 95%;\n",
" margin: auto;\n",
" }\n",
" .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",
" p {\n",
" line-height: 140%;\n",
" }\n",
" strong code {\n",
" background: red;\n",
" }\n",
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" {\n",
" background: #f5f5f5;\n",
" }\n",
" .CodeMirror pre {\n",
" font-family: 'Source Code Pro', monocco, Consolas, monocco, monospace;\n",
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" font-weight: normal;\n",
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" }\n",
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" background: #fff9d8 !important;\n",
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" }\n",
" div#toc-wrapper {\n",
" border-left: 20px solid #1F407A;\n",
" border-top: 20px solid #1F407A;\n",
"\n",
" }\n",
"\n",
" body {\n",
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" }\n",
"</style>\n",
" <script>\n",
"IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
" return false;\n",
"}\n",
" </script>\n",
"\n",
"\n",
"<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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},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# IGNORE THIS CELL WHICH CUSTOMIZES LAYOUT AND STYLING OF THE NOTEBOOK !\n",
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import warnings\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning)\n",
"warnings.filterwarnings = lambda *a, **kw: None\n",
"from IPython.core.display import HTML\n",
"\n",
"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": {
"execution": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:02.502286Z",
"iopub.status.busy": "2021-02-19T14:56:02.502054Z",
"iopub.status.idle": "2021-02-19T14:56:02.530802Z",
"shell.execute_reply": "2021-02-19T14:56:02.530021Z",
"shell.execute_reply.started": "2021-02-19T14:56:02.502265Z"
"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",
" features_2d,\n",
" labels,\n",
" classifier,\n",
" preprocessing=None,\n",
" plt=plt,\n",
" marker=\".\",\n",
" N=100,\n",
" alpha=0.2,\n",
" colors=[\"steelblue\", \"chocolate\"],\n",
" title=None,\n",
" test_features_2d=None,\n",
" test_labels=None,\n",
" test_s=60,\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",
" # classify grid points\n",
" classes = classifier.predict(points)\n",
"\n",
" # plot classes color mesh\n",
" ZZ = classes.reshape(XX.shape) # shape: NxN\n",
" XX,\n",
" YY,\n",
" ZZ,\n",
" alpha=alpha,\n",
" cmap=matplotlib.colors.ListedColormap(colors),\n",
" shading=\"auto\",\n",
" )\n",
" # plot points\n",
" plt.scatter(\n",
" xy[:, 0],\n",
" xy[:, 1],\n",
" marker=marker,\n",
" 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],\n",
" test_xy[:, 1],\n",
" s=test_s,\n",
" facecolors=\"none\",\n",
Mikolaj Rybinski
committed
" linewidths=2,\n",
" color=samples_color(test_labels),\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": {
"execution": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:02.532450Z",
"iopub.status.busy": "2021-02-19T14:56:02.532055Z",
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"shell.execute_reply": "2021-02-19T14:56:02.786987Z",
"shell.execute_reply.started": "2021-02-19T14:56:02.532422Z"
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"outputs": [
{
"data": {
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" <td>-1.539782</td>\n",
" <td>0.950822</td>\n",
" <td>True</td>\n",
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" <td>0.436266</td>\n",
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"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": {
"execution": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:02.789096Z",
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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": {
"execution": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:03.007102Z",
"iopub.status.busy": "2021-02-19T14:56:03.006892Z",
"iopub.status.idle": "2021-02-19T14:56:04.056914Z",
"shell.execute_reply": "2021-02-19T14:56:04.056524Z",
"shell.execute_reply.started": "2021-02-19T14:56:03.007056Z"
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train score: 97.33%\n",
"test score: 93.60%\n"
]
},
{
"data": {
Mikolaj Rybinski
committed
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 305,
"width": 331
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" features_2d, labelv, random_state=10\n",
")\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,\n",
" labelv,\n",
" classifier,\n",
" test_features_2d=X_test,\n",
" test_labels=y_test,\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
Mikolaj Rybinski
committed
"About the plot: **the points surrounded with 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": {
"execution": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:04.057907Z",
"iopub.status.busy": "2021-02-19T14:56:04.057784Z",
"iopub.status.idle": "2021-02-19T14:56:04.069684Z",
"shell.execute_reply": "2021-02-19T14:56:04.069037Z",
"shell.execute_reply.started": "2021-02-19T14:56:04.057892Z"
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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",
" <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",
]
},
{
"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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Mikolaj Rybinski
committed
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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(\n",
" features_2d, labelv, random_state=10\n",
")\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",
" 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(\n",
" \" train score: {:.2f}%\".format(100 * classifier.score(X_train, y_train))\n",
" )\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",
{
"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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Mikolaj Rybinski
committed
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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",
"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": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:04.401346Z",
"iopub.status.busy": "2021-02-19T14:56:04.401060Z",
"iopub.status.idle": "2021-02-19T14:56:04.410423Z",
"shell.execute_reply": "2021-02-19T14:56:04.409932Z",
"shell.execute_reply.started": "2021-02-19T14:56:04.401305Z"
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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",
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:04.411646Z",
"iopub.status.busy": "2021-02-19T14:56:04.411478Z",
"iopub.status.idle": "2021-02-19T14:56:04.573435Z",
"shell.execute_reply": "2021-02-19T14:56:04.572922Z",
"shell.execute_reply.started": "2021-02-19T14:56:04.411627Z"
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"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": {
Mikolaj Rybinski
committed
"iopub.execute_input": "2021-02-19T14:56:04.574861Z",
"iopub.status.busy": "2021-02-19T14:56:04.574659Z",
"iopub.status.idle": "2021-02-19T14:56:04.588517Z",
"shell.execute_reply": "2021-02-19T14:56:04.587791Z",
"shell.execute_reply.started": "2021-02-19T14:56:04.574840Z"
"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": [