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Mikolaj Rybinski
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{
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"metadata": {},
"outputs": [
{
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"execution_count": 1,
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"output_type": "execute_result"
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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())"
]
},
Mikolaj Rybinski
committed
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Chapter 6: An overview of classifiers"
Mikolaj Rybinski
committed
]
},
{
"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:"
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\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",
"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",
" # 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",
" # 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",
" # 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",
" xy[:,0], xy[:,1],\n",
" marker=marker, color=samples_color(labels, colors=colors),\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",
"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",
"metadata": {},
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"outputs": [
{
"data": {
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" <th>0</th>\n",
" <td>-1.539782</td>\n",
" <td>0.950822</td>\n",
" <td>False</td>\n",
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" <th>1</th>\n",
" <td>0.436266</td>\n",
" <td>-1.768324</td>\n",
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"text/plain": [
" x y label\n",
"0 -1.539782 0.950822 False\n",
"1 0.436266 -1.768324 False"
]
},
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"df.head(2)"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 326
},
"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",
"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": 304,
"width": 326
},
"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",
"# Let's use 5 neighbors to learn\n",
"classifier = KNeighborsClassifier(n_neighbors=5)\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",
"\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",
"We can query directly for the closest neighbors of a point. Let's check neighborhood of the origin:"
]
},
{
"cell_type": "code",
"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",
" <td>0.028310</td>\n",
" <td>0.042214</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>False</td>\n",
" <td>0.142137</td>\n",
" </tr>\n",
" <tr>\n",
" <td>-0.219754</td>\n",
" <td>-0.073249</td>\n",
" <td>0.231641</td>\n",
" </tr>\n",
" <tr>\n",
" <td>0.186789</td>\n",
" <td>-0.246576</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>True</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 False 0.050828\n",
"137 0.091190 0.109028 False 0.142137\n",
"194 0.186789 -0.246576 False 0.309338\n",
"216 -0.082451 0.314070 True 0.324712"
"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": [
"Experiment with the few classifier parameters. Start with number of neighbors (`n_neighbors`) but also try the Manhatan distance norm `p = 1` (`2` is Euclidian distance).\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. It depends on many factors; 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",
"</div>\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Few words about the role of optimization in ML\n",
"\n",
"Many machine learning algorithms adapt internal weights (or similar parameters) such that the predicted labels match the given labels as good as possible.\n",
"\n",
"Mathematically this is 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",
"As the optimization (cost minimization) only considers training data, minimizing the **classification error/loss** can introduce overfitting. We've seen this before in the overfitting chapter. To compensate for that we add a regularization term which penalizes more complex models.\n",
"The cost function then consists of an term measuring a classification loss and an additional **regularization penalty**:\n",
"$$\\text{cost} = \\text{classification_loss} + \\lambda \\cdot \\text{regularization_penalty}$$\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",
"* $\\lambda$ very large, $$\\text{cost} \\approx \\lambda\\cdot\\text{regularization_penalty},$$ implies less focus on training data, thus, simpler models and possible underfitting.\n",
"\n",
"This is a mathematical concept which 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",
"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; threshold is the plane's **intercept**. Then, to classify, transform the weighting result to a probability of belonging to one of the two classes using the logistic function:\n",
"\n",
"\n",
"\n",
"$$\n",
"p\\left(x_1,\\cdots,x_n\\right)=\\frac{1}{1+\\exp\\left(b - \\sum_{i=1}^{n} w_i x_i\\right)}.\n",
"$$\n",
"\n",
"which looks like that:"
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 263,
"width": 387
},
"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 class is 0\")\n",
"plt.xlabel(\"weighted sum of sample features minus threshold\");"
]
},
{
"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",
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"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 304,
"width": 316
},
"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": [
"Let's learn a logistic regression model. The regularization weight is passed here in \"inverse\", as 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",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can find the Logistic Regression method in the `sklearn.linear_model` module."
{
"cell_type": "code",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"train score: 98.67%\n",
"test score: 100.00%\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": [
"Let's see how does the separation line look like here and what happens if we put more weight on the classification loss (increase `C` parameter)."
]
},
{
"cell_type": "code",
"metadata": {},
"outputs": [
"feature weights: [[1.0954062 1.57492098]]\n",
"\n",
"\n",
"With C=100\n",
"\n",
"train score: 100.00%\n",
"test score: 96.00%\n",
"feature weights: [[2.41793662 7.8702219 ]]\n"
]
},
{
"data": {
"image/png": 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]
},
"metadata": {
"image/png": {
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax_arr = plt.subplots(ncols=2, nrows=1, figsize=(2*5, 5))\n",
"plot_decision_surface(\n",
" features_2d, labelv, classifier,\n",
" test_features_2d=X_test, test_labels=y_test,\n",
"print('feature weights:', classifier.coef_)\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 = - minus threshold\n",
"\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",
" plt.plot(x, y, color='k', linestyle=':');\n",
"\n",
"plot_separation_line(features_2d, classifier, plt=ax_arr[0])\n",
"print()\n",
"print()\n",
"print('With C=100')\n",
"print()\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",
"plot_separation_line(features_2d, classifier, plt=ax_arr[1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Exercise section\n",
"\n",
"1. Why did the test score drop when we penalized 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": [],
"# SOLUTION\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!)"
]
},
{
"cell_type": "code",
"metadata": {
"tags": [
"solution"
]
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" alcohol_content bitterness darkness fruitiness is_yummy\n",
"0 3.739295 0.422503 0.989463 0.215791 0\n",
"1 4.207849 0.841668 0.928626 0.380420 0\n",
"\n",
"# Norm l1\n",
"\n",
"## C: 0.01\n",
"weights: [0. 0. 0. 0.]\n",
"## C: 0.1\n",
"test score: 66.67%\n",
"weights: [-0.09057948 0. 0.27456858 0. ]\n",
"test score: 92.98%\n",
"weights: [1.29573925 8.61871858 0.90005591 0. ]\n",
"test score: 94.74%\n",
"weights: [ 5.67333387 20.68179267 1.76197041 0. ]\n",
"test score: 92.98%\n",
"weights: [ 7.43227807 26.72351703 2.1125989 -2.48583821]\n",
"test score: 92.98%\n",
"weights: [ 6.95032461 26.26177059 2.03052396 -3.830092 ]\n",
"\n",
"# Norm l2\n",
"\n",
"## C: 0.01\n",
"weights: [-0.05644481 0.078021 0.20025913 0.03537984]\n",
"## C: 0.1\n",
"weights: [-0.2026867 0.72557105 0.41866017 0.33356343]\n",
"## C: 1\n",
"weights: [-0.13336513 3.20664331 0.62583184 1.34927335]\n",
"## C: 10\n",
"weights: [1.27359696 7.80018915 0.94662046 2.31341785]\n",
"## C: 100\n",
"weights: [ 4.07677437 16.04521164 1.47773601 1.14182175]\n",
"## C: 1000\n",
"weights: [ 6.90597833 25.33820878 2.00465262 -2.59165501]\n",
"\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mikolajr/Workspace/courses/machinelearning-introduction-workshop/.venv/lib/python3.7/site-packages/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n",
"/Users/mikolajr/Workspace/courses/machinelearning-introduction-workshop/.venv/lib/python3.7/site-packages/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n",
"/Users/mikolajr/Workspace/courses/machinelearning-introduction-workshop/.venv/lib/python3.7/site-packages/sklearn/svm/base.py:931: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.\n",
" \"the number of iterations.\", ConvergenceWarning)\n"
]
}
],
"source": [
"# SOLUTION\n",
"import pandas as pd\n",
"\n",
"print(df.head(2))\n",
"\n",
"features_4d = df.iloc[:, :-1]\n",
"labelv = df.iloc[:, -1]\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(features_4d, labelv, random_state=0)\n",
"\n",
"C_values = [0.01, 0.1, 1, 10, 100, 1000]\n",
"penalty_values = ['l1', 'l2']\n",
"\n",
"print()\n",
"for norm in penalty_values:\n",
" print('# Norm ', norm)\n",
" print()\n",
" for C in C_values:\n",
" print('## C: ', C)\n",
" classifier = LogisticRegression(C=C, penalty=norm, dual=False, solver='liblinear')\n",
" classifier.fit(X_train, y_train)\n",
" print('test score: {:.2f}%'.format(100*classifier.score(X_test, y_test)))\n",
" print('weights: ', classifier.coef_[0])\n",
" print()\n"
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div class=\"alert alert-block alert-info\">\n",
"<p><i class=\"fa fa-info-circle\"></i> \n",
"The <strong>classification loss</strong> in logistic regression is a so called <em>negative-log likelihood</em>, i.e. a negative logarithm of the logistic probability above:\n",
"<p/>\n",
"$$ \\text{classification_loss} = -\\log(p(x^k; p^k)) = \\log{\\left(1+\\exp{\\left(y^k\\left(b - \\sum_{i=1}^{n} w_i x_i^k\\right)\\right)}\\right)}$$\n",
"where $y^k$ is -1 or 1, representing class of $k$-th sample from the training data, corresponding, respectively, to class below and above the threshold (the separation line).\n",
"The $+/-$ sign for the class penalizes missclassifications. If sample is below the threshold $\\sum_{i=1}^{n} w_i x_i^k < b$ and have the correct class $y^k = -1$, then we have $\\exp{\\left(\\text{negative value}\\right)}$ giving small loss. In case of misclassification $\\exp{\\left(\\text{positive value}\\right)}$ gives a much bigger loss.\n",
"</p>\n",
"</div>\n",
"<div class=\"alert alert-block alert-info\">\n",
"<p><i class=\"fa fa-info-circle\"></i> \n",
"The <strong>reqularization penalty</strong> in logistic regression is a <em>norm of the learnt weights</em>, denoted as:\n",
"$$\\text{regularization_penalty} = \\left\\lVert w \\right\\rVert_p$$\n",
"Using <em>L1 norm</em> ($p=1$, Manhatan distance from origin, which is sum of absolute weight values) is know for finding sparse solutions, i.e. eliminating features (weight equal to 0) when they are have low significance. With the default <em>L2 norm</em> ($p=2$, Euclidian distance from origin, which is square root of sum of squared weight values), weights of insignificant features would have small non-zero values instead.\n",
"<p>\n",
"In <code>LogisticRegression</code> class, <code>penalty</code> parameter allows to specify type of norm to use.\n",
"</p>\n",
"\n",
"<p>\n",
"Note that any solution weights and its threshold can be scaled to give the same result. Thus the regularization penalty not only prevents overfitting but also ensures a unique solution.\n",
"</p>\n",