{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Pool-based Active Learning - Getting Started" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **_Google Colab Note:_** If the notebook fails to run after installing the needed packages, try to restart the runtime (Ctrl + M) under Runtime -> Restart session.\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/scikit-activeml/scikit-activeml.github.io/blob/gh-pages/latest/generated/tutorials_colab//00_pool_getting_started.ipynb)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Notebook Dependencies**\n", "\n", "Uncomment the following cell to install all dependencies for this tutorial." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# !pip install scikit-activeml" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "The main purpose of this tutorial is to ease the implementation of our library `scikit-activeml` to new users. `scikit-activeml` is a library that executes the most important query strategies. It is built upon the well-known machine learning frame-work `scikit-learn`, which makes it user-friendly. For better understanding, we show an exemplary active learning cycle here. Let's start by importing the relevant packages from both `scikit-learn` and `scikit-activeml`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib as mlp\n", "import matplotlib.pyplot as plt\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.datasets import make_classification\n", "\n", "from skactiveml.classifier import SklearnClassifier\n", "from skactiveml.pool import UncertaintySampling\n", "from skactiveml.utils import unlabeled_indices, labeled_indices, MISSING_LABEL\n", "from skactiveml.visualization import plot_decision_boundary, plot_utilities\n", "\n", "import warnings\n", "mlp.rcParams[\"figure.facecolor\"] = \"white\"\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Data Set Generation\n", "We generate a data set of 100 data points with two clusters from the `make_classification` method of `scikit-learn`. This method also returns the true labels of each data point. In practice, however, we do not know these labels unless we ask an oracle. The labels are stored in `y_true`, which acts as an oracle." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X, y_true = make_classification(n_features=2, n_redundant=0, random_state=0)\n", "bound = [[min(X[:, 0]), min(X[:, 1])], [max(X[:, 0]), max(X[:, 1])]]\n", "plt.scatter(X[:, 0], X[:, 1], c=y_true, cmap='jet')\n", "plt.xlabel('Feature 1')\n", "plt.ylabel('Feature 2')\n", "plt.title('Data set');" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Classification\n", "Our goal is to classify the data points into two classes. To do so, we introduce a vector `y` to store the labels that we acquire from the oracle (`y_true`). As shown below, the vector `y` is unlabeled at the beginning." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan nan\n", " nan nan nan nan nan nan nan nan nan nan]\n" ] } ], "source": [ "y = np.full(shape=y_true.shape, fill_value=MISSING_LABEL)\n", "print(y)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "There are many easy-to-use classification algorithms in `scikit-learn`. In this example, we use the logistic regression classifier. Details of other classifiers can be accessed from [here](https://scikit-activeml.github.io/latest/generated/api_reference.html#module-skactiveml.classifier). As `scikit-learn` classifiers cannot cope with missing labels, we need to wrap these with the `SklearnClassifier`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "clf = SklearnClassifier(LogisticRegression(), classes=np.unique(y_true))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Query Strategy\n", "The query strategies are the central part of our library. In this example, we use uncertainty sampling with entropy to determine the most uncertain data points. All implemented strategies can be accessed from [here](https://scikit-activeml.github.io/latest/generated/api_reference.html#module-skactiveml.pool)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [], "source": [ "qs = UncertaintySampling(method='entropy', random_state=42)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "source": [ "## Active Learning Cycle\n", "In this example, we perform 20 iterations of the active learning cycle (`n_cycles=20`). In each iteration, we select one unlabeled sample to be labeled (`batch_size=1`). The sample is selected by an index (`query_idx`).\n", "\n", "The label is acquired by assigning the label from `y_true` to `y`. Then, we retrain our classifier. We continue until we reach the 20 labeled data points.\n", "Below, we see the implementation of an active learning cycle. The first figure shows the decision boundary after acquiring the label of two data points. The second figure shows the decision boundary with 10 acquired labels, which shows significant improvement compared to the first figure. The last figure shows the decision boundary after acquiring labels for 20 data points. Finally, we use the accuracy score as a performance measure, which shows the accuracy of our classifier in the specified iterations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "After 2 iterations:\n", "The accuracy score is 0.68.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "After 10 iterations:\n", "The accuracy score is 0.95.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "After 20 iterations:\n", "The accuracy score is 0.95.\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_cycles = 20\n", "y = np.full(shape=y_true.shape, fill_value=MISSING_LABEL)\n", "clf.fit(X, y)\n", "for c in range(n_cycles):\n", " query_idx = qs.query(X=X, y=y, clf=clf, batch_size=1)\n", " y[query_idx] = y_true[query_idx]\n", " clf.fit(X, y)\n", "\n", " # plotting\n", " unlbld_idx = unlabeled_indices(y)\n", " lbld_idx = labeled_indices(y)\n", " if len(lbld_idx) in [2, 10, 20]:\n", " print(f'After {len(lbld_idx)} iterations:')\n", " print(f'The accuracy score is {clf.score(X,y_true)}.')\n", " plot_utilities(qs, X=X, y=y, clf=clf, feature_bound=bound)\n", " plot_decision_boundary(clf, feature_bound=bound)\n", " plt.scatter(X[unlbld_idx,0], X[unlbld_idx,1], c='gray')\n", " plt.scatter(X[:,0], X[:,1], c=y, cmap='jet')\n", " plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "skaml", "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", "version": "3.12.9" } }, "nbformat": 4, "nbformat_minor": 4 }