{"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/1.0/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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", "text/plain": ["
"]}, "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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", "text/plain": ["
"]}, "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": "scikit-activeml", "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": "3.12.11"}, "nbsphinx": {"orphan": true}}, "nbformat": 4, "nbformat_minor": 4}