{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "01182dc8", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "51f2ac61", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Supervised learning\n", "\n", "We have the human operator labels for our data, so we can train models to predict these labels instead of using them only to check our model.\n", "\n", "Examples of supervised learning include linear regression, support vector machines, neural networks (including deep learning), and more.\n", "\n", "The simplest possible supervised learning model for our classification problems is a [k-nearest-neighbors classifier](https://scikit-learn.org/stable/modules/neighbors.html#nearest-neighbors-classification) (kNN).\n", "\n", "kNN assigns labels based on the labels of a sample's *k* nearest neighbors. Let's try it out!" ] }, { "cell_type": "code", "execution_count": 2, "id": "048ff44d", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [ "import pandas as pd\n", "\n", "df = pd.read_csv(\"pellets-visual-classes-rgb.csv\", index_col=\"image\").dropna()\n", "df[\"yellowing index\"] = df[\"yellowing index\"].astype(int)" ] }, { "cell_type": "markdown", "id": "53baa2ff", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We already know that the size is mostly random so let's drop it here." ] }, { "cell_type": "code", "execution_count": 3, "id": "39b0d005", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "feature_columns = [\"r\", \"g\", \"b\"]\n", "X = df[feature_columns].values\n", "\n", "y = df[\"yellowing\"].values" ] }, { "cell_type": "code", "execution_count": 4, "id": "c1bd423e", "metadata": { "scrolled": true, "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "array(['low', 'low', 'low', 'low', 'low', 'low', 'low', 'high', 'high',\n", " 'low', 'low', 'very high', 'low', 'low', 'low', 'low', 'low',\n", " 'high', 'high', 'low', 'high', 'low', 'moderate', 'high', 'high',\n", " 'low', 'moderate', 'low', 'low', 'moderate', 'low', 'moderate',\n", " 'low', 'low', 'moderate', 'moderate', 'low', 'high', 'low', 'high',\n", " 'moderate', 'high', 'low', 'moderate', 'high', 'low', 'moderate',\n", " 'low', 'high', 'high', 'low', 'high', 'low', 'high', 'low', 'high',\n", " 'high', 'high', 'low', 'low', 'high', 'moderate', 'moderate',\n", " 'very high', 'low', 'low', 'low', 'low', 'low', 'low', 'moderate',\n", " 'low', 'low', 'low', 'low', 'low', 'low', 'moderate', 'low',\n", " 'moderate', 'high', 'high', 'high', 'high', 'high', 'high', 'low',\n", " 'low', 'low', 'low', 'low', 'low', 'low', 'high', 'low', 'high',\n", " 'low', 'moderate', 'moderate', 'high', 'moderate', 'low', 'high',\n", " 'high', 'low', 'high', 'low', 'low', 'low', 'low', 'low',\n", " 'very high', 'very high', 'low', 'high', 'moderate', 'high',\n", " 'high', 'low', 'low', 'low', 'low', 'low', 'low', 'low', 'high',\n", " 'low'], dtype=object)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import neighbors\n", "\n", "knn = neighbors.KNeighborsClassifier()\n", "knn.fit(X, y)\n", "prediction = knn.predict(X)\n", "prediction" ] }, { "cell_type": "code", "execution_count": 5, "id": "426ffca6", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0.8267716535433071" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import metrics\n", "\n", "metrics.accuracy_score(y, prediction)" ] }, { "cell_type": "markdown", "id": "15e749e2", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "Quite the improvement from our k-means attempt. Aren't we forgeting anything though? Yes, we should always standardize the data!" ] }, { "cell_type": "code", "execution_count": 6, "id": "78917add", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "from sklearn import preprocessing\n", "\n", "scaler = preprocessing.StandardScaler()\n", "scaler.fit(X)\n", "X_scaled = scaler.transform(X)" ] }, { "cell_type": "code", "execution_count": 7, "id": "608d5f06", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0.7795275590551181" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "knn = neighbors.KNeighborsClassifier()\n", "knn.fit(X_scaled, y)\n", "prediction_scaled = knn.predict(X_scaled)\n", "\n", "metrics.accuracy_score(y, prediction_scaled)" ] }, { "cell_type": "markdown", "id": "e2081f46", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The lower score means that we where overfitting before standardizing. Still, ~78% is much better than our k-means." ] }, { "cell_type": "code", "execution_count": 8, "id": "7f408a17", "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 9, "id": "95363299", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/filipe/micromamba/envs/ML/lib/python3.11/site-packages/seaborn/axisgrid.py:118: UserWarning: The figure layout has changed to tight\n", " self._figure.tight_layout(*args, **kwargs)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "redux = df[[\"r\", \"g\", \"b\", \"yellowing\"]]\n", "redux = redux.assign(knn=prediction_scaled)\n", "\n", "sns.pairplot(redux, hue=\"knn\", vars=feature_columns);" ] }, { "cell_type": "markdown", "id": "93d1a49c", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "How can we stop forgetting to standardize the data? Well, scikit-learn is awesome and has our back. We can create data processing pipelines and keep all the steps of our model in a single object. Pipelines are very robust and may contain custom steps if your data requires them" ] }, { "cell_type": "code", "execution_count": 10, "id": "93feeab7", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0.7795275590551181" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import pipeline\n", "\n", "classifier = pipeline.make_pipeline(\n", " preprocessing.StandardScaler(),\n", " neighbors.KNeighborsClassifier(),\n", ")\n", "\n", "classifier.fit(X, y)\n", "prediction_pipeline = classifier.predict(X)\n", "\n", "metrics.accuracy_score(y, prediction_pipeline)" ] }, { "cell_type": "markdown", "id": "76e03fea", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Validation" ] }, { "cell_type": "code", "execution_count": 11, "id": "9f2284f2", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "((95, 3), (32, 3))" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import model_selection\n", "\n", "split = model_selection.train_test_split(X, y)\n", "\n", "X_train, X_test, y_train, y_test = split\n", "\n", "X_train.shape, X_test.shape" ] }, { "cell_type": "code", "execution_count": 12, "id": "2b67b487", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/html": [ "
Pipeline(steps=[('standardscaler', StandardScaler()),\n",
       "                ('kneighborsclassifier', KNeighborsClassifier())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "Pipeline(steps=[('standardscaler', StandardScaler()),\n", " ('kneighborsclassifier', KNeighborsClassifier())])" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "classifier.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": 13, "id": "fa0edd93", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0.71875" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "metrics.accuracy_score(y_test, classifier.predict(X_test))" ] }, { "cell_type": "code", "execution_count": 14, "id": "a8a71074", "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "array([0.69230769, 0.65384615, 0.84 , 0.68 , 0.72 ])" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores = model_selection.cross_val_score(classifier, X, y)\n", "scores" ] }, { "cell_type": "code", "execution_count": 15, "id": "45209b7a", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ "0.7172307692307692" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scores.mean()" ] }, { "cell_type": "markdown", "id": "6d0a9e78", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "We reduce our accuracy when performing a test/train split. Why that happened? The first guess is that our model may be \"data hungry.\" We just don't have enough samples on each class to predict them." ] }, { "cell_type": "code", "execution_count": 16, "id": "c2caa8cf", "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[\"yellowing\"].value_counts().plot.barh(title=\"yellowing\");" ] }, { "cell_type": "markdown", "id": "58ee4942", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "The data is unbalanced! That can we do next?\n", "\n", "- Try to balance the current data;\n", "- Collect more data and see if the dataset balance itself out;\n", "- Choose a technique that is more robust to unbalanced data, like Decision Trees (DT).\n", "\n", "PS: Check this [awesome paper](https://hal.archives-ouvertes.fr/hal-03723551) on DTs." ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.4" }, "livereveal": { "auto_select": "none", "footer": " ", "header": "", "start_slideshow_at": "selected" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 5 }