{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np \n", "import pandas as pd\n", "import matplotlib as mpl \n", "import matplotlib.pyplot as plt \n", "\n", "from sklearn.linear_model import Lasso, LassoCV, Ridge\n", "from sklearn.model_selection import cross_val_predict, train_test_split\n", "\n", "from yellowbrick.datasets import load_concrete\n", "from yellowbrick.regressor import AlphaSelection, PredictionError, ResidualsPlot\n", "\n", "mpl.rcParams['figure.figsize'] = (9,6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Yellowbrick - Regression Examples \n", "\n", "The Yellowbrick library is a diagnostic visualization platform for machine learning that allows data scientists to steer the model selection process. It extends the scikit-learn API with a new core object: the Visualizer. Visualizers allow visual models to be fit and transformed as part of the scikit-learn pipeline process, providing visual diagnostics throughout the transformation of high-dimensional data.\n", "\n", "Estimator score visualizers *wrap* scikit-learn estimators and expose the Estimator API such that they have `fit()`, `predict()`, and `score()` methods that call the appropriate estimator methods under the hood. Score visualizers can wrap an estimator and be passed in as the final step in a `Pipeline` or `VisualPipeline`.\n", "\n", "In machine learning, regression models attempt to predict a target in a continuous space. Yellowbrick has implemented the following regressor score visualizers that display the instances in model space to better understand how the model is making predictions:\n", "- `AlphaSelection` visual tuning of regularization hyperparameters\n", "- `PredictionError` plot the expected vs. the actual values in model space \n", "- `Residuals Plot` plot the difference between the expected and actual values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load Data\n", "\n", "Yellowbrick provides several datasets wrangled from the [UCI Machine Learning Repository](http://archive.ics.uci.edu/ml/). For the following examples, we'll use the `concrete` dataset, since it is well-suited for regression tasks.\n", "\n", "The `concrete` dataset contains 1030 instances and 9 attributes. Eight of the attributes are explanatory variables, including the age of the concrete and the materials used to create it, while the target variable `strength` is a measure of the concrete's compressive strength (MPa)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Use Yellowbrick to load the concrete dataset\n", "X, y = load_concrete()\n", "\n", "# Create the train and test data \n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residuals Plot \n", "\n", "A residual is the difference between the observed value of the target variable (y) and the predicted value (ŷ), i.e. the error of the prediction. The `ResidualsPlot` Visualizer shows the difference between residuals on the vertical axis and the dependent variable on the horizontal axis, allowing you to detect regions within the target that may be susceptible to more or less error. \n", "\n", "If the points are randomly dispersed around the horizontal axis, a linear regression model is usually well-suited for the data; otherwise, a non-linear model is more appropriate. The following example shows a fairly random, uniform distribution of the residuals against the target in two dimensions. This seems to indicate that our linear model is performing well." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Instantiate the linear model and visualizer \n", "model = Ridge()\n", "visualizer = ResidualsPlot(model)\n", "\n", "visualizer.fit(X_train, y_train) # Fit the training data to the visualizer\n", "visualizer.score(X_test, y_test) # Evaluate the model on the test data \n", "g = visualizer.poof() # Draw/show/poof the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yellowbrick's `ResidualsPlot` Visualizer also displays a histogram of the error values along the right-hand side. In the example above, the error is normally distributed around zero, which also generally indicates a well-fitted model. If the histogram is not desired, it can be turned off with the `hist=False` flag." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Instantiate the linear model and visualizer \n", "model = Ridge()\n", "visualizer = ResidualsPlot(model, hist=False)\n", "\n", "visualizer.fit(X_train, y_train) # Fit the training data to the visualizer\n", "visualizer.score(X_test, y_test) # Evaluate the model on the test data \n", "g = visualizer.poof() # Draw/show/poof the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Prediction Error Plot \n", "\n", "Yellowbrick's `PredictionError` Visualizer plots the actual targets from the dataset against the predicted values generated by the model. This allows us to see how much variance is in the model. Data scientists can diagnose regression models using this plot by comparing against the 45-degree line, where the prediction exactly matches the model." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Instantiate the linear model and visualizer \n", "model = Lasso()\n", "visualizer = PredictionError(model)\n", "\n", "visualizer.fit(X_train, y_train) # Fit the training data to the visualizer\n", "visualizer.score(X_test, y_test) # Evaluate the model on the test data \n", "g = visualizer.poof() # Draw/show/poof the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Alpha Selection Visualizer\n", "\n", "The `AlphaSelection` Visualizer demonstrates how different values of alpha influence model selection during the regularization of linear models. Since regularization is designed to penalize model complexity, the higher the alpha, the less complex the model, decreasing the error due to variance (overfit). However, alphas that are too high increase the error due to bias (underfit). Therefore, it is important to choose an optimal alpha such that the error is minimized in both directions.\n", "\n", "To do this, typically you would you use one of the \"RegressionCV” models in scikit-learn. E.g. instead of using the `Ridge` (L2) regularizer, use `RidgeCV` and pass a list of alphas, which will be selected based on the cross-validation score of each alpha. This visualizer wraps a “RegressionCV” model and visualizes the alpha/error curve. If the visualization shows a jagged or random plot, then potentially the model is not sensitive to that type of regularization and another is required (e.g. L1 or Lasso regularization)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a list of alphas to cross-validate against \n", "alphas = np.logspace(-10, 1, 400)\n", "\n", "# Instantiate the linear model and visualizer \n", "model = LassoCV(alphas=alphas)\n", "visualizer = AlphaSelection(model)\n", "\n", "visualizer.fit(X, y) # Fit the data to the visualizer\n", "g = visualizer.poof() # Draw/show/poof the data" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python 3", "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 1 }