{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Iris Species Classification with Conditional GMM\n", "\n", "This example shows how to use conditional GMMs to model the relationship between flower measurements and species.\n", "\n", "**What you'll see:**\n", "- Conditional density plots for each iris species\n", "- Data points overlaid on the density contours\n", "- Comparison of different GMM approaches\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dataset: 150 samples, 2 features\n", "Species: ['setosa' 'versicolor' 'virginica']\n" ] } ], "source": [ "import matplotlib\n", "matplotlib.use('module://matplotlib_inline.backend_inline') # must be before pyplot import\n", "import numpy as np\n", "from sklearn.datasets import load_iris\n", "from sklearn.preprocessing import OneHotEncoder\n", "from cgmm import ConditionalGMMRegressor, MixtureOfExpertsRegressor, DiscriminativeConditionalGMMRegressor\n", "\n", "# Load and prepare iris data\n", "iris = load_iris()\n", "X = iris.data[:, :2] # Use only first 2 features for visualization\n", "y_labels = iris.target\n", "species_names = iris.target_names\n", "\n", "# One-hot encode species labels\n", "encoder = OneHotEncoder(sparse_output=False)\n", "y_onehot = encoder.fit_transform(y_labels.reshape(-1, 1))\n", "\n", "print(f\"Dataset: {X.shape[0]} samples, {X.shape[1]} features\")\n", "print(f\"Species: {species_names}\")\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Model Performance:\n", "========================================\n", "ConditionalGMM : Log-likelihood = -0.785\n", "MixtureOfExperts: Log-likelihood = -0.719\n", "Discriminative : Log-likelihood = -0.785\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Fit all three models\n", "models = {\n", " 'ConditionalGMM': ConditionalGMMRegressor(n_components=3, random_state=42),\n", " 'MixtureOfExperts': MixtureOfExpertsRegressor(n_components=3, random_state=42),\n", " 'Discriminative': DiscriminativeConditionalGMMRegressor(n_components=3, random_state=42)\n", "}\n", "\n", "# Train models and create visualization\n", "fig, axes = plt.subplots(3, 1, figsize=(10, 15))\n", "colors = ['red', 'green', 'blue']\n", "\n", "for idx, (name, model) in enumerate(models.items()):\n", " model.fit(y_onehot, X)\n", " ax = axes[idx]\n", " \n", " # Create grid for density evaluation\n", " x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", " y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", " xx, yy = np.meshgrid(np.linspace(x_min, x_max, 100), np.linspace(y_min, y_max, 100))\n", " grid_points = np.column_stack([xx.ravel(), yy.ravel()])\n", " \n", " # Plot conditional densities for each species\n", " for species_idx in range(3):\n", " # Create batch of species labels for all grid points\n", " species_onehot_batch = np.zeros((grid_points.shape[0], 3))\n", " species_onehot_batch[:, species_idx] = 1.0\n", " \n", " # Calculate density for all grid points at once using log_prob\n", " log_density = model.log_prob(species_onehot_batch, grid_points)\n", " density = np.exp(log_density)\n", " density = density.reshape(xx.shape)\n", " \n", " # Normalize density for better visualization\n", " density = density / density.max()\n", " \n", " # Plot contour with same color as data points\n", " ax.contour(xx, yy, density, levels=5, alpha=0.8, colors=[colors[species_idx]], linewidths=2)\n", " \n", " # Plot data points for this species\n", " species_mask = y_labels == species_idx\n", " ax.scatter(X[species_mask, 0], X[species_mask, 1], \n", " c=colors[species_idx], s=30, alpha=0.8, \n", " label=species_names[species_idx])\n", " \n", " ax.set_xlabel('Sepal Length')\n", " ax.set_ylabel('Sepal Width')\n", " ax.set_title(f'{name}')\n", " ax.legend()\n", " ax.set_aspect('equal')\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# Show performance metrics\n", "print(\"Model Performance:\")\n", "print(\"=\" * 40)\n", "for name, model in models.items():\n", " score = model.score(y_onehot, X)\n", " print(f\"{name:15}: Log-likelihood = {score:.3f}\")\n" ] }, { "cell_type": "markdown", "id": "0e7c5888", "metadata": {}, "source": [ "## Gallery Image" ] }, { "cell_type": "code", "execution_count": 12, "id": "20869ac2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# Gallery image\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8,6))\n", "\n", "colors = ['red', 'green', 'blue']\n", "name = 'Discriminative'\n", "model = DiscriminativeConditionalGMMRegressor(n_components=3, random_state=42)\n", "\n", "model.fit(y_onehot, X)\n", "\n", "# Create grid for density evaluation\n", "x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", "y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "xx, yy = np.meshgrid(np.linspace(x_min, x_max, 100), np.linspace(y_min, y_max, 100))\n", "grid_points = np.column_stack([xx.ravel(), yy.ravel()])\n", "\n", "# Plot conditional densities for each species\n", "for species_idx in range(3):\n", " # Create batch of species labels for all grid points\n", " species_onehot_batch = np.zeros((grid_points.shape[0], 3))\n", " species_onehot_batch[:, species_idx] = 1.0\n", " \n", " # Calculate density for all grid points at once using log_prob\n", " log_density = model.log_prob(species_onehot_batch, grid_points)\n", " density = np.exp(log_density)\n", " density = density.reshape(xx.shape)\n", " \n", " # Normalize density for better visualization\n", " density = density / density.max()\n", " \n", " # Plot contour with same color as data points\n", " ax.contour(xx, yy, density, levels=5, alpha=0.8, colors=[colors[species_idx]], linewidths=2)\n", " \n", " # Plot data points for this species\n", " species_mask = y_labels == species_idx\n", " ax.scatter(X[species_mask, 0], X[species_mask, 1], \n", " c=colors[species_idx], s=30, alpha=0.8, \n", " label=species_names[species_idx])\n", "\n", "ax.set_xlabel('Sepal Length')\n", "ax.set_ylabel('Sepal Width')\n", "ax.set_title('IRIS Flower Conditional Densities', fontsize=14)\n", "ax.legend()\n", "ax.grid()\n", "plt.tight_layout()\n", "plt.savefig('gallery_images/iris.png', dpi=150, bbox_inches='tight')\n", "\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "cgmm-3qL4zxqN-py3.11", "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": "3.11.8" } }, "nbformat": 4, "nbformat_minor": 5 }