From 93cb90c2260723946d69b2dbfefa9e5d3529a666 Mon Sep 17 00:00:00 2001 From: jzsmoreno <42299052+jzsmoreno@users.noreply.github.com> Date: Fri, 24 Jan 2025 00:00:32 -0600 Subject: [PATCH 1/3] Create A2_Gaussian_Mixture.ipynb --- mlcourse/src/A2_Gaussian_Mixture.ipynb | 227 +++++++++++++++++++++++++ 1 file changed, 227 insertions(+) create mode 100644 mlcourse/src/A2_Gaussian_Mixture.ipynb diff --git a/mlcourse/src/A2_Gaussian_Mixture.ipynb b/mlcourse/src/A2_Gaussian_Mixture.ipynb new file mode 100644 index 0000000..6685906 --- /dev/null +++ b/mlcourse/src/A2_Gaussian_Mixture.ipynb @@ -0,0 +1,227 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)]()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.mixture import GaussianMixture" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Step 1: Generate synthetic data for two classes\n", + "n_samples = 100\n", + "mean0 = [0, 0]\n", + "cov0 = [[1, 0], [0, 1]]\n", + "data0 = np.random.multivariate_normal(mean0, cov0, n_samples)\n", + "\n", + "mean1 = [3, 3]\n", + "cov1 = [[2, 0], [0, 2]]\n", + "data1 = np.random.multivariate_normal(mean1, cov1, n_samples)\n", + "\n", + "X_train = np.vstack((data0[:50], data1[:50]))\n", + "y_train = np.array([0] * 50 + [1] * 50)\n", + "\n", + "X_test = np.vstack((data0[50:], data1[50:]))\n", + "y_test = np.array([0] * 50 + [1] * 50)\n", + "\n", + "X = np.vstack((X_train, X_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.930\n" + ] + } + ], + "source": [ + "# Step 2: Fit Gaussian Mixture Models to each class\n", + "gmm0 = GaussianMixture(n_components=1).fit(X_train[:50])\n", + "gmm1 = GaussianMixture(n_components=1).fit(X_train[50:])\n", + "\n", + "# Step 3: Predict classes for test data and compute accuracy\n", + "y_pred = []\n", + "for x in X_test:\n", + " like0 = gmm0.score(x.reshape(1, -1))\n", + " like1 = gmm1.score(x.reshape(1, -1))\n", + " if like0 > like1:\n", + " y_pred.append(0)\n", + " else:\n", + " y_pred.append(1)\n", + "\n", + "accuracy = np.mean(y_pred == y_test)\n", + "print(f\"Accuracy: {accuracy:.3f}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Step 4: Visualize decision boundaries\n", + "x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n", + "y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n", + "\n", + "xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.1), np.arange(y_min, y_max, 0.1))\n", + "\n", + "grid = np.c_[xx.ravel(), yy.ravel()]\n", + "\n", + "Z = np.array([0] * len(grid))\n", + "for i, (x, y) in enumerate(zip(grid[:, 0], grid[:, 1])):\n", + " like0 = gmm0.score(np.array([x, y]).reshape(1, -1))\n", + " like1 = gmm1.score(np.array([x, y]).reshape(1, -1))\n", + " if like0 > like1:\n", + " Z[i] = 0\n", + " else:\n", + " Z[i] = 1\n", + "\n", + "Z = Z.reshape(xx.shape)\n", + "\n", + "plt.figure(figsize=(8, 6))\n", + "contour = plt.contourf(xx, yy, Z, colors=\"blue\", alpha=0.3)\n", + "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=\"viridis\", label=\"Training data\")\n", + "plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=\"plasma\", marker=\"s\", label=\"Test data\")\n", + "\n", + "plt.colorbar(contour)\n", + "plt.xlabel(\"Feature 1\")\n", + "plt.ylabel(\"Feature 2\")\n", + "plt.title(f\"Decision Boundary (Accuracy: {accuracy:.3f})\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Silhouette Score: 0.620194681166095\n", + "Adjusted Rand Index: 1.0\n" + ] + } + ], + "source": [ + "# Step 1: Generate synthetic data with multiple clusters\n", + "n_samples = 300\n", + "cluster_centers = np.array([[-5, -2], [0, 2], [5, 5]])\n", + "covariances = [[[1, 0.5], [0.5, 1]], [[1, -0.5], [-0.5, 1]], [[3, 0], [0, 3]]]\n", + "\n", + "X = np.array(\n", + " [\n", + " np.random.multivariate_normal(center, cov, int(n_samples / 3))\n", + " for center, cov in zip(cluster_centers, covariances)\n", + " ]\n", + ")\n", + "\n", + "X = np.vstack(X)\n", + "\n", + "# Step 2: Fit the Gaussian Mixture Model\n", + "gmm = GaussianMixture(n_components=3, covariance_type=\"full\")\n", + "gmm.fit(X)\n", + "\n", + "# Step 3: Predict cluster labels\n", + "labels = gmm.predict(X)\n", + "\n", + "# Step 4: Visualize the clusters and their means\n", + "plt.figure(figsize=(10, 6))\n", + "for i in range(3):\n", + " plt.scatter(X[labels == i, 0], X[labels == i, 1], label=f\"Cluster {i+1}\")\n", + "plt.scatter(gmm.means_[:, 0], gmm.means_[:, 1], marker=\"x\", s=200, c=\"red\", label=\"Cluster Centers\")\n", + "plt.title(\"Gaussian Mixture Model Clustering\")\n", + "plt.xlabel(\"Feature 1\")\n", + "plt.ylabel(\"Feature 2\")\n", + "plt.legend()\n", + "plt.show()\n", + "\n", + "# Step 5: Evaluate clustering performance\n", + "from sklearn.metrics import silhouette_score, adjusted_rand_score\n", + "\n", + "print(\"Silhouette Score:\", silhouette_score(X, labels))\n", + "print(\n", + " \"Adjusted Rand Index:\", adjusted_rand_score(labels, np.array([0] * 100 + [1] * 100 + [2] * 100))\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 1df12c759eecdb9f01da50f6a2ef5698ad3b08da Mon Sep 17 00:00:00 2001 From: jzsmoreno <42299052+jzsmoreno@users.noreply.github.com> Date: Fri, 24 Jan 2025 01:50:59 -0600 Subject: [PATCH 2/3] Update A2_Gaussian_Mixture.ipynb --- mlcourse/src/A2_Gaussian_Mixture.ipynb | 173 ++++++++++++++++++++++--- 1 file changed, 158 insertions(+), 15 deletions(-) diff --git a/mlcourse/src/A2_Gaussian_Mixture.ipynb b/mlcourse/src/A2_Gaussian_Mixture.ipynb index 6685906..3e59baf 100644 --- a/mlcourse/src/A2_Gaussian_Mixture.ipynb +++ b/mlcourse/src/A2_Gaussian_Mixture.ipynb @@ -4,13 +4,67 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)]()" + "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1-yU8EOOu4j5eG6txlnW8iRtaYPDQHtqm?usp=sharing)" ] }, { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "### **What Are Gaussian Mixture Models?**\n", + "\n", + "A **Gaussian Mixture Model** is a probabilistic model that assumes all the data points are generated from a mixture of several Gaussian distributions. Each Gaussian distribution represents a different cluster or group within the dataset.\n", + "\n", + "In simpler terms, imagine you have a dataset with overlapping groups (clusters) of data points. A GMM can help identify these hidden groups by modeling each group as a bell-shaped curve (Gaussian). The model then combines these curves to explain the overall distribution of the data.\n", + "\n", + "---\n", + "\n", + "### **Key Components of a GMM**\n", + "\n", + "1. **Mixture Coefficients**:\n", + " - These are the \"weights\" that determine the proportion of each Gaussian in the mixture.\n", + " - For example, if 60% of your data points belong to Cluster A and 40% to Cluster B, the mixture coefficients will reflect this.\n", + "\n", + "2. **Mean Vectors (μ)**:\n", + " - Each Gaussian has a mean vector that represents the center of its cluster.\n", + " - These means define where each group is located in the dataset.\n", + "\n", + "3. **Covariance Matrices (Σ)**:\n", + " - These matrices describe how the data points are spread out within each cluster.\n", + " - They capture whether clusters are spherical, elongated, or oriented in specific ways.\n", + "\n", + "---\n", + "\n", + "### **How GMMs Are Used for Clustering**\n", + "\n", + "1. **Modeling the Data**:\n", + " - A GMM assumes that the observed data is a mix of multiple Gaussian distributions. Each distribution corresponds to a cluster.\n", + " - The model tries to find the best fit by estimating the parameters (mixture coefficients, means, and covariance matrices).\n", + "\n", + "2. **Probabilistic Approach**:\n", + " - Unlike traditional clustering methods (e.g., k-means), GMMs are probabilistic. Data points can belong to multiple clusters with varying probabilities.\n", + " - For example, a data point might have a 70% chance of belonging to Cluster A and a 30% chance of belonging to Cluster B.\n", + "\n", + "3. **Expectation-Maximization (EM) Algorithm**:\n", + " - The EM algorithm is commonly used to estimate the parameters of a GMM.\n", + " - It iteratively improves the parameter estimates by alternating between two steps:\n", + " - **E-step**: Estimate the probabilities of each data point belonging to each cluster.\n", + " - **M-step**: Update the model parameters (means, covariances, and mixture coefficients) based on these probabilities.\n", + "\n", + "4. **Identifying Clusters**:\n", + " - After training the GMM, you can assign each data point to the cluster with the highest probability of containing it.\n", + " - This results in clear cluster assignments, even when clusters overlap.\n", + "\n", + "---\n", + "\n", + "### **Advantages of Using GMMs for Clustering**\n", + "\n", + "- **Probabilistic Assignments**: Data points are assigned probabilities of belonging to each cluster, providing a nuanced understanding of cluster membership.\n", + "- **Flexibility**: GMMs can handle clusters with different shapes and sizes by adjusting the covariance matrices.\n", + "- **Robustness**: GMMs are less sensitive to initialization compared to some other clustering algorithms.\n", + "\n", + "---" + ] }, { "cell_type": "code", @@ -20,7 +74,11 @@ "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "from sklearn.mixture import GaussianMixture" + "from matplotlib.patches import Ellipse\n", + "from sklearn.mixture import GaussianMixture\n", + "\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format='retina'" ] }, { @@ -28,6 +86,35 @@ "execution_count": 2, "metadata": {}, "outputs": [], + "source": [ + "# Helper function to plot ellipses\n", + "def plot_ellipse(mean, cov, ax=None, n_std=2.0):\n", + " pearson = cov[0, 1]\n", + " ellipse_radius_x = n_std * np.sqrt(cov[0, 0])\n", + " ellipse_radius_y = n_std * np.sqrt(cov[1, 1])\n", + "\n", + " ellipse_angle = np.degrees(np.arctan2(pearson, cov[0, 0]))\n", + " ellipse = Ellipse(\n", + " xy=mean,\n", + " width=ellipse_radius_x * 2,\n", + " height=ellipse_radius_y * 2,\n", + " angle=ellipse_angle,\n", + " edgecolor=\"r\",\n", + " fc=\"None\",\n", + " lw=1,\n", + " )\n", + "\n", + " if ax is None:\n", + " ax = plt.gca()\n", + "\n", + " ax.add_patch(ellipse)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], "source": [ "# Step 1: Generate synthetic data for two classes\n", "n_samples = 100\n", @@ -50,14 +137,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Accuracy: 0.930\n" + "Accuracy: 0.980\n" ] } ], @@ -82,17 +169,22 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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VLpdLt912m5o3b+65nDAnjzzyiJ5//nnP/aioKF122WWqXLmyDhw4oPnz52vPnj3q06eP7rvvvnxzc7lcnlFipUqVUtOmTVWnTh2VKVNGmZmZ2rNnj5YtW6akpCSlpKRoyJAhCg0N1YABA3x67i+99JLndVS3bl21bdtWUVFR2rFjh2dV3dGjR3vmh5w0aZIeeeSRfEf3ZV/Fd/jw4XI6nT7lk5P58+d7Xnft2rVTSEjB/uv3ySefeEZ2X3zxxWrQoIGkU/MDd+/eXT/88IOkU6MuT18+npeff/5Z/fr104kTJzyP1ahRQ23btlW5cuWUkpKiv//+W2vXrlVmZmau73HJycnq0aOHli5d6nksKipKHTt2VPXq1WWM0d69e7Vy5UodOXJEmZmZtryXFdSSJUv05JNPKjMzU3FxcerUqZPi4+N16NAhrV692qvt7t27ZYyRZVlq2LChGjZs6BkZeeTIEa1evdrz2p85c6aSkpL0zTff5Hk+FfV4233+Zt937NixXnMuFsaGDRs8t5s3b+7T+X3hhRd6Rqxn378wTA5XPeTlzNG969evz7Fdv379PCNJJ0+erLvuukv169fPse3HH3/sGdUeFxeX4/vX8ePHtX//fs/9Cy+8MN9cs7fZu3evkpKSPJeP56RVq1YqVaqUkpOT9ddff2nfvn05zssJAECBBbJqCgD+UNQRlykpKV4jIh5++OEc22VfZbdBgwY5jr7Jysoyb7/9tmc0oNPpNEuWLMkx3qpVq0xERIQnZqtWrcyyZctybLt//37z0ksvmRdffPGsbfmNuMzMzDTx8fGeNs8//7zJyMjIsZ8jR46YSZMm5diPMb6NuNyyZYspVaqUp13btm3N5s2bvdq4XC7z8ssve61kevfdd+cYzxjvUVLh4eGmfPny5vvvvz+r3cKFC02ZMmU8bceNG5drzILI3n9eIy7dbreZOnWq12jQCRMm5Nr+6NGjXiME69evb1asWHFWu6lTp3qt7HzllVf6lKsvCjqiLDw83DidTvPyyy+fNdpp165dXiOBunbtmmu/Cxcu9Bptdt1115mjR496tTl27JgZOHCgkeS1UntuIy7T09PNiBEjzIIFC3I9x9PS0sz48eM9o/bKli1rTpw4kWue2Y9nSEiIiYmJMbNmzcoxrjGnzoHatWt79pk/f36usY059Zo7fb5YlmW2bNmSZ/v8jBkzxtP3v/71rwLvX79+fc/+b775pte27COyKlSokO9ot127dnm999SuXTvH160xp14L7777rrn//vtz3D5gwABPHKfTacaNG2eSk5PPaudyucz8+fPNVVddZY4dO3bWdn+/PkJCQoxlWebpp58+6xw8fY6cNn78eDN58uQ8R1H/8ssvpl69ep74eY0StuN4233+Zj/ehfn7fKbbb78919GiuXnrrbdsGxmYfTXz3P6vkN2ePXu8jsEVV1yRY7vU1FSv986YmBjz1FNPmT/++MOcOHHCHD582CxZssQMGTLE83czJibGzJs3L8d4v/32m1e/J0+ezDfXlJQUr32WL1+e7z7t27f3tM/pfREAgMKgcAngnFPUwqUxxtSqVcsTY+TIkWdt/+WXXzzb69atm+/lutkva+3Vq1eObTp27Ohpc9FFF+VZPMlLfoXLdevWebZ37NixUH2c5kvhMnuBt169ejkWD0575ZVXPG0dDofZtm1bju3OLFyuXbs215hvvvmmp22jRo0K9Pxyk73//v37mzvvvNPr59ZbbzXXXHONqVatmqedZVnm2WefzTPuE0884WkfGxtrdu3alWvbL7/80iuPhQsX5purLwpamJFyvzTRmFPn2+mCpGVZZt++fTm269Chgydet27dcr281OVymR49enj1n1vhsiBeeOEFT7y3334713bZ+3U4HLke9+yeffZZzz65Tbtw2uuvv+5ToddXPXv29MT74IMPCrTv4sWLPfuGhoae9T6XkpLi9aXE7Nmz84w3ePBgT9uaNWuaAwcOFPj5GON9KbIkM2PGjELFMaZ4Xh++XmLtq+3bt3u+5Grbtm2u7ew63naev3YXLm+44QZPPF8uqTbGmC+++MKzT6VKlYrU/3333eeJ1apVq3zbv//++17HoH379rm2PXr0qLnsssu82uf0Exoaaq6++mqzcePGXGN99913nvZlypTx+fmVLl3as98PP/yQb/uRI0d62j/55JM+9wMAQF4oXAI459hRuGzRooUnxtVXX33W9v79+3u2f/XVVz7FbNSokad4k5CQ4LVt2bJlXgWu9evXFypvY/IvXGYvRvTv37/Q/RiTf+EyMTHRa7Thl19+mWc8l8tlmjZt6mn/0EMP5dgu+4e2vEZmGmNMUlKSZzSdZVnm+PHjPj+/3OT3QfLMn7Zt25p169blGdPtdnvNAfrKK6/km0fv3r097QcOHJhvrr4oaGGmefPm+cZs27ZtnsWtv/76yyvP/M7/v//+22t0ph2Fy4MHD3riXXPNNbm2y57nDTfc4FPsffv2ec7BiIgIk5iYmGvb7O8906ZNK+jTOEv2+XJzG22Xm9GjR3v27devX45tsr8HXHvttbnG2rNnj9dclAXNJbtevXp54vg6yi43/n59VKlSpcDzivri9Gs/t/c0O4+3neev3YXLPn36eOLlNOdzTrIX8UqVKlWk/rP/vZVkPv/881zbJiUlmTp16ni1b9asWZ7x3W63+eGHH7xGvZ75065dOzNz5kzjcrlyjfPZZ5952lesWNHn51ehQgXPfv/5z3/ybf/444972g8fPtznfgAAyAtzXAJADk6vOirJa24wScrKyvLMj1WmTBn17dvXp5hdu3bVxo0bZYzR4sWLvebNPD1PnCR169ZNTZo0KUr6eapevbrn9oIFC7Rp0ybPvHV2W7JkidLT0yWdmkfzyiuvzLO9w+HQyJEj9a9//cuTX36uv/76PLeXLl1adevW1d9//y1jjHbu3KnmzZv7+AzssXz5crVv314PPvigHnnkETkcjrPabNiwQQcOHJB0ag7QoUOH5ht31KhR+v777yUp1xWO/S2/4y+dmvts+fLlkqQdO3actT3777l169b5nv8NGjRQu3btvOY3zI/b7dbKlSu1Zs0a7dmzR0lJSV5zyWa3Zs0an2IOHDjQp3aVK1dW37599dVXXyktLU3Tp0/XHXfccVa7lStXau3atZJOrSR8zTXX+BQ/LwcPHvTcjouL83m/tLQ0ffbZZ5772VcRz27o0KGeVcW//vprHT161GuF49Pmzp3rWbG6fv366tWrl8+5ZJeenu51rt99992FilNcrrvuugLPKypJu3bt0vLly7Vp0yYdO3ZMqampXvMpbt++XZJkjNHatWt16aWXeu1v1/GW7D1/sz8HO2SfkzMsLMynfcLDwz23U1NTi9R/ly5d1LFjR89c18OHD1dWVtZZ7w07duzQ4MGDtW3bNq/H8+o/MzNT48eP18svv6zExERFR0frkksuUY0aNZSenq5169Zp9erVWrZsmQYOHKjXX39dX375pSpWrHhWrMIcJ6ngxyo+Pt5z+/TfMwAAiorCJQDkIHux8szJ6P/44w+lpKRIkkJDQ3Xvvff6FPP333/33N69e7fXtmXLlnlud+3atcD5FkT16tXVrl07LVu2TMePH1fr1q01ZMgQXX311erYsaOioqJs6yv74hNt27b16QN8x44dvfY3/79YRW58KUJmL9gkJSXl274gFixYoC5dung9ZozR8ePHtWHDBn366ad6++23lZycrMcff1wbNmzQtGnTzoqT/VidXpQjP9mP1YEDBwKyGIIdxz/7c2/fvr1P/bZv396nwmVWVpZef/11vfrqq9qzZ49PsRMSEnxq17p1a5/aSacWOfnqq68knVq8JKfCT/ZFTW666SafFqfKz+n3KkkFem3/97//1bFjxyRJZcuWzfVLhy5duqhatWras2ePMjIyNHPmzByfW/b3uDNfLwWxZs0aTxEmKipKF198caFjFYeCnCOStHTpUj300EP69ddffS7y5XS+2nW8TwvU+Zuf7H1kZGT4tM/pL9MkKTIyssg5TJ06VW3atFFCQoJSUlI0aNAgPf7442rXrp0iIiK0detWLVq0SJmZmYqKitKll16qH3/8UdKpL9ZycvLkSfXt29fzpc6tt96qF154QWXLlvVqt2LFCt100036+++/tWTJEvXq1UvLli3zKjhKhTtOUsGPVfb3mOzvPQAAFAWFSwDIwfHjxz23zxw9dHr1a0k6cuSI3nrrrQLHT0xM9LqffVRUnTp1ChyvoCZOnKjLLrtMBw8eVHJyst555x298847CgkJUcuWLdWpUyf17NlT3bp1K9KKxocPH/bcrlmzpk/71KpVy3M7IyNDJ06cyHMlU19WCT+9wrOkXEfZ2cmyLJUtW1bt27dX+/bt1bdvX/Xq1Usul0vTp09Xjx49NGzYMK99CnOsKlasqIiICE8hJyEhodgLl3Yc/+zPvUaNGj7160u79PR09evXT3PmzPEp5mlnjrLOTUFWcu/Zs6dq1qypnTt3atWqVVqzZo3XKtypqamaPn265/6oUaN8ju2rgox2Oz2KUjo1qvbMQshpDodDgwcP1osvvujZL6eill3vcdnjVK9evVCjGYtTQc6RSZMmadSoUQUelZjT+Wr335RgOH9zkv3qCF9HT2Zvl33/wqpVq5aWLFmia6+9VuvWrZMkbdmyRVu2bPFqV7FiRU2bNk3//e9/PYXLMwuRp/3zn//0FC2HDRumd999N8d2F110kebPn6+WLVvq8OHDWrNmjSZMmKAHHnjAq11hjtOZbX05VnaPqAUAQJLOvlYNAM5zKSkpXiOzKlWq5LU9e1GzsE5fwnda9g+ednyQyk+TJk20du1a3X333V6Fp6ysLK1YsUKvvPKK54Pqhx9+WOh+kpOTPbejo6N92ufMdvkVkfIajRksLr/8cg0YMMBz/6WXXjqrTWGO1ZltfS242cmO45/9ufs6KtCXYzRu3DhP0dKyLA0YMECfffaZNmzYoOPHjysjI0Pm1HzfXh+4ff3wXZDRWg6HQzfffLPnfvbRaZL0xRdfeN5b2rRpowsuuMDn2HnJfpx8LVgcOHDAq9h700035dk++2Xky5cv18aNG89qY9d7XHG/VxaVr+fIX3/9pVtvvdVz7jVt2lQTJkzQ8uXLdfDgQc+l4qd/sn/x4Xa7z4pn93EK1Pmbn+yjubMXa/OS/RLmnKY1KIz69etrzZo1mjFjhq699lpVr15dERERiomJUatWrfT000/rzz//VLdu3bxGyGafuuW0vXv3ev7uWpalZ599Ns++q1Sp4nXlx+TJk89qc+ao9+yXjufm5MmTXueRL8cq+3tMQf6OAQCQFwqXAHCGFStWyOVyee63a9fOa3v2/4xfcMEFXh8mff158sknvWJmv1wsexHHnypWrKjXX39dBw8e1M8//6ynn35avXv39hrduHfvXt1yyy265557CtVH9g/Mvl42dma73C6lK2l69uzpub1+/fqz5v8qzLE6s60dxyqnIoi/ZX/uJ0+e9Gmf/I5Renq63njjDc/9KVOmaObMmbr++uvVqFEjlSlTxmskaHEUfUeOHOkZwTxt2jSv4kH2QpCdo9Wyf/Hi6yXwU6dO9XoP7Ny5syzLyvWnWbNmXvtnH615ml3vcYF4r8zOX6+P1157zfOFVs+ePbVq1Srdc889atOmjSpUqHDWZdf5na/+OE6BOH/z07BhQ8/tnTt3+rTPrl27PLcbNWpkWy4Oh0MDBw7Uf/7zH+3atUupqak6duyYVq1apccee8wz/+P69es9+7Rp0+asOHPnzvW8/ho2bKiqVavm2/dll13mub1x48azfufZj5Pk27HKfpxyipGT7KPnz/zSFwCAwqJwCQBn+Pzzzz23HQ6HLrnkEq/t2Se+t2vy+ewxTy+6UFzCw8PVuXNnPfbYY/ruu++UkJCg77//3ut5v/HGG15zdPoq+2WSZ34Iyk32xVvCwsLOmcJl5cqVve6feTwKc6wOHTrkVTzIvjDCadkvpT1zpG9O7BhRXFCFee5nzhN7puXLl3s+vDdt2jTfxY58LXoURdWqVdWnTx9Jp6aLmDVrliRp69atWrhwoaRTX4wMGjTItj5r167tue3rHJ85FR4LYurUqWcV+Ox6j8seZ/fu3T6d03kJltfHvHnzPLefeeaZfBdQye989cfflECcv/lp3Lix5/a6det8+h2uWrUqx/2Lw7Fjx7RhwwbP/Q4dOpzVZu/evZ7bvi6odeZ7/5lzCcfExHj9Dco+r3Bush+nqlWr5jlly2nZc88+7QsAAEVB4RIAsjly5IjXh/ZevXqdNYdfy5YtPfO9HTp06Kx5rAoj+6jO+fPnFzleUYSGhqpXr16aO3eu10iqr7/+usCxWrVq5bm9fPlyr1FcuVmyZInX/iXhUnBfnDmS8MyVxbMfq40bN+ro0aP5xjy9kq10anRLTvNbZv+weeTIkTzjZWRkaNOmTfn2a7fszz37oiJ5yW9hnuxz0fqygNAvv/ziU79FNXr0aM/t06PUJk2a5LlE+Prrr7e1WJ/9kt2///473/arVq3Sn3/+6bnfpk0bXXzxxT79nC4C7tmzx6sQJ3m/x2VfRb6gWrZs6Rl9ePLkSf3222+FjiUFz+ujIOfr8ePH9ccff+TZxq7jfabiPn/z06FDB8/f45SUFK1YsSLP9unp6V7vMdlHKhaHL7/80jPPb5MmTXJcvCn79AK+/B2Qzj53c5o7M/vCfz///HO+MU8XoyXfj1P2omyLFi182gcAgPxQuASA/3d63rDsl1g99thjZ7WLjIz0+k/822+/XeS+e/fu7bk9b948r//8B0p4eLh69Ojhue/r/GHZZf9QefjwYX377bd5tne73V7zcxX3h0p/yj56RdJZl/81btzYc2mdy+XS1KlT842Z/fLM3Fajzz7qZc2aNXnGmz17tk9zn9kte+4rVqzIcY7E7LZs2ZJv4TJ7YTi/y8/dbrfef/99HzItut69e3vmtZs/f762bNmiKVOmeLbbfZlt27ZtPbfXrl2bb/vsX9w0b95cy5cv17Jly3z66dWrV45xJKl79+6ewubmzZs9i5MUVHh4uNf58uabbxYqzmnB8vooyPn64Ycf5rvImF3H+0zFff7mp1SpUurWrZvnfvZccvLll196LrMvV66cOnXq5M/0vKSnp3vNV3nbbbfl2C77wmMbN27U/v37842d/QvPypUr5zhXcP/+/T23P/300zznvE1NTdVnn32W4765cbvdXl96ZH/vAQCgKChcAoBOzQE2cOBAr8LakCFD1L59+xzbP/jgg57bb7zxhubOnetzXzldXt62bVt17NhR0qkC6tChQ/02f1tiYqLP87Rlvxy3QoUKBe6rbNmyXovSjBkzJs+52d58803PqqwOh8NrdE9JlpSU5FVkbNy48VmXjluW5fV8n3rqKa/L7s40e/Zsr/M1tw/BF198sed2Xh/qk5KS9NBDD+W63Z8aN27sdcnkvffem+s56na7dc899+S7gE72lZQXLlyY5yW+L730kk9FPTs4nU6NHDlS0qnX+k033eQZbde4cWPP+4BdLrvsMs+8hL/99luel9JmZmZ6rQyd36I8Z8reftasWV6v9SpVqni9F9x6662F+jJEOrXi8mkzZ87UzJkzCxVHCp7XR/bzdfbs2bm227x5s8aNG5dvPDuPd3bFff76Ivsq9lOmTPGaQzK7kydP6oknnvDcHz16dLGtSm+M0e23365t27ZJkpo1a5bre3bXrl09r1ljTI5foGZ34MABTZgwwXM/+3zK2fXr10/VqlWTdOqS9bwW/Xn66ad17NgxSVLNmjXVt2/fPHOQTl1+fvr/LU2aNMnxCgAAAArFAMA5pnPnzkaSkWTGjh2bZ9v9+/ebl156yVSvXt2zjyTToUMHk5aWlue+w4YN87QPCwszzz33nDlx4kSObVNTU82sWbNMv379TJs2bXJss3LlShMeHu6J2apVK7Ns2bI88x4/fvxZ2xYsWOCJ0blz57O2T5482dStW9e89NJLZvv27TnGT0tLM2+88YaxLMsTa/HixXkeg8mTJ+cYa8uWLaZUqVKedu3btzdbt271auNyucxrr71mnE6np93dd9+dYzxjjNfvyhfZz4kFCxb4tE9esvefX7xNmzaZjh07eu3zwQcf5Nj26NGjpmrVqp52DRs2NKtXrz6r3YwZM0xUVJSn3ZVXXplr/7/++qtX32+88cZZbTZs2GBat25tJHmdg7k9t4Iez7Fjx+b7mlywYIHX+TZgwACTmJjo1eb48ePmxhtv9LzmTrcdNmzYWfFcLpfXsezevbvZu3evV5u0tDTz+OOPG0kmOjrap/OqoOdeTnbt2mUcDodXLEnm3//+d6Fj5qVTp06ePpYsWZJru6+++srTzrIss2vXrgL1c/LkSVO6dGlPjIkTJ3pt37VrlylXrpxne+3atc0PP/yQY6zExETz3nvvmTFjxuS4/frrr/fEcTqdZty4cSYlJeWsdi6Xy8yfP9/079/fHDt27KztwfD6MMaYhx9+2LNPuXLlcjwuc+fONVWqVDnrfM3tvdfO431m3MKev9nb5/f3uSAuvfRST9xatWqZtWvXem1PSEgw3bt39zrGZ76/ZLd9+3avXHM7xsYY8+OPP5onnnjirL9rp23ZssVcccUVnliRkZFm+fLleT6fkSNHevV/xx135Hj+rly50jRp0sTTzuFwmD///DPXuBMnTvRqO2HCBONyuTzbXS6XmTBhgtfv96OPPsoz19PGjx/v2eeBBx7waR8AAHxB4RLAOSf7h8Y2bdqYO++80/Nz++23m8GDB5srrrjC1K5d+6wPXpLMLbfcYpKTk/PtJy0tzfTo0cNr36ioKNO1a1czbNgwM3r0aHPDDTeY1q1be33Ybd26da4xp06dakJCQrxiNmzY0AwcONDceuutZuDAgeaCCy7wfKi49957z4rhS+Eye/waNWqYvn37mpEjR5qRI0eaPn36eH3YlWQGDx6cY76+FC6NMWbmzJleRcmQkBDTtWtXM2rUKDNw4ECvApMk065dO5OampprvGAqXPbv39/rHLvzzjvNHXfcYYYMGWJat27tVYyTZK655hqvD4pnWrhwoVdR0rIs065dOzNy5Ehz0003mXr16nnFq1+/vjl06FCe+Wb/0CzJNGrUyAwfPtyMGDHCdOjQwXM+DR8+3Kdj5Y/CpTHGjBkzxivP6Ohoc+WVV5pbbrnF9OvXz1MAj42NNU8++WSehUtjjJk0adJZ8bp3725GjRplrr76ahMbG+vZNm3aNJ/Oq4Kee7np06ePV6ywsLB8f4+F9d577/lUULj66qvzfO/wxdChQz0xOnXqdNb2uXPnen2RIcnUrFnTXH/99ebWW281gwcPNm3atDGhoaFGkrnqqqty7Of48eOmbdu2Z/1+e/ToYW6++WYzcuRI07NnTxMXF+fZnluhKtCvD2OMOXjwoClfvrxXHhdeeKG56aabzJAhQ0zTpk09j/fs2dMMGTLEp/deu473mQp7/mbfx87C5e7du03lypW93je7dOlibr75ZtOvXz+v99SQkBAzd+7cPOMVpHA5Y8YMT7sGDRqYa6+91owePdoMGjTIXHjhhV5xIiIizJw5c/J9PgkJCaZhw4Ze+5YqVcr06tXL3HLLLWbYsGFnxZaU45eZZ8p+7kgydevWNYMHDzaDBw82devW9do2YsSIfOOd1r59e89+ZxaOAQAoCgqXAM452T80+vrjdDpN37598/0wc6asrCzz+OOPe30oyusnNDTU3HnnnXnGnDdvXq5F1TN/Hn300bP2z69w+fnnn59VTMvtx+FwmDvuuMNkZGTkmKuvhUtjjPn6669NxYoV8+1z0KBBOY6cyq6gxSN/Fi59/QkJCTEPPPBArscyu6VLl5o6derkG/Pyyy/3qVhw5MgRc9FFF+UZ6+abbzZpaWkBLVwaY8xDDz2U42iu0z9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"text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "image/png": { + "height": 546, + "width": 663 + } + }, "output_type": "display_data" } ], @@ -117,7 +209,7 @@ "Z = Z.reshape(xx.shape)\n", "\n", "plt.figure(figsize=(8, 6))\n", - "contour = plt.contourf(xx, yy, Z, colors=\"blue\", alpha=0.3)\n", + "contour = plt.contourf(xx, yy, Z, alpha=0.3, cmap=\"viridis\", levels=[-0.5, 0.5, 1.5], extend=\"both\")\n", "plt.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=\"viridis\", label=\"Training data\")\n", "plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=\"plasma\", marker=\"s\", label=\"Test data\")\n", "\n", @@ -131,25 +223,30 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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"text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "image/png": { + "height": 546, + "width": 844 + } + }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ - "Silhouette Score: 0.620194681166095\n", - "Adjusted Rand Index: 1.0\n" + "Silhouette Score: 0.6612831897633845\n", + "Adjusted Rand Index: 0.9800680223095938\n" ] } ], @@ -179,8 +276,11 @@ "plt.figure(figsize=(10, 6))\n", "for i in range(3):\n", " plt.scatter(X[labels == i, 0], X[labels == i, 1], label=f\"Cluster {i+1}\")\n", + "\n", + " # Plot the ellipse for this cluster\n", + " plot_ellipse(gmm.means_[i], gmm.covariances_[i])\n", "plt.scatter(gmm.means_[:, 0], gmm.means_[:, 1], marker=\"x\", s=200, c=\"red\", label=\"Cluster Centers\")\n", - "plt.title(\"Gaussian Mixture Model Clustering\")\n", + "plt.title(\"Gaussian Mixture Model Clustering with Ellipses\")\n", "plt.xlabel(\"Feature 1\")\n", "plt.ylabel(\"Feature 2\")\n", "plt.legend()\n", @@ -195,6 +295,49 @@ ")" ] }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 546, + "width": 844 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "# Step 6: Plot Gaussian contours\n", + "x_min, x_max = X[:, 0].min() - 5, X[:, 0].max() + 5\n", + "y_min, y_max = X[:, 1].min() - 5, X[:, 1].max() + 5\n", + "\n", + "# Generate a grid of points to evaluate the GMM\n", + "xx, yy = np.meshgrid(np.linspace(x_min, x_max, 300), np.linspace(y_min, y_max, 300))\n", + "Z = gmm.score_samples(np.c_[xx.ravel(), yy.ravel()])\n", + "Z = Z.reshape(xx.shape)\n", + "\n", + "plt.figure(figsize=(10, 6))\n", + "plt.contourf(xx, yy, Z, alpha=0.3, cmap=\"viridis\")\n", + "for i in range(3):\n", + " plt.scatter(X[labels == i, 0], X[labels == i, 1], label=f\"Cluster {i+1}\")\n", + "plt.scatter(gmm.means_[:, 0], gmm.means_[:, 1], marker=\"x\", s=200, c=\"red\", label=\"Cluster Centers\")\n", + "plt.title(\"Gaussian Mixture Model Clustering with Contours\")\n", + "plt.xlabel(\"Feature 1\")\n", + "plt.ylabel(\"Feature 2\")\n", + "plt.legend()\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, From 2263727a016431bd5fa3842f552ff43afb84f9a6 Mon Sep 17 00:00:00 2001 From: jzsmoreno <42299052+jzsmoreno@users.noreply.github.com> Date: Fri, 24 Jan 2025 01:58:29 -0600 Subject: [PATCH 3/3] Update README.md --- mlcourse/README.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/mlcourse/README.md b/mlcourse/README.md index 07d6a18..b0889ce 100644 --- a/mlcourse/README.md +++ b/mlcourse/README.md @@ -43,6 +43,9 @@ Welcome to the repository for the Machine Learning course! This repository conta 13. [**A1-Boosting_Algorithms**](./src/A1_Boosting_Algorithms.ipynb) - Advanced boosting algorithms and their implementation. +14. [**A2-Gaussian_Mixture**](./src/A2_Gaussian_Mixture.ipynb) + - Clustering and classification problems with bell-shaped curves. + ## Getting Started To run these notebooks locally, you need to have Python and Jupyter Notebook installed. Follow these steps to get started: