{ "cells": [ { "cell_type": "markdown", "id": "8539b876", "metadata": {}, "source": [ "# E2 236 Foundations of ML\n", "# Lab 4a: Kernel Methods\n", "## Part A — Dual Representation, RBF & Gaussian Kernels\n", "\n", "**Topics covered:**\n", "- Dual representation of linear models\n", "- Radial Basis Function (RBF) / Gaussian kernel\n", "- Kernel ridge regression on synthetic data\n", "- Kernel SVM classification on synthetic data\n", "- Visualising decision boundaries and regression fits\n", "\n", "**Instructions:** Fill in all sections marked `# YOUR CODE HERE`. Do **not** modify the test assertions.\n", "\n", "---\n" ] }, { "cell_type": "markdown", "id": "3c76120a", "metadata": {}, "source": [ "## 0. Setup & Imports" ] }, { "cell_type": "code", "execution_count": 4, "id": "4f4570c0", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn.datasets import make_moons, make_circles, make_classification\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import accuracy_score, mean_squared_error\n", "\n", "\n", "np.random.seed(42)\n", "%matplotlib inline\n", "plt.rcParams.update({'figure.dpi': 110, 'font.size': 11})\n" ] }, { "cell_type": "markdown", "id": "ef4d0d34", "metadata": {}, "source": [ "## 1. Kernel Functions\n", "\n", "The **Gaussian / RBF kernel** between two vectors $\\mathbf{x}$ and $\\mathbf{x}'$ is defined as\n", "\n", "$$k(\\mathbf{x}, \\mathbf{x}') = \\exp\\!\\left(-\\frac{\\|\\mathbf{x} - \\mathbf{x}'\\|^2}{2\\ell^2}\\right)$$\n", "\n", "where $\\ell > 0$ is the **length-scale** (bandwidth) hyperparameter.\n", "\n", "The **polynomial kernel** of degree $d$ is\n", "\n", "$$k(\\mathbf{x}, \\mathbf{x}') = (\\mathbf{x}^\\top \\mathbf{x}' + c)^d$$\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "928ad6c8", "metadata": {}, "outputs": [], "source": [ "def rbf_kernel(X1, X2, length_scale=1.0):\n", " \"\"\"\n", " Compute the RBF (Gaussian) kernel matrix between rows of X1 and X2.\n", "\n", " Parameters\n", " ----------\n", " X1 : ndarray of shape (n, d)\n", " X2 : ndarray of shape (m, d)\n", " length_scale : float\n", "\n", " Returns\n", " -------\n", " K : ndarray of shape (n, m)\n", " \"\"\"\n", " # YOUR CODE HERE\n", " raise NotImplementedError\n", "\n", "\n", "def polynomial_kernel(X1, X2, degree=3, c=1.0):\n", " \"\"\"\n", " Compute the polynomial kernel matrix.\n", "\n", " Parameters\n", " ----------\n", " X1 : ndarray of shape (n, d)\n", " X2 : ndarray of shape (m, d)\n", " degree : int\n", " c : float — free parameter\n", "\n", " Returns\n", " -------\n", " K : ndarray of shape (n, m)\n", " \"\"\"\n", " # YOUR CODE HERE\n", " raise NotImplementedError\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "d7fbb059", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kernel sanity checks passed ✓\n" ] } ], "source": [ "# --- Quick sanity checks (do not modify) ---\n", "X_test = np.array([[1.0, 0.0], [0.0, 1.0]])\n", "K_rbf = rbf_kernel(X_test, X_test, length_scale=1.0)\n", "assert K_rbf.shape == (2, 2), \"Shape error\"\n", "assert np.allclose(np.diag(K_rbf), 1.0), \"Diagonal should be 1 for RBF\"\n", "K_poly = polynomial_kernel(X_test, X_test, degree=2, c=1.0)\n", "assert K_poly.shape == (2, 2)\n", "print(\"Kernel sanity checks passed ✓\")\n" ] }, { "cell_type": "markdown", "id": "79189e31", "metadata": {}, "source": [ "## 2. Visualising the Kernel Matrix\n", "\n", "Plot the RBF kernel matrix for a 1-D grid of 100 points in $[-3, 3]$ for three different\n", "length-scales: $\\ell \\in \\{0.3, 1.0, 3.0\\}$.\n", "\n", "**Hint:** Use `plt.imshow` or `plt.pcolormesh`.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "9e5ef015", "metadata": {}, "outputs": [], "source": [ "# YOUR CODE HERE\n", "# For each length_scale, compute the kernel matrix on a 1-D grid and plot it.\n", "# Use a 1×3 subplot layout.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "a1b39aa8", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "id": "27707d26", "metadata": {}, "source": [ "## 3. Kernel Ridge Regression — Dual Representation\n", "\n", "Given training data $(\\mathbf{X}, \\mathbf{y})$, kernel ridge regression finds the dual coefficients\n", "\n", "$$\\boldsymbol{\\alpha} = (\\mathbf{K} + \\lambda \\mathbf{I})^{-1} \\mathbf{y}$$\n", "\n", "and predictions are made via\n", "\n", "$$\\hat{y}(\\mathbf{x}_*) = \\sum_{i=1}^{n} \\alpha_i\\, k(\\mathbf{x}_i, \\mathbf{x}_*)$$\n", "\n", "**Q3.1** — Generate 80 noisy samples of $y = \\sin(2x) + \\varepsilon$, $\\varepsilon \\sim \\mathcal{N}(0, 0.1^2)$, $x \\in [-\\pi, \\pi]$. \n", "**Q3.2** — Implement `fit` and `predict` for kernel ridge regression. \n", "**Q3.3** — Fit models with $\\ell \\in \\{0.3, 1.0, 3.0\\}$ and plot the results.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "721a2cfc", "metadata": {}, "outputs": [], "source": [ "# Q3.1 — Generate data\n", "# YOUR CODE HERE\n", "# X_train shape: (80, 1), y_train shape: (80,)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e9bdf84c", "metadata": {}, "outputs": [], "source": [ "class KernelRidgeRegression:\n", " \"\"\"Kernel Ridge Regression via the dual representation.\"\"\"\n", "\n", " def __init__(self, kernel_fn, lam=1e-3):\n", " \"\"\"\n", " Parameters\n", " ----------\n", " kernel_fn : callable k(X1, X2) -> matrix\n", " lam : float regularisation strength λ\n", " \"\"\"\n", " self.kernel_fn = kernel_fn\n", " self.lam = lam\n", " self.alpha_ = None\n", " self.X_train_ = None\n", "\n", " def fit(self, X, y):\n", " \"\"\"\n", " Solve (K + λI)α = y and store α and X.\n", "\n", " Parameters\n", " ----------\n", " X : ndarray (n, d)\n", " y : ndarray (n,)\n", " \"\"\"\n", " # YOUR CODE HERE\n", " raise NotImplementedError\n", "\n", " def predict(self, X_star):\n", " \"\"\"\n", " Predict at new inputs X_star.\n", "\n", " Parameters\n", " ----------\n", " X_star : ndarray (m, d)\n", "\n", " Returns\n", " -------\n", " y_pred : ndarray (m,)\n", " \"\"\"\n", " # YOUR CODE HERE\n", " raise NotImplementedError\n" ] }, { "cell_type": "code", "execution_count": null, "id": "eca78234", "metadata": {}, "outputs": [], "source": [ "# Q3.3 — Fit and plot for three length-scales\n", "# YOUR CODE HERE\n" ] }, { "cell_type": "code", "execution_count": null, "id": "4d2598fa", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "id": "2174d153", "metadata": {}, "source": [ "## 4. Effect of Length-Scale and Regularisation\n", "\n", "**Q4.1** — Using your `KernelRidgeRegression` class, perform a grid search over\n", "$\\ell \\in \\{0.1, 0.3, 1.0, 3.0\\}$ and $\\lambda \\in \\{10^{-4}, 10^{-2}, 1\\}$.\n", "Report the test MSE for each combination (use an 80/20 train/test split).\n", "\n", "**Q4.2** — Plot a heatmap of the test MSE grid.\n", "\n", "**Q4.3 (written)** — In 2–3 sentences, explain the effect of increasing $\\ell$ and increasing $\\lambda$ on the model's bias and variance.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "f54cb2ce", "metadata": {}, "outputs": [], "source": [ "# Q4.1 & Q4.2 — Grid search + heatmap\n", "# YOUR CODE HERE\n" ] }, { "cell_type": "code", "execution_count": null, "id": "a5a312c4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n" ] }, { "cell_type": "markdown", "id": "1b29c4a8", "metadata": {}, "source": [ "**Q4.3 — Written answer:**\n", "\n", "> *[Your answer here]*\n" ] }, { "cell_type": "markdown", "id": "cd213dba", "metadata": {}, "source": [ "## 5. Kernel SVM Classification\n", "\n", "We now apply the kernel trick to **classification** using a Support Vector Machine with an RBF kernel.\n", "\n", "**Q5.1** — Generate two 2-D datasets:\n", " - `make_moons(n_samples=300, noise=0.2)`\n", " - `make_circles(n_samples=300, noise=0.15, factor=0.5)`\n", "\n", "**Q5.2** — Fit `sklearn.svm.SVC` with `kernel='rbf'` on each dataset. \n", "**Q5.3** — Plot the decision boundary and support vectors for each dataset. \n", "**Q5.4 (written)** — What happens to the decision boundary when you set `C` very large or very small?\n" ] }, { "cell_type": "code", "execution_count": null, "id": "25d981d7", "metadata": {}, "outputs": [], "source": [ "from sklearn.svm import SVC\n", "\n", "def plot_decision_boundary(clf, X, y, ax, title=''):\n", " \"\"\"Plot a 2-class decision boundary on ax.\"\"\"\n", " # YOUR CODE HERE — build a meshgrid, predict, and plot contourf + scatter\n", " pass\n", "\n", "# Q5.1 Generate data\n", "# YOUR CODE HERE\n", "\n", "# Q5.2 Fit SVMs\n", "# YOUR CODE HERE\n", "\n", "# Q5.3 Plot\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n", "# YOUR CODE HERE\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "dcd397d1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "id": "790e448e", "metadata": {}, "source": [ "**Q5.4 — Written answer:**\n", "\n", "> *[Your answer here]*\n" ] }, { "cell_type": "markdown", "id": "07691790", "metadata": {}, "source": [ "## 6. Comparing Kernels on a Nonlinear Dataset\n", "\n", "**Q6.1** — Use `make_moons(n_samples=500, noise=0.3)` with an 80/20 split. \n", "**Q6.2** — Train an SVC with each of the following kernels: `'linear'`, `'poly'` (degree 3), `'rbf'`. \n", "**Q6.3** — Report accuracy and plot all three decision boundaries side by side. \n", "**Q6.4 (written)** — Rank the kernels by test accuracy and explain *why* the best kernel performs well on this dataset.\n" ] }, { "cell_type": "code", "execution_count": null, "id": "e3b24b56", "metadata": {}, "outputs": [], "source": [ "# Q6.1–6.3 — Compare kernels\n", "# YOUR CODE HERE\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ac35d1cd", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "markdown", "id": "46c3ff0b", "metadata": {}, "source": [ "**Q6.4 — Written answer:**\n", "\n", "> *[Your answer here]*\n" ] }, { "cell_type": "markdown", "id": "b4646273", "metadata": {}, "source": [ "## 7. The Kernel Matrix is Positive Semi-Definite (Conceptual)\n", "\n", "**Q7 (written)** — Prove (or give an intuitive argument) that the Gram matrix $K_{ij} = k(\\mathbf{x}_i, \\mathbf{x}_j)$ constructed with the RBF kernel is always **positive semi-definite**. \n", "*Hint:* Consider the feature map $\\phi$ such that $k(\\mathbf{x}, \\mathbf{x}') = \\phi(\\mathbf{x})^\\top \\phi(\\mathbf{x}')$.\n" ] }, { "cell_type": "markdown", "id": "2707b756", "metadata": {}, "source": [ "**Q7 — Written answer:**\n", "\n", "> *[Your answer here]*\n" ] }, { "cell_type": "markdown", "id": "15d65c25", "metadata": {}, "source": [ "---\n", "## End of Part A\n", "Proceed to **Part B: Gaussian Processes**." ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 5 }