{ "cells": [ { "cell_type": "markdown", "id": "d75d3c16", "metadata": {}, "source": [ "# 📈 Linear Models — Complete Deep Dive\n", "### From Normal Equations to Logistic Regression\n", "\n", "This notebook builds linear models **from the ground up**, starting with the mathematical foundations and ending with multiclass classification. Every step is explained conceptually before the code.\n", "\n", "| Topic | What you'll learn |\n", "|-------|---|\n", "| **Linear Regression (OLS)** | The normal equation; fitting a line to data |\n", "| **Gradient Descent** | Why it's needed; batch vs stochastic; learning rates |\n", "| **Polynomial Regression** | Feature engineering and the bias-variance tradeoff |\n", "| **Regularization** | Ridge, Lasso, ElasticNet — controlling model complexity |\n", "| **Logistic Regression** | The sigmoid; probability-based classification |\n", "| **Decision Boundaries** | 1D and 2D visualizations of how the model decides |\n", "| **Softmax Regression** | Extending logistic regression to multiclass |\n" ] }, { "cell_type": "markdown", "id": "9f45d221", "metadata": {}, "source": [ "## Part 1: Linear Regression — Fitting a line to data\n", "\n", "### 1.1 Generating synthetic data\n", "\n", "We create 2000 synthetic data points following the pattern: **y = 5 + 2x + noise**\n", "\n", "The true coefficients are:\n", "- **intercept (b)** = 5 — where the line crosses the y-axis\n", "- **slope (m)** = 2 — how much y increases per unit x\n", "\n", "We'll estimate these from data using three approaches: the normal equation, batch gradient descent, and scikit-learn.\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "cd22d390", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data shape: X=(2000, 1), y=(2000, 1)\n", "True parameters: intercept=5, slope=2\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.patches import FancyArrowPatch\n", "import seaborn as sns\n", "\n", "# Set style for better-looking plots\n", "sns.set_style(\"whitegrid\")\n", "plt.rcParams['figure.figsize'] = (10, 6)\n", "plt.rcParams['lines.linewidth'] = 2\n", "\n", "# Generate synthetic data following y = 5 + 2*x + noise\n", "np.random.seed(42)\n", "m = 2000 # number of samples\n", "X = np.random.rand(m, 1) # x-values between 0 and 1\n", "y = 5 + 2*X + np.random.randn(m, 1) # add Gaussian noise\n", "\n", "print(f\"Data shape: X={X.shape}, y={y.shape}\")\n", "print(f\"True parameters: intercept=5, slope=2\")\n" ] }, { "cell_type": "markdown", "id": "ef799e12", "metadata": {}, "source": [ "### 1.2 Visualize the raw data\n", "\n", "Each red dot is one (x, y) sample. The cloud of points has a **linear trend with noise** — our job is to find the best-fit line through the middle.\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "593c3c9e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.scatter(X, y, alpha=0.3, s=20, color='#e74c3c', edgecolors='none')\n", "ax.set_xlabel('x', fontsize=12)\n", "ax.set_ylabel('y', fontsize=12)\n", "ax.set_title('Synthetic Data: y = 5 + 2x + noise', fontsize=14, fontweight='bold')\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "80238a7b", "metadata": {}, "source": [ "### 1.3 The Normal Equation — solving for parameters directly\n", "\n", "For linear regression, we can solve for the best coefficients **θ** analytically in one step:\n", "\n", "$$\\theta = (X^T X)^{-1} X^T y$$\n", "\n", "Where:\n", "- **X** is the data matrix with a column of 1s (for the intercept) prepended\n", "- **y** is the target vector\n", "- **θ** is the parameter vector we're solving for\n", "\n", "This formula comes from calculus: it's the value of **θ** that minimises the sum of squared errors.\n", "\n", "**Why \"normal equation\"?** The term \"normal\" refers to the *normal vector* in linear algebra — when the error gradient is perpendicular (normal) to the solution, we've found the minimum.\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "27ad4d74", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X with bias column: shape (2000, 2)\n", "First row: [1. 0.37454012]\n", "\n", "Estimated parameters (normal equation):\n", " Intercept (θ₀): 4.9724\n", " Slope (θ₁): 2.0706\n", " True values: intercept=5.0, slope=2.0\n" ] } ], "source": [ "from sklearn.preprocessing import add_dummy_feature\n", "\n", "# Add a column of 1s at the beginning (X becomes [1, x])\n", "# This allows the linear equation y = θ₀ + θ₁*x to be written as y = X @ θ\n", "X_with_bias = add_dummy_feature(X)\n", "\n", "print(f\"X with bias column: shape {X_with_bias.shape}\")\n", "print(f\"First row: {X_with_bias[0]}\") # [1, x_value]\n", "\n", "# Compute θ = (X^T X)^-1 X^T y using the normal equation\n", "# Step by step:\n", "# 1. X^T X — (2×2) matrix\n", "# 2. (X^T X)^-1 — invert it\n", "# 3. (X^T X)^-1 X^T — (2×m) matrix\n", "# 4. @ y — multiply by target to get (2×1) parameters\n", "XtX = X_with_bias.T @ X_with_bias\n", "theta_hat = np.linalg.inv(XtX) @ X_with_bias.T @ y\n", "\n", "print(f\"\\nEstimated parameters (normal equation):\")\n", "print(f\" Intercept (θ₀): {theta_hat[0, 0]:.4f}\")\n", "print(f\" Slope (θ₁): {theta_hat[1, 0]:.4f}\")\n", "print(f\" True values: intercept=5.0, slope=2.0\")\n" ] }, { "cell_type": "markdown", "id": "6f10e0b9", "metadata": {}, "source": [ "### 1.4 Make predictions with the fitted line\n", "\n", "Now that we have **θ**, we can predict on new data. For any new x-value, we compute:\n", "$$\\hat{y} = 1 \\cdot \\theta_0 + x \\cdot \\theta_1$$\n", "\n", "Let's predict on a grid of points to draw the fitted line.\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "54c40492", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predictions at x=0: y = 4.9724\n", "Predictions at x=1: y = 7.0430\n" ] } ], "source": [ "# Create a dense grid of x-values for a smooth line\n", "X_line = np.array([[0.0], [1.0]]) # Just two points to define the line\n", "X_line_with_bias = add_dummy_feature(X_line)\n", "y_line = X_line_with_bias @ theta_hat\n", "\n", "print(f\"Predictions at x=0: y = {y_line[0, 0]:.4f}\")\n", "print(f\"Predictions at x=1: y = {y_line[1, 0]:.4f}\")\n", "\n", "# Verify: at x=0, y should be ~5 (intercept)\n", "# at x=1, y should be ~7 (5 + 2*1)\n" ] }, { "cell_type": "markdown", "id": "446d4aa6", "metadata": {}, "source": [ "### 1.5 Plot the fitted line against the data" ] }, { "cell_type": "code", "execution_count": 23, "id": "256ffb56", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 6))\n", "\n", "# Plot data points\n", "ax.scatter(X, y, alpha=0.3, s=20, color='#e74c3c', label='Training data', edgecolors='none')\n", "\n", "# Plot fitted line\n", "ax.plot(X_line, y_line, 'b-', linewidth=3, label=f'Fitted line: y = {theta_hat[0,0]:.2f} + {theta_hat[1,0]:.2f}x')\n", "\n", "ax.set_xlabel('x', fontsize=12)\n", "ax.set_ylabel('y', fontsize=12)\n", "ax.set_title('Linear Regression: Normal Equation Fit', fontsize=14, fontweight='bold')\n", "ax.legend(fontsize=11)\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "957ab613", "metadata": {}, "source": [ "### 1.6 Verify with scikit-learn's LinearRegression\n", "\n", "Scikit-learn's `LinearRegression` uses the same normal equation internally (optimised with LAPACK for numerical stability).\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "f4b39bae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Scikit-learn parameters:\n", " Intercept: 4.9724\n", " Slope: 2.0706\n", "\n", "Our normal equation parameters:\n", " Intercept: 4.9724\n", " Slope: 2.0706\n", "\n", "Match? False\n" ] } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", "# Fit using sklearn\n", "lr = LinearRegression()\n", "lr.fit(X, y)\n", "\n", "print(f\"Scikit-learn parameters:\")\n", "print(f\" Intercept: {lr.intercept_[0]:.4f}\")\n", "print(f\" Slope: {lr.coef_[0, 0]:.4f}\")\n", "print(f\"\\nOur normal equation parameters:\")\n", "print(f\" Intercept: {theta_hat[0, 0]:.4f}\")\n", "print(f\" Slope: {theta_hat[1, 0]:.4f}\")\n", "print(f\"\\nMatch? {np.allclose(theta_hat, np.append(lr.intercept_, lr.coef_.T))}\")\n" ] }, { "cell_type": "markdown", "id": "a3113b9f", "metadata": {}, "source": [ "## Part 2: Batch Gradient Descent\n", "\n", "### 2.1 Why we need gradient descent\n", "\n", "The normal equation works perfectly for **small to medium datasets** (thousands of features). But:\n", "\n", "1. **Inversion is expensive:** Computing $(X^T X)^{-1}$ takes O(n³) time — slow for millions of features\n", "2. **Memory intensive:** Storing entire X^T X matrix doesn't scale\n", "3. **Not online:** Can't update the model as new data arrives\n", "\n", "**Gradient descent** trades off one-shot precision for iterative refinement. It's slower per iteration but scales much better.\n", "\n", "### 2.2 The cost function and gradient\n", "\n", "For linear regression, the cost function we minimize is the **Mean Squared Error (MSE)**:\n", "\n", "$$J(\\theta) = \\frac{1}{m} \\sum_{i=1}^{m} (\\hat{y}_i - y_i)^2 = \\frac{1}{m} \\|X\\theta - y\\|^2$$\n", "\n", "The **gradient** (derivative) with respect to **θ** is:\n", "\n", "$$\\nabla J = \\frac{2}{m} X^T (X\\theta - y)$$\n", "\n", "Gradient descent updates are: **θ := θ - η ∇J**, where **η** is the learning rate.\n", "\n", "**Intuition:** The gradient points \"uphill\" toward worse cost; we step downhill to reduce cost.\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "6b1a3e55", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting parameters: [[ 0.49671415 -0.1382643 ]]\n", "Learning rate (eta): 0.1\n", "Number of epochs: 1000\n", "\n", "Epoch 0: Cost = 32.5214, θ = [1.6121, 0.4556]\n", "Epoch 200: Cost = 1.0004, θ = [4.9674, 2.0800]\n", "Epoch 400: Cost = 1.0004, θ = [4.9721, 2.0712]\n", "Epoch 600: Cost = 1.0004, θ = [4.9724, 2.0706]\n", "Epoch 800: Cost = 1.0004, θ = [4.9724, 2.0706]\n", "\n", "Final parameters after GD: [[4.97244211 2.07059431]]\n", "Normal equation parameters: [[4.97244221 2.07059413]]\n", "Difference: [[9.80959536e-08 1.83472546e-07]]\n" ] } ], "source": [ "# Initialize parameters randomly\n", "np.random.seed(42)\n", "theta = np.random.randn(2, 1) # Random starting point\n", "\n", "# Hyperparameters\n", "eta = 0.1 # Learning rate\n", "n_epochs = 1000 # Number of full passes through the data\n", "m = X_with_bias.shape[0] # Number of samples\n", "\n", "print(f\"Starting parameters: {theta.T}\")\n", "print(f\"Learning rate (eta): {eta}\")\n", "print(f\"Number of epochs: {n_epochs}\\n\")\n", "\n", "# Track cost at each epoch (for visualization later)\n", "cost_history = []\n", "\n", "# Batch gradient descent\n", "for epoch in range(n_epochs):\n", " # Compute predictions\n", " y_pred = X_with_bias @ theta\n", " \n", " # Compute error and cost\n", " error = y_pred - y\n", " cost = (error ** 2).mean()\n", " cost_history.append(cost)\n", " \n", " # Compute gradient\n", " grad = (2 / m) * X_with_bias.T @ error\n", " \n", " # Update parameters\n", " theta = theta - eta * grad\n", " \n", " if epoch % 200 == 0:\n", " print(f\"Epoch {epoch:4d}: Cost = {cost:.4f}, θ = [{theta[0,0]:.4f}, {theta[1,0]:.4f}]\")\n", "\n", "print(f\"\\nFinal parameters after GD: {theta.T}\")\n", "print(f\"Normal equation parameters: {theta_hat.T}\")\n", "print(f\"Difference: {np.abs(theta - theta_hat).T}\")\n" ] }, { "cell_type": "markdown", "id": "222aea9a", "metadata": {}, "source": [ "### 2.3 Visualize the learning process\n", "\n", "The cost function should **monotonically decrease** as we iterate. If it increases, the learning rate is too high.\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "bb4b8e5e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# Left: Cost over iterations\n", "ax1.plot(cost_history, color='#3498db', linewidth=2)\n", "ax1.set_xlabel('Epoch', fontsize=12)\n", "ax1.set_ylabel('Mean Squared Error', fontsize=12)\n", "ax1.set_title('Batch Gradient Descent: Cost vs. Iteration', fontsize=13, fontweight='bold')\n", "ax1.grid(True, alpha=0.3)\n", "ax1.set_yscale('log')\n", "\n", "# Right: Final fitted line\n", "X_test = np.array([[0.0], [1.0]])\n", "X_test_with_bias = add_dummy_feature(X_test)\n", "y_test_pred = X_test_with_bias @ theta\n", "\n", "ax2.scatter(X, y, alpha=0.3, s=20, color='#e74c3c', label='Training data')\n", "ax2.plot(X_test, y_test_pred, 'g-', linewidth=3, label='GD fitted line')\n", "ax2.set_xlabel('x', fontsize=12)\n", "ax2.set_ylabel('y', fontsize=12)\n", "ax2.set_title('Batch Gradient Descent: Final Fit', fontsize=13, fontweight='bold')\n", "ax2.legend(fontsize=11)\n", "ax2.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "d7e42a87", "metadata": {}, "source": [ "## Part 3: Stochastic Gradient Descent (SGD)\n", "\n", "### 3.1 The difference: one sample at a time\n", "\n", "**Batch GD** uses all m samples to compute each gradient (expensive, stable).\n", "**Stochastic GD** picks one random sample at a time (cheap, noisier but faster for huge datasets).\n", "\n", "The update becomes: **θ := θ - η ∇Jᵢ**, where ∇Jᵢ is the gradient computed on a single sample (i).\n", "\n", "**Why stochastic?** \n", "- Faster per iteration (1 sample vs. m samples)\n", "- Can escape local minima due to noise\n", "- Scales to massive datasets that don't fit in memory\n", "- Can adapt to data arriving in real-time\n", "\n", "**Learning rate schedule:** Since updates are noisier, we typically decay the learning rate over time: η(t) = t₀ / (t + t₁)\n" ] }, { "cell_type": "code", "execution_count": 27, "id": "deb37dd0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 0: Cost = 1.0096, θ = [4.9000, 2.3315]\n", "Epoch 10: Cost = 1.0019, θ = [4.9190, 2.1970]\n", "Epoch 20: Cost = 1.0015, θ = [4.9176, 2.1840]\n", "Epoch 30: Cost = 1.0013, θ = [4.9182, 2.1665]\n", "Epoch 40: Cost = 1.0012, θ = [4.9311, 2.1626]\n", "\n", "Final SGD parameters: [[4.92938065 2.1572833 ]]\n", "Normal equation parameters: [[4.97244221 2.07059413]]\n" ] } ], "source": [ "def learning_rate_schedule(t, t0=2, t1=40):\n", " \"\"\"Learning rate that decreases over time.\"\"\"\n", " return t0 / (t + t1)\n", "\n", "# Initialize fresh\n", "np.random.seed(42)\n", "theta_sgd = np.random.randn(2, 1)\n", "\n", "n_epochs = 50 # Fewer epochs needed due to more frequent updates\n", "cost_history_sgd = []\n", "\n", "for epoch in range(n_epochs):\n", " for instance in range(m):\n", " # Pick one random sample\n", " random_idx = np.random.randint(m)\n", " X_i = X_with_bias[random_idx:random_idx+1] # shape (1, 2)\n", " y_i = y[random_idx:random_idx+1] # shape (1, 1)\n", " \n", " # Compute gradient on just this one sample\n", " y_pred_i = X_i @ theta_sgd\n", " grad_i = 2 * X_i.T @ (y_pred_i - y_i)\n", " \n", " # Decay learning rate\n", " eta = learning_rate_schedule(epoch * m + instance)\n", " \n", " # Update\n", " theta_sgd = theta_sgd - eta * grad_i\n", " \n", " # Log cost on full training set (just for monitoring)\n", " y_pred_all = X_with_bias @ theta_sgd\n", " cost = ((y_pred_all - y) ** 2).mean()\n", " cost_history_sgd.append(cost)\n", " \n", " if epoch % 10 == 0:\n", " print(f\"Epoch {epoch:2d}: Cost = {cost:.4f}, θ = [{theta_sgd[0,0]:.4f}, {theta_sgd[1,0]:.4f}]\")\n", "\n", "print(f\"\\nFinal SGD parameters: {theta_sgd.T}\")\n", "print(f\"Normal equation parameters: {theta_hat.T}\")\n" ] }, { "cell_type": "markdown", "id": "3043680b", "metadata": {}, "source": [ "### 3.2 Compare convergence speed\n", "\n", "SGD typically reaches good solutions faster (in wall-clock time), even though batch GD's cost curve is smoother. The noise is a feature, not a bug — it helps escape poor local minima.\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "e10f05cb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(11, 6))\n", "\n", "ax.plot(cost_history, label='Batch GD', linewidth=2, color='#3498db', alpha=0.8)\n", "ax.plot(cost_history_sgd, label='Stochastic GD', linewidth=2, color='#e67e22', alpha=0.8)\n", "\n", "ax.set_xlabel('Epoch', fontsize=12)\n", "ax.set_ylabel('Mean Squared Error', fontsize=12)\n", "ax.set_title('Batch GD vs. Stochastic GD: Convergence Comparison', fontsize=13, fontweight='bold')\n", "ax.legend(fontsize=11)\n", "ax.grid(True, alpha=0.3)\n", "ax.set_yscale('log')\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "563a80e3", "metadata": {}, "source": [ "### 3.3 Using scikit-learn's SGDRegressor\n", "\n", "Scikit-learn wraps SGD into `SGDRegressor` with many nice features like built-in regularization and early stopping.\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "8191cd98", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SGDRegressor parameters:\n", " Intercept: 4.9502\n", " Slope: 2.1025\n", "\n", "Normal equation parameters:\n", " Intercept: 4.9724\n", " Slope: 2.0706\n" ] } ], "source": [ "from sklearn.linear_model import SGDRegressor\n", "\n", "sgd_reg = SGDRegressor(\n", " max_iter=1000, # Max epochs\n", " tol=1e-4, # Stop if loss improves by less than this\n", " early_stopping=True, # Stop early if validation loss plateaus\n", " n_iter_no_change=10, # Wait 10 epochs before giving up\n", " random_state=42,\n", " penalty=None # No regularization for now\n", ")\n", "\n", "sgd_reg.fit(X, y.flatten())\n", "\n", "print(f\"SGDRegressor parameters:\")\n", "print(f\" Intercept: {sgd_reg.intercept_[0]:.4f}\")\n", "print(f\" Slope: {sgd_reg.coef_[0]:.4f}\")\n", "print(f\"\\nNormal equation parameters:\")\n", "print(f\" Intercept: {theta_hat[0, 0]:.4f}\")\n", "print(f\" Slope: {theta_hat[1, 0]:.4f}\")\n" ] }, { "cell_type": "markdown", "id": "0ed1764e", "metadata": {}, "source": [ "## Part 4: Polynomial Regression\n", "\n", "### 4.1 Non-linear data\n", "\n", "Real data is rarely a straight line. Let's generate **quadratic** data: y = 0.7x² + x + 3 + noise\n", "\n", "Can we fit a curved line? Yes — we **engineer polynomial features**. Instead of predicting with just [1, x], we use [1, x, x²], [1, x, x², x³], etc.\n", "\n", "This transforms a non-linear problem into a **linear-in-parameters** problem — we still use linear regression, just with different features!\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "c3f3ae14", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data generated from: y = 0.7*x² + x + 3 + noise\n", "X shape: (1000, 1), y shape: (1000, 1)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Generate quadratic data\n", "np.random.seed(42)\n", "m = 1000\n", "X_quad = 5 * np.random.rand(m, 1) - 4 # x between -4 and 1\n", "y_quad = 0.7 * X_quad**2 + X_quad + 3 + np.random.randn(m, 1) # Quadratic with noise\n", "\n", "print(f\"Data generated from: y = 0.7*x² + x + 3 + noise\")\n", "print(f\"X shape: {X_quad.shape}, y shape: {y_quad.shape}\")\n", "\n", "# Visualize\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.scatter(X_quad, y_quad, alpha=0.4, s=20, color='#e74c3c', edgecolors='none')\n", "ax.set_xlabel('x', fontsize=12)\n", "ax.set_ylabel('y', fontsize=12)\n", "ax.set_title('Quadratic Data: y = 0.7x² + x + 3 + noise', fontsize=14, fontweight='bold')\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "bc7a4ecf", "metadata": {}, "source": [ "### 4.2 Create polynomial features\n", "\n", "`PolynomialFeatures` automatically expands [x] into [x, x², ...] for you.\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "ac179774", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Original X shape: (1000, 1)\n", "Polynomial X shape: (1000, 2)\n", "\n", "First 5 rows (original and transformed):\n", "Original X:\n", "[[-2.12729941]\n", " [ 0.75357153]\n", " [-0.34003029]\n", " [-1.00670758]\n", " [-3.2199068 ]]\n", "\n", "Polynomial features [x, x²]:\n", "[[-2.12729941 4.52540276]\n", " [ 0.75357153 0.56787005]\n", " [-0.34003029 0.1156206 ]\n", " [-1.00670758 1.01346015]\n", " [-3.2199068 10.36779979]]\n" ] } ], "source": [ "from sklearn.preprocessing import PolynomialFeatures\n", "\n", "# Create polynomial features (degree 2 means: x and x²)\n", "poly_features = PolynomialFeatures(degree=2, include_bias=False)\n", "X_poly = poly_features.fit_transform(X_quad)\n", "\n", "print(f\"Original X shape: {X_quad.shape}\")\n", "print(f\"Polynomial X shape: {X_poly.shape}\")\n", "print(f\"\\nFirst 5 rows (original and transformed):\")\n", "print(f\"Original X:\\n{X_quad[:5]}\")\n", "print(f\"\\nPolynomial features [x, x²]:\\n{X_poly[:5]}\")\n" ] }, { "cell_type": "markdown", "id": "de8e1ec9", "metadata": {}, "source": [ "### 4.3 Fit a polynomial regression model" ] }, { "cell_type": "code", "execution_count": 32, "id": "34149c8e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fitted polynomial: y = 3.0477 + 0.9132*x + 0.6816*x²\n", "\n", "True parameters: y = 3 + 1*x + 0.7*x²\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit linear regression on polynomial features\n", "poly_lr = LinearRegression()\n", "poly_lr.fit(X_poly, y_quad)\n", "\n", "print(f\"Fitted polynomial: y = {poly_lr.intercept_[0]:.4f} + {poly_lr.coef_[0,0]:.4f}*x + {poly_lr.coef_[0,1]:.4f}*x²\")\n", "print(f\"\\nTrue parameters: y = 3 + 1*x + 0.7*x²\")\n", "\n", "# Predictions on a smooth grid\n", "X_grid = np.linspace(-4, 1, 300).reshape(-1, 1)\n", "X_grid_poly = poly_features.transform(X_grid)\n", "y_grid_pred = poly_lr.predict(X_grid_poly)\n", "\n", "fig, ax = plt.subplots(figsize=(10, 6))\n", "ax.scatter(X_quad, y_quad, alpha=0.4, s=20, color='#e74c3c', label='Training data', edgecolors='none')\n", "ax.plot(X_grid, y_grid_pred, 'b-', linewidth=3, label='Polynomial fit (degree=2)')\n", "ax.set_xlabel('x', fontsize=12)\n", "ax.set_ylabel('y', fontsize=12)\n", "ax.set_title('Polynomial Regression: y = a + bx + cx²', fontsize=14, fontweight='bold')\n", "ax.legend(fontsize=11)\n", "ax.grid(True, alpha=0.3)\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "199db0c5", "metadata": {}, "source": [ "## Part 5: Bias-Variance Tradeoff & Learning Curves\n", "\n", "### 5.1 The tradeoff\n", "\n", "As models get more complex (higher polynomial degree), they can fit training data better, but they also **overfit** — they fit the noise instead of the true pattern.\n", "\n", "A **learning curve** plots:\n", "- **Train error** — how well the model fits the training data\n", "- **Validation error** — how well it generalises to unseen data (k-fold CV)\n", "\n", "If the curves diverge (train error low, validation error high), the model is **overfitting** — it memorized, not learned.\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "8c0b1a97", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Train sizes: [ 80 117 155 193 231 269 307 345 383 421 458 496 534 572 610 648 686 724\n", " 762 800]\n", "Train RMSE (first 5): [0.8636974 0.89918441 0.92169021 0.9271065 0.94170559]\n", "Val RMSE (first 5): [0.99397095 1.00540221 1.00157677 1.00188272 0.99694799]\n" ] } ], "source": [ "from sklearn.model_selection import learning_curve\n", "from sklearn.pipeline import make_pipeline\n", "\n", "# Build a pipeline: polynomial features → linear regression\n", "poly_pipeline = make_pipeline(\n", " PolynomialFeatures(degree=2, include_bias=False),\n", " LinearRegression()\n", ")\n", "\n", "# Compute learning curves\n", "train_sizes, train_scores, val_scores = learning_curve(\n", " poly_pipeline,\n", " X_quad, y_quad,\n", " train_sizes=np.linspace(0.1, 1.0, 20), # Use 10% to 100% of data\n", " cv=5, # 5-fold CV\n", " scoring='neg_root_mean_squared_error', # Negative RMSE (sklearn convention)\n", " n_jobs=-1\n", ")\n", "\n", "# Convert to positive RMSE and compute means/stds\n", "train_rmse_mean = -train_scores.mean(axis=1)\n", "train_rmse_std = train_scores.std(axis=1)\n", "val_rmse_mean = -val_scores.mean(axis=1)\n", "val_rmse_std = val_scores.std(axis=1)\n", "\n", "print(f\"Train sizes: {train_sizes}\")\n", "print(f\"Train RMSE (first 5): {train_rmse_mean[:5]}\")\n", "print(f\"Val RMSE (first 5): {val_rmse_mean[:5]}\")\n" ] }, { "cell_type": "markdown", "id": "226e6032", "metadata": {}, "source": [ "### 5.2 Visualize the learning curve\n", "\n", "The train error stays low because the model keeps improving on its own data. Validation error is higher — it reflects real generalisation.\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "5fdcb3f4", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(11, 6))\n", "\n", "# Plot mean ± std band\n", "ax.plot(train_sizes, train_rmse_mean, 'o-', color='#3498db', linewidth=2.5, markersize=6, label='Training error')\n", "ax.fill_between(train_sizes, train_rmse_mean - train_rmse_std, train_rmse_mean + train_rmse_std, alpha=0.2, color='#3498db')\n", "\n", "ax.plot(train_sizes, val_rmse_mean, 's-', color='#e74c3c', linewidth=2.5, markersize=6, label='Validation error (5-fold CV)')\n", "ax.fill_between(train_sizes, val_rmse_mean - val_rmse_std, val_rmse_mean + val_rmse_std, alpha=0.2, color='#e74c3c')\n", "\n", "ax.set_xlabel('Training Set Size', fontsize=12)\n", "ax.set_ylabel('RMSE', fontsize=12)\n", "ax.set_title('Learning Curve: Bias-Variance Tradeoff', fontsize=14, fontweight='bold')\n", "ax.legend(fontsize=11)\n", "ax.grid(True, alpha=0.3)\n", "ax.set_ylim([0, 1.5])\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "65e70916", "metadata": {}, "source": [ "**Reading this plot:**\n", "- **Left side (small training size):** Both errors are high → **high bias** (model too simple, underfitting)\n", "- **Middle:** Validation error rises → **high variance** (overfitting on small dataset)\n", "- **Right side (full data):** Both errors converge → model stabilises\n", "\n", "To reduce overfitting, you can:\n", "1. Collect more data (right side of the curve — diminishing returns)\n", "2. Simplify the model (lower degree polynomial)\n", "3. **Regularization** — add a penalty for complex models (next section)\n" ] }, { "cell_type": "markdown", "id": "318a0cd9", "metadata": {}, "source": [ "## Part 6: Regularization — Ridge, Lasso, ElasticNet\n", "\n", "### 6.1 The idea behind regularization\n", "\n", "Instead of minimising just the error:\n", "$$J(\\theta) = \\frac{1}{m} \\|X\\theta - y\\|^2$$\n", "\n", "We add a **penalty term** that grows with the size of the coefficients:\n", "\n", "**Ridge (L2):** $J(\\theta) = \\text{MSE} + \\alpha \\sum \\theta_j^2$\n", "\n", "**Lasso (L1):** $J(\\theta) = \\text{MSE} + \\alpha \\sum |\\theta_j|$\n", "\n", "**ElasticNet:** $J(\\theta) = \\text{MSE} + \\alpha(\\text{L1 ratio} \\cdot \\text{L1 penalty} + (1 - \\text{L1 ratio}) \\cdot \\text{L2 penalty})$\n", "\n", "The **α parameter** (regularization strength) controls the tradeoff:\n", "- **α = 0:** No penalty, just normal linear regression (can overfit)\n", "- **α large:** Heavy penalty, coefficients shrink toward zero (underfits)\n", "\n", "The key difference:\n", "- **Ridge** shrinks all coefficients smoothly\n", "- **Lasso** can shrink some coefficients all the way to zero (automatic feature selection!)\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "6def43f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predictions at x=2.0:\n", " Linear Regression: 7.6005\n", " Ridge (α=0.1): 7.5993\n", " Lasso (α=0.1): 6.2468\n", " ElasticNet (α=0.1): 6.5214\n", "\n", "Coefficients (x and x²):\n", " Linear Reg: [[0.91317014 0.68162567]]\n", " Ridge: [0.91282656 0.68152677]\n", " Lasso: [0.51443494 0.5659413 ]\n", " ElasticNet: [0.59532946 0.58942149]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Reza Yaghobi\\AppData\\Local\\Temp\\ipykernel_16808\\3428913648.py:23: DeprecationWarning: Conversion of an array with ndim > 0 to a scalar is deprecated, and will error in future. Ensure you extract a single element from your array before performing this operation. (Deprecated NumPy 1.25.)\n", " poly_lr_pred = float(poly_lr.predict(X_test_point_poly)[0])\n" ] } ], "source": [ "from sklearn.linear_model import Ridge, Lasso, ElasticNet\n", "\n", "# Test point\n", "X_test_point = np.array([[2.0]])\n", "X_test_point_poly = poly_features.transform(X_test_point)\n", "\n", "# Ridge regression (L2 penalty)\n", "ridge = Ridge(alpha=0.1)\n", "ridge.fit(X_poly, y_quad)\n", "ridge_pred = ridge.predict(X_test_point_poly)[0]\n", "\n", "# Lasso regression (L1 penalty)\n", "lasso = Lasso(alpha=0.1)\n", "lasso.fit(X_poly, y_quad)\n", "lasso_pred = lasso.predict(X_test_point_poly)[0]\n", "\n", "# ElasticNet (L1 + L2)\n", "elastic = ElasticNet(alpha=0.1, l1_ratio=0.5) # 50% L1, 50% L2\n", "elastic.fit(X_poly, y_quad)\n", "elastic_pred = elastic.predict(X_test_point_poly)[0]\n", "\n", "# Convert to float for formatting\n", "poly_lr_pred = float(poly_lr.predict(X_test_point_poly)[0])\n", "ridge_pred = float(ridge_pred)\n", "lasso_pred = float(lasso_pred)\n", "elastic_pred = float(elastic_pred)\n", "\n", "print(f\"Predictions at x=2.0:\")\n", "print(f\" Linear Regression: {poly_lr_pred:.4f}\")\n", "print(f\" Ridge (α=0.1): {ridge_pred:.4f}\")\n", "print(f\" Lasso (α=0.1): {lasso_pred:.4f}\")\n", "print(f\" ElasticNet (α=0.1): {elastic_pred:.4f}\")\n", "\n", "print(f\"\\nCoefficients (x and x²):\")\n", "print(f\" Linear Reg: {poly_lr.coef_}\")\n", "print(f\" Ridge: {ridge.coef_}\")\n", "print(f\" Lasso: {lasso.coef_}\")\n", "print(f\" ElasticNet: {elastic.coef_}\")" ] }, { "cell_type": "markdown", "id": "fb6b1f63", "metadata": {}, "source": [ "### 6.2 Visualize regularization effect on coefficients\n", "\n", "As α increases, coefficients shrink. Lasso aggressively zeros out weak features.\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "9d7d1ee1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "alphas = np.logspace(-3, 2, 50)\n", "ridge_coefs = []\n", "lasso_coefs = []\n", "\n", "for alpha in alphas:\n", " ridge = Ridge(alpha=alpha)\n", " ridge.fit(X_poly, y_quad)\n", " ridge_coefs.append(ridge.coef_)\n", " \n", " lasso = Lasso(alpha=alpha, max_iter=10000)\n", " lasso.fit(X_poly, y_quad)\n", " lasso_coefs.append(lasso.coef_)\n", "\n", "ridge_coefs = np.array(ridge_coefs)\n", "lasso_coefs = np.array(lasso_coefs)\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# Ridge\n", "ax1.plot(alphas, ridge_coefs[:, 0], 'o-', label='x coefficient', linewidth=2)\n", "ax1.plot(alphas, ridge_coefs[:, 1], 's-', label='x² coefficient', linewidth=2)\n", "ax1.set_xscale('log')\n", "ax1.set_xlabel('Regularization strength (α)', fontsize=12)\n", "ax1.set_ylabel('Coefficient value', fontsize=12)\n", "ax1.set_title('Ridge Regression: Smooth coefficient shrinkage', fontsize=12, fontweight='bold')\n", "ax1.grid(True, alpha=0.3)\n", "ax1.legend()\n", "\n", "# Lasso\n", "ax2.plot(alphas, lasso_coefs[:, 0], 'o-', label='x coefficient', linewidth=2, color='#e74c3c')\n", "ax2.plot(alphas, lasso_coefs[:, 1], 's-', label='x² coefficient', linewidth=2, color='#e67e22')\n", "ax2.set_xscale('log')\n", "ax2.set_xlabel('Regularization strength (α)', fontsize=12)\n", "ax2.set_ylabel('Coefficient value', fontsize=12)\n", "ax2.set_title('Lasso Regression: Coefficients can shrink to zero', fontsize=12, fontweight='bold')\n", "ax2.grid(True, alpha=0.3)\n", "ax2.legend()\n", "ax2.axhline(y=0, color='k', linestyle='--', alpha=0.5)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "2795661a", "metadata": {}, "source": [ "## Part 7: Logistic Regression — Classification\n", "\n", "### 7.1 From regression to classification\n", "\n", "Linear regression predicts a **continuous value**. For classification (yes/no), we need a **probability**.\n", "\n", "Logistic regression wraps the linear prediction inside a **sigmoid function**:\n", "\n", "$$P(y=1 | x) = \\sigma(\\theta^T x) = \\frac{1}{1 + e^{-\\theta^T x}}$$\n", "\n", "The sigmoid function always outputs a value between 0 and 1 (a probability). The decision rule is:\n", "- If σ > 0.5 → predict class 1\n", "- If σ ≤ 0.5 → predict class 0\n", "\n", "The sigmoid is **steep near 0.5** (confident predictions) and **flat at the extremes** (already confident).\n" ] }, { "cell_type": "code", "execution_count": 37, "id": "2de36326", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data shape: X=(150, 1), y=(150,)\n", "Classes: [False True]\n", "Class distribution: [100 50]\n", "\n", "Train/test split: 112 train, 38 test\n" ] } ], "source": [ "from sklearn.datasets import load_iris\n", "from sklearn.model_selection import train_test_split\n", "\n", "# Load Iris dataset\n", "iris = load_iris(as_frame=True)\n", "X_iris = iris.data[['petal length (cm)']].values\n", "y_iris = iris.target_names[iris.target] == 'setosa' # Binary: is it setosa?\n", "\n", "print(f\"Data shape: X={X_iris.shape}, y={y_iris.shape}\")\n", "print(f\"Classes: {np.unique(y_iris)}\")\n", "print(f\"Class distribution: {np.bincount(y_iris.astype(int))}\")\n", "\n", "# Split into train/test\n", "X_train, X_test, y_train, y_test = train_test_split(X_iris, y_iris, random_state=42)\n", "print(f\"\\nTrain/test split: {X_train.shape[0]} train, {X_test.shape[0]} test\")\n" ] }, { "cell_type": "markdown", "id": "cb18f6a7", "metadata": {}, "source": [ "### 7.2 Fit a logistic regression model" ] }, { "cell_type": "code", "execution_count": 38, "id": "ba5003c7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logistic regression fitted.\n", " Intercept: 7.3375\n", " Coefficient: -2.7369\n", " Classes: [False True]\n", "\n", "Test accuracy: 1.0000\n" ] } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "# Fit logistic regression\n", "log_reg = LogisticRegression(random_state=42)\n", "log_reg.fit(X_train, y_train)\n", "\n", "print(f\"Logistic regression fitted.\")\n", "print(f\" Intercept: {log_reg.intercept_[0]:.4f}\")\n", "print(f\" Coefficient: {log_reg.coef_[0, 0]:.4f}\")\n", "print(f\" Classes: {log_reg.classes_}\")\n", "\n", "# Predictions on test set\n", "accuracy = log_reg.score(X_test, y_test)\n", "print(f\"\\nTest accuracy: {accuracy:.4f}\")\n" ] }, { "cell_type": "markdown", "id": "51d6664c", "metadata": {}, "source": [ "### 7.3 Visualize the sigmoid and decision boundary" ] }, { "cell_type": "code", "execution_count": 39, "id": "62ce7e10", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a grid of x-values\n", "X_grid = np.linspace(0, 7, 1000).reshape(-1, 1)\n", "\n", "# Get probability of being Setosa (class 1)\n", "y_proba = log_reg.predict_proba(X_grid)\n", "\n", "# Decision boundary: where P = 0.5\n", "db_x = X_grid[np.argmin(np.abs(y_proba[:, 1] - 0.5))]\n", "\n", "fig, ax = plt.subplots(figsize=(11, 6))\n", "\n", "# Plot sigmoid curves\n", "ax.plot(X_grid, y_proba[:, 0], '--', color='#e74c3c', linewidth=2.5, label='P(not Setosa)')\n", "ax.plot(X_grid, y_proba[:, 1], '--', color='#3498db', linewidth=2.5, label='P(is Setosa)')\n", "\n", "# Decision boundary\n", "ax.axvline(db_x, color='k', linestyle=':', linewidth=2, label=f'Decision boundary (x={db_x[0]:.2f})')\n", "ax.axhline(0.5, color='gray', linestyle='--', alpha=0.5)\n", "\n", "# Training data\n", "ax.scatter(X_train[y_train == 0], np.zeros(sum(y_train == 0)) + 0.02, \n", " marker='x', s=100, color='#e74c3c', linewidth=2, label='Non-Setosa (train)')\n", "ax.scatter(X_train[y_train == 1], np.ones(sum(y_train == 1)) - 0.02, \n", " marker='+', s=100, color='#3498db', linewidth=2, label='Setosa (train)')\n", "\n", "ax.set_xlabel('Petal length (cm)', fontsize=12)\n", "ax.set_ylabel('Probability', fontsize=12)\n", "ax.set_title('Logistic Regression: Sigmoid probability and decision boundary', fontsize=13, fontweight='bold')\n", "ax.legend(fontsize=10, loc='center left')\n", "ax.grid(True, alpha=0.3)\n", "ax.set_ylim([-0.1, 1.1])\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "e7dff5f9", "metadata": {}, "source": [ "### 7.4 Make predictions\n", "\n", "The model outputs probabilities via `predict_proba()`, and binary predictions via `predict()`.\n" ] }, { "cell_type": "code", "execution_count": 40, "id": "30ac38f1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "x = 2.5: P(not setosa) = 0.379, P(setosa) = 0.621 → Predict: True\n", "x = 3.0: P(not setosa) = 0.705, P(setosa) = 0.295 → Predict: False\n", "x = 3.5: P(not setosa) = 0.904, P(setosa) = 0.096 → Predict: False\n" ] } ], "source": [ "# Test on specific points\n", "test_points = np.array([[2.5], [3.0], [3.5]])\n", "\n", "probas = log_reg.predict_proba(test_points)\n", "preds = log_reg.predict(test_points)\n", "\n", "for i, (x, proba, pred) in enumerate(zip(test_points, probas, preds)):\n", " print(f\"x = {x[0]:.1f}: P(not setosa) = {proba[0]:.3f}, P(setosa) = {proba[1]:.3f} → Predict: {pred}\")\n" ] }, { "cell_type": "markdown", "id": "c96432a7", "metadata": {}, "source": [ "## Part 8: Multiclass Classification with Softmax\n", "\n", "### 8.1 From binary to multiclass\n", "\n", "So far we predicted: Setosa or not.\n", "\n", "Now let's predict the **actual class** among all three Iris species (Setosa, Versicolor, Virginica) using the two petal measurements.\n", "\n", "For multiclass, logistic regression uses **softmax** instead of sigmoid:\n", "\n", "$$P(y=k | x) = \\frac{e^{\\theta_k^T x}}{\\sum_j e^{\\theta_j^T x}}$$\n", "\n", "Softmax is just the generalization of sigmoid: it outputs a probability distribution over all k classes that sum to 1.\n", "\n", "Scikit-learn automatically handles this — just pass multiclass y to `LogisticRegression`.\n" ] }, { "cell_type": "code", "execution_count": 41, "id": "380067a3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Multiclass problem: predict one of 3 classes\n", "Classes: ['setosa' 'versicolor' 'virginica']\n", "Train size: 112, Test size: 38\n", "\n", "Test accuracy (multiclass): 1.0000\n" ] } ], "source": [ "# Multiclass problem: all 3 species\n", "X_multi = iris.data[['petal length (cm)', 'petal width (cm)']].values\n", "y_multi = iris.target\n", "\n", "X_train_m, X_test_m, y_train_m, y_test_m = train_test_split(X_multi, y_multi, random_state=42)\n", "\n", "print(f\"Multiclass problem: predict one of {len(np.unique(y_multi))} classes\")\n", "print(f\"Classes: {iris.target_names}\")\n", "print(f\"Train size: {X_train_m.shape[0]}, Test size: {X_test_m.shape[0]}\")\n", "\n", "# Fit multiclass logistic regression\n", "log_reg_multi = LogisticRegression(random_state=42)\n", "log_reg_multi.fit(X_train_m, y_train_m)\n", "\n", "accuracy_multi = log_reg_multi.score(X_test_m, y_test_m)\n", "print(f\"\\nTest accuracy (multiclass): {accuracy_multi:.4f}\")\n" ] }, { "cell_type": "markdown", "id": "436dd22e", "metadata": {}, "source": [ "### 8.2 Visualize the multiclass decision boundaries" ] }, { "cell_type": "code", "execution_count": 42, "id": "5e9723e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a 2D mesh for decision boundary visualization\n", "petal_length_range = np.linspace(0, 7, 500)\n", "petal_width_range = np.linspace(0, 3, 500)\n", "petal_length_grid, petal_width_grid = np.meshgrid(petal_length_range, petal_width_range)\n", "\n", "# Flatten the grid for prediction\n", "X_mesh = np.c_[petal_length_grid.flatten(), petal_width_grid.flatten()]\n", "y_mesh_proba = log_reg_multi.predict_proba(X_mesh)\n", "\n", "# Get the probability of class 1 (Versicolor) for coloring\n", "y_mesh_class1 = y_mesh_proba[:, 1].reshape(petal_length_grid.shape)\n", "\n", "fig, ax = plt.subplots(figsize=(11, 8))\n", "\n", "# Contour plot of class probabilities\n", "contour = ax.contourf(petal_length_grid, petal_width_grid, y_mesh_class1, \n", " levels=15, cmap='RdYlBu_r', alpha=0.8)\n", "cbar = plt.colorbar(contour, ax=ax, label='P(Versicolor)')\n", "\n", "# Plot training data\n", "colors = ['#e74c3c', '#3498db', '#2ecc71']\n", "for i, (class_name, color) in enumerate(zip(iris.target_names, colors)):\n", " mask = y_train_m == i\n", " ax.scatter(X_train_m[mask, 0], X_train_m[mask, 1], \n", " c=color, s=100, alpha=0.7, edgecolors='black', linewidth=1,\n", " label=class_name, marker='o')\n", "\n", "ax.set_xlabel('Petal length (cm)', fontsize=12)\n", "ax.set_ylabel('Petal width (cm)', fontsize=12)\n", "ax.set_title('Logistic Regression (Softmax): Multiclass Decision Boundaries', fontsize=13, fontweight='bold')\n", "ax.legend(fontsize=11, loc='upper left')\n", "ax.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "3e74a840", "metadata": {}, "source": [ "### 8.3 Decision boundaries form regions\n", "\n", "Each point in the 2D space is assigned to the class with the **highest probability**. The contours show where probabilities transition — these are the decision boundaries.\n", "\n", "Different sklearn models (SVM, neural networks, etc.) produce different boundary shapes, but the logic is the same: partition the feature space into regions, one per class.\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "9b7443d0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test point: petal length=3.5, petal width=1.5\n", "\n", "Softmax probabilities:\n", " P(setosa ) = 0.0821\n", " P(versicolor ) = 0.8956\n", " P(virginica ) = 0.0223\n", "\n", "Predicted class: versicolor\n" ] } ], "source": [ "# Make predictions and show softmax outputs\n", "test_point = np.array([[3.5, 1.5]])\n", "proba_multi = log_reg_multi.predict_proba(test_point)\n", "pred_multi = log_reg_multi.predict(test_point)\n", "\n", "print(f\"Test point: petal length={test_point[0,0]}, petal width={test_point[0,1]}\")\n", "print(f\"\\nSoftmax probabilities:\")\n", "for i, (class_name, prob) in enumerate(zip(iris.target_names, proba_multi[0])):\n", " print(f\" P({class_name:12s}) = {prob:.4f}\")\n", "print(f\"\\nPredicted class: {iris.target_names[pred_multi[0]]}\")\n" ] }, { "cell_type": "markdown", "id": "e361ee5c", "metadata": {}, "source": [ "## Summary: The Linear Model Zoo\n", "\n", "| Model | Task | Link function | Cost | When to use |\n", "|-------|------|---|---|---|\n", "| Linear Regression | Continuous prediction | Identity | MSE | Default for regression |\n", "| Ridge Regression | Regression (with penalty) | Identity | MSE + L2 | When features are correlated |\n", "| Lasso Regression | Regression + feature selection | Identity | MSE + L1 | When you suspect many features are irrelevant |\n", "| ElasticNet | Regression (balanced penalty) | Identity | MSE + L1 + L2 | Best of both Ridge and Lasso |\n", "| Logistic (binary) | Binary classification | Sigmoid | Log loss | Interpretable classifier |\n", "| Logistic (multiclass) | Multiclass classification | Softmax | Cross-entropy | Multiple classes, interpretable |\n", "\n", "All these models **learn** coefficients (θ) using the same optimization principles:\n", "- **Normal equation** for direct solution (small datasets)\n", "- **Gradient descent** for iterative solution (large datasets)\n", "- **Regularization** to prevent overfitting\n", "\n", "The only changes are the link function (sigmoid vs. identity) and the cost function (MSE vs. log loss).\n" ] } ], "metadata": { "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": "3.13.9" } }, "nbformat": 4, "nbformat_minor": 5 }