{ "cells": [ { "cell_type": "markdown", "id": "3f0ea367", "metadata": {}, "source": [ "# Lesson 12: Linear algebra conceptual intro\n", "\n", "This notebook demonstrates key linear algebra concepts using a synthetic toy fitness dataset." ] }, { "cell_type": "code", "execution_count": 1, "id": "4b544dfa", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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agelocationheightweightfitness_levelworkouts_per_week
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" ], "text/plain": [ " age location height weight fitness_level workouts_per_week\n", "0 58 0 59.5 124.6 7 3\n", "1 24 4 60.7 118.4 6 0\n", "2 32 4 71.0 180.4 10 6\n", "3 55 2 75.2 189.6 8 2\n", "4 39 2 62.1 157.2 9 5" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import required libraries\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "\n", "# Display dataset info\n", "url = 'https://gperdrizet.github.io/FSA_devops/assets/data/unit2/fitness.csv'\n", "df = pd.read_csv(url)\n", "df.head()" ] }, { "cell_type": "markdown", "id": "5b16d83e", "metadata": {}, "source": [ "## Introduction to linear algebra\n", "\n", "Our fitness dataset is stored as a matrix - rows represent people, columns represent features." ] }, { "cell_type": "code", "execution_count": 2, "id": "86778b2f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Matrix shape: (500, 6)\n", "This means: 500 people (rows) × 6 features (columns)\n", "\n", "First 3 people as matrix rows:\n", "[[ 58. 0. 59.5 124.6 7. 3. ]\n", " [ 24. 4. 60.7 118.4 6. 0. ]\n", " [ 32. 4. 71. 180.4 10. 6. ]]\n" ] } ], "source": [ "# Convert dataframe to a matrix (numpy array)\n", "data_matrix = df.values\n", "print(f\"Matrix shape: {data_matrix.shape}\")\n", "print(f\"This means: {data_matrix.shape[0]} people (rows) × {data_matrix.shape[1]} features (columns)\")\n", "print(f\"\\nFirst 3 people as matrix rows:\")\n", "print(data_matrix[:3])" ] }, { "cell_type": "markdown", "id": "2b088481", "metadata": {}, "source": [ "### Understanding N-dimensional feature space\n", "\n", "Each person's data can be thought of as a **point in N-dimensional space**, where N is the number of features. Let's visualize this concept by progressively adding dimensions." ] }, { "cell_type": "code", "execution_count": null, "id": "ff9a8c05", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def feature_space_plot():\n", " \n", " # Select a subset of people to visualize\n", " sample_size = 50\n", " sample_indices = np.random.choice(len(data_matrix), sample_size, replace=False)\n", " sample_data = data_matrix[sample_indices]\n", "\n", " # Create a figure with 4 subplots\n", " fig, axs = plt.subplots(2, 2, figsize=(12, 8))\n", " axs = axs.flatten()\n", "\n", " # ============================================================\n", " # 1D: Single Feature (Height) on a Number Line\n", " # ============================================================\n", " heights = sample_data[:, 2] # Height column\n", " y_positions = np.zeros_like(heights) # All at y=0 for number line\n", "\n", " ax1 = axs[0]\n", " ax1.set_title('1D Space: Each person is a point on a line')\n", " ax1.scatter(heights, y_positions, marker='|', color='black', s=50)\n", " ax1.axhline(y=0, color='grey', linewidth=2)\n", " ax1.set_xlabel('Height (inches)')\n", " ax1.set_ylabel('')\n", " ax1.set_yticks([])\n", "\n", " x0, x1 = ax1.get_xlim()\n", " y0, y1 = ax1.get_ylim()\n", " ax1.set_aspect(abs(x1 - x0) / abs(y1 - y0))\n", "\n", " ax1.text(\n", " 0.5,\n", " 0.95,\n", " 'Each person = 1 number', \n", " transform=ax1.transAxes,\n", " ha='center',\n", " va='top', \n", " bbox=dict(facecolor='lightgrey')\n", " )\n", "\n", " ax1.grid(axis='x', alpha=0.3)\n", "\n", " # ============================================================\n", " # 2D: Two Features (Height vs Weight) on Scatter Plot\n", " # ============================================================\n", " heights = sample_data[:, 2]\n", " weights = sample_data[:, 3]\n", "\n", " ax2 = axs[1]\n", " ax2.set_title('2D Space: Each person is a point on a plane')\n", " ax2.scatter(heights, weights, s=50, c='black')\n", " ax2.set_xlabel('Height (inches)')\n", " ax2.set_ylabel('Weight (pounds)')\n", "\n", " x0, x1 = ax2.get_xlim()\n", " y0, y1 = ax2.get_ylim()\n", " ax2.set_aspect(abs(x1 - x0) / abs(y1 - y0))\n", "\n", " ax2.text(\n", " 0.5,\n", " 0.95,\n", " 'Each person = 2 numbers', \n", " transform=ax2.transAxes,\n", " ha='center',\n", " va='top',\n", " bbox=dict(facecolor='lightgrey')\n", " )\n", "\n", " ax2.grid(alpha=0.3)\n", "\n", " # ============================================================\n", " # 3D: Three Features (Height, Weight, Age) on 3D Scatter\n", " # ============================================================\n", " heights = sample_data[:, 2]\n", " weights = sample_data[:, 3]\n", " ages = sample_data[:, 0]\n", "\n", " # Remove the 2D axis and replace with 3D\n", " axs[2].remove()\n", " ax3 = fig.add_subplot(2, 2, 3, projection='3d')\n", "\n", " ax3.set_title('3D Space: Each person is a point in 3D space')\n", " scatter3d = ax3.scatter(heights, weights, ages, s=50, c='black')\n", " ax3.set_xlabel('Height (inches)')\n", " ax3.set_ylabel('Weight (pounds)')\n", " ax3.set_zlabel('Age (years)')\n", "\n", " ax3.text2D(\n", " 0.5,\n", " 0.95,\n", " 'Each person = 3 numbers', \n", " transform=ax3.transAxes,\n", " ha='center',\n", " va='top',\n", " bbox=dict(facecolor='lightgrey')\n", " )\n", "\n", " # ============================================================\n", " # 4D: Four Features (Height, Weight, Age + Fitness as Color)\n", " # ============================================================\n", " heights = sample_data[:, 2]\n", " weights = sample_data[:, 3]\n", " ages = sample_data[:, 0]\n", " fitness = sample_data[:, 4] # 4th dimension shown as color\n", "\n", " # Remove the 2D axis and replace with 3D\n", " axs[3].remove()\n", " ax4 = fig.add_subplot(2, 2, 4, projection='3d')\n", "\n", " ax4.set_title('4D Space: Color represents 4th dimension')\n", " scatter4d = ax4.scatter(heights, weights, ages, s=50, c=fitness, cmap='viridis', edgecolor='black')\n", " ax4.set_xlabel('Height (inches)')\n", " ax4.set_ylabel('Weight (pounds)')\n", " ax4.set_zlabel('Age (years)')\n", "\n", " ax4.text2D(\n", " 0.5,\n", " 0.95,\n", " 'Each person = 4 numbers', \n", " transform=ax4.transAxes,\n", " ha='center',\n", " va='top',\n", " bbox=dict(facecolor='lightgrey')\n", " )\n", "\n", " cbar = plt.colorbar(scatter4d, ax=ax4, shrink=0.5, aspect=5)\n", " cbar.set_label('Fitness Level (0-10)')\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "feature_space_plot()" ] }, { "cell_type": "markdown", "id": "323cdd8f", "metadata": {}, "source": [ "### Why this matters for machine learning\n", "\n", "Understanding data as points in N-dimensional space helps us:\n", "\n", "1. **Measure Distance**: Similar people are close together in this space\n", "2. **Find Patterns**: Clusters of points reveal groups with similar characteristics\n", "3. **Make Predictions**: A new person's location in this space helps predict unknown features\n", "4. **Reduce Dimensions**: Techniques like PCA find the most important directions in high-dimensional space\n", "\n", "Linear algebra provides the mathematical tools to work with this high-dimensional space, even though we can't visualize it directly!" ] }, { "cell_type": "markdown", "id": "a12970a8", "metadata": {}, "source": [ "### Machine learning models are also matrices!\n", "\n", "Just like data can be represented as matrices, **machine learning models themselves are matrices** of parameters (weights and biases). Let's see how model complexity grows with dimensions." ] }, { "cell_type": "code", "execution_count": 4, "id": "3ab943e6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def models_plot():\n", "\n", " # Create a figure with 3 rows and 2 columns\n", " fig = plt.figure(figsize=(10, 12))\n", "\n", " # ============================================================\n", " # ROW 1: Simple Linear Regression (1 Feature)\n", " # ============================================================\n", "\n", " # Subplot 1: Regression plot\n", " ax1 = plt.subplot2grid((3, 3), (0, 0), colspan=2)\n", "\n", " # Extract features\n", " X_1d = df['height'].values.reshape(-1, 1)\n", " y = df['weight'].values\n", "\n", " # Fit simple linear regression: y = mx + b\n", " # Using Normal Equation: θ = (X'X)^(-1)X'y\n", " # Add bias term (column of ones) to X\n", " X_1d_bias = np.column_stack([np.ones(len(X_1d)), X_1d])\n", " theta_1d = np.linalg.inv(X_1d_bias.T @ X_1d_bias) @ X_1d_bias.T @ y\n", "\n", " # Extract parameters\n", " b = theta_1d[0] # intercept\n", " m = theta_1d[1] # slope\n", "\n", " # Plot data and regression line\n", " ax1.scatter(df['height'], df['weight'], c='black', s=10)\n", " height_range = np.array([df['height'].min(), df['height'].max()])\n", " weight_pred = m * height_range + b\n", " ax1.plot(height_range, weight_pred, 'r-', linewidth=2, label='Regression Line')\n", " ax1.set_xlabel('Height (inches)')\n", " ax1.set_ylabel('Weight (pounds)')\n", " ax1.set_title('Simple Linear Regression\\n1 Feature → 2 Parameters')\n", " ax1.legend()\n", " ax1.grid(True, alpha=0.3)\n", " x0, x1 = ax1.get_xlim()\n", " y0, y1 = ax1.get_ylim()\n", " ax1.set_aspect(abs(x1 - x0) / abs(y1 - y0))\n", "\n", " # Subplot 2: Show equation\n", " ax2 = plt.subplot2grid((3, 3), (0, 2), colspan=1)\n", " ax2.text(0.5, 0.7, 'Model Equation:', ha='center', fontsize=14, fontweight='bold',\n", " transform=ax2.transAxes)\n", " ax2.text(0.5, 0.5, f'y = mx + b', ha='center', fontsize=16,\n", " transform=ax2.transAxes, family='monospace')\n", " ax2.text(0.5, 0.3, f'weight = {m:.2f} × height + {b:.2f}', ha='center', fontsize=14,\n", " transform=ax2.transAxes, family='monospace', \n", " bbox=dict(boxstyle='round', facecolor='lightgrey', alpha=0.8))\n", " ax2.text(0.5, 0.1, f'Parameters: [b={b:.2f}, m={m:.2f}]', ha='center', fontsize=11,\n", " transform=ax2.transAxes, style='italic')\n", " ax2.set_xlim(0, 1)\n", " ax2.set_ylim(0, 1)\n", " ax2.axis('off')\n", "\n", " # ============================================================\n", " # ROW 2: Multiple Linear Regression (2 Features)\n", " # ============================================================\n", "\n", " # Subplot 3: 3D Regression plot\n", " ax3 = plt.subplot2grid((3, 3), (1, 0), colspan=2, projection='3d')\n", "\n", " # Extract features\n", " X_2d = df[['height', 'age']].values\n", " y = df['weight'].values\n", "\n", " # Fit multiple linear regression: y = b + m₁x₁ + m₂x₂\n", " # Using Normal Equation\n", " X_2d_bias = np.column_stack([np.ones(len(X_2d)), X_2d])\n", " theta_2d = np.linalg.inv(X_2d_bias.T @ X_2d_bias) @ X_2d_bias.T @ y\n", "\n", " # Extract parameters\n", " b_2d = theta_2d[0] # intercept\n", " m1 = theta_2d[1] # height coefficient\n", " m2 = theta_2d[2] # age coefficient\n", "\n", " # Plot data points\n", " ax3.scatter(df['height'], df['age'], df['weight'], c='black', s=10)\n", "\n", " # Create regression plane\n", " height_grid = np.linspace(df['height'].min(), df['height'].max(), 10)\n", " age_grid = np.linspace(df['age'].min(), df['age'].max(), 10)\n", " height_mesh, age_mesh = np.meshgrid(height_grid, age_grid)\n", " weight_mesh = b_2d + m1 * height_mesh + m2 * age_mesh\n", "\n", " ax3.plot_surface(height_mesh, age_mesh, weight_mesh, alpha=0.3, color='red')\n", " ax3.set_xlabel('Height (inches)')\n", " ax3.set_ylabel('Age (years)')\n", " ax3.set_zlabel('Weight (pounds)')\n", " ax3.set_title('Multiple Linear Regression\\n2 Features → 3 Parameters')\n", "\n", " # Subplot 4: Show equation\n", " ax4 = plt.subplot2grid((3, 3), (1, 2), colspan=1)\n", " ax4.text(0.5, 0.7, 'Model Equation:', ha='center', fontsize=14, fontweight='bold',\n", " transform=ax4.transAxes)\n", " ax4.text(0.5, 0.55, f'y = b + m₁x₁ + m₂x₂', ha='center', fontsize=14,\n", " transform=ax4.transAxes, family='monospace')\n", " ax4.text(0.5, 0.35, f'weight = {b_2d:.2f} + {m1:.2f} × height\\n + {m2:.2f} × age', \n", " ha='center', fontsize=12, transform=ax4.transAxes, family='monospace',\n", " bbox=dict(boxstyle='round', facecolor='lightgrey', alpha=0.8))\n", " ax4.text(0.5, 0.1, f'Parameters: [b={b_2d:.2f}, m₁={m1:.2f}, m₂={m2:.2f}]', \n", " ha='center', fontsize=10, transform=ax4.transAxes, style='italic')\n", " ax4.set_xlim(0, 1)\n", " ax4.set_ylim(0, 1)\n", " ax4.axis('off')\n", "\n", " # ============================================================\n", " # ROW 3: Neural Network (All 5 Features)\n", " # ============================================================\n", "\n", " # Calculate parameters first (needed for both subplots)\n", " w1_params = 5 * 3 # weights\n", " b1_params = 3 # biases\n", " w2_params = 3 * 1 # weights\n", " b2_params = 1 # biases\n", " total_params = w1_params + b1_params + w2_params + b2_params\n", "\n", " # Subplot 5: Neural network schematic (wider - takes 2 columns)\n", " ax5 = plt.subplot2grid((3, 3), (2, 0), colspan=2)\n", "\n", " # Network architecture: 5 inputs → 3 hidden → 1 output\n", " n_inputs = 5\n", " n_hidden = 3\n", " n_output = 1\n", "\n", " # Define layer positions\n", " input_y = np.linspace(0.2, 0.8, n_inputs)\n", " hidden_y = np.linspace(0.3, 0.7, n_hidden)\n", " output_y = [0.5]\n", "\n", " input_x = 0.15\n", " hidden_x = 0.5\n", " output_x = 0.85\n", "\n", " # Draw input layer\n", " feature_names = ['Age', 'Location', 'Height', 'Weight', 'Fitness']\n", " for i, (y, name) in enumerate(zip(input_y, feature_names)):\n", " circle = plt.Circle((input_x, y), 0.04, color='lightblue', ec='black', linewidth=1)\n", " ax5.add_patch(circle)\n", " ax5.text(input_x - 0.12, y, name, ha='right', va='center', fontsize=9)\n", "\n", " # Draw hidden layer\n", " for i, y in enumerate(hidden_y):\n", " circle = plt.Circle((hidden_x, y), 0.04, color='lightgreen', ec='black', linewidth=1)\n", " ax5.add_patch(circle)\n", "\n", " # Draw output layer\n", " circle = plt.Circle((output_x, output_y[0]), 0.04, color='lightcoral', ec='black', linewidth=1)\n", " ax5.add_patch(circle)\n", " ax5.text(output_x + 0.12, output_y[0], 'Weight\\n(predicted)', ha='left', va='center', fontsize=9)\n", "\n", " # Draw connections (weights) - input to hidden\n", " for i, y_in in enumerate(input_y):\n", " for j, y_hid in enumerate(hidden_y):\n", " ax5.plot([input_x + 0.04, hidden_x - 0.04], [y_in, y_hid], \n", " 'gray', linewidth=1)\n", "\n", " # Draw connections - hidden to output\n", " for y_hid in hidden_y:\n", " ax5.plot([hidden_x + 0.04, output_x - 0.04], [y_hid, output_y[0]], \n", " 'gray', linewidth=1)\n", "\n", " # Add labels for layers\n", " ax5.text(input_x, 0.05, 'Input Layer\\n(5 features)', ha='center', fontsize=9, fontweight='bold')\n", " ax5.text(hidden_x, 0.05, 'Hidden Layer\\n(3 neurons)', ha='center', fontsize=9, fontweight='bold')\n", " ax5.text(output_x, 0.05, 'Output Layer\\n(1 prediction)', ha='center', fontsize=9, fontweight='bold')\n", "\n", " ax5.set_xlim(0, 1)\n", " ax5.set_ylim(0, 1)\n", " ax5.set_aspect('equal')\n", " ax5.axis('off')\n", " ax5.set_title('Neural network\\n5 features → 22 parameters', fontsize=12)\n", "\n", " # Subplot 6: Parameter information (narrower - takes 1 column)\n", " ax6 = plt.subplot2grid((3, 3), (2, 2), colspan=1)\n", "\n", " # Display parameter breakdown\n", " ax6.text(0.5, 0.85, 'Model parameters:', ha='center', fontsize=14, fontweight='bold',\n", " transform=ax6.transAxes)\n", "\n", " # Layer 1 parameters\n", " ax6.text(0.5, 0.70, 'Layer 1 (input → hidden):', ha='center', fontsize=11, fontweight='bold',\n", " transform=ax6.transAxes)\n", " ax6.text(0.5, 0.62, f'W₁: 5×3 = {w1_params} weights', ha='center', fontsize=10,\n", " transform=ax6.transAxes, family='monospace')\n", " ax6.text(0.5, 0.56, f'b₁: {b1_params} biases', ha='center', fontsize=10,\n", " transform=ax6.transAxes, family='monospace')\n", " ax6.text(0.5, 0.48, f'Subtotal: {w1_params + b1_params} parameters', ha='center', fontsize=10,\n", " transform=ax6.transAxes, style='italic')\n", "\n", " # Layer 2 parameters\n", " ax6.text(0.5, 0.36, 'Layer 2 (hidden → output):', ha='center', fontsize=11, fontweight='bold',\n", " transform=ax6.transAxes)\n", " ax6.text(0.5, 0.28, f'W₂: 3×1 = {w2_params} weights', ha='center', fontsize=10,\n", " transform=ax6.transAxes, family='monospace')\n", " ax6.text(0.5, 0.22, f'b₂: {b2_params} bias', ha='center', fontsize=10,\n", " transform=ax6.transAxes, family='monospace')\n", " ax6.text(0.5, 0.14, f'Subtotal: {w2_params + b2_params} parameters', ha='center', fontsize=10,\n", " transform=ax6.transAxes, style='italic')\n", "\n", " # Total\n", " ax6.text(0.5, 0.04, f'Total: {total_params} parameters', ha='center', fontsize=12,\n", " transform=ax6.transAxes, fontweight='bold',\n", " bbox=dict(boxstyle='round', facecolor='lightgrey', alpha=0.9))\n", "\n", " ax6.set_xlim(0, 1)\n", " ax6.set_ylim(0, 1)\n", " ax6.axis('off')\n", "\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "models_plot()" ] } ], "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }