{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4be303ee",
   "metadata": {},
   "source": [
    "## Notebook set up\n",
    "\n",
    "### Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f194e0fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from scipy.stats import randint, uniform\n",
    "from sklearn.datasets import make_friedman1\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.model_selection import KFold, train_test_split, cross_val_score, GridSearchCV, RandomizedSearchCV\n",
    "from sklearn.metrics import root_mean_squared_error\n",
    "from sklearn.preprocessing import PolynomialFeatures\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.pipeline import Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5db5d65b",
   "metadata": {},
   "source": [
    "### Create dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d0d6bb02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature_0</th>\n",
       "      <th>feature_1</th>\n",
       "      <th>feature_2</th>\n",
       "      <th>feature_3</th>\n",
       "      <th>feature_4</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.616679</td>\n",
       "      <td>0.279165</td>\n",
       "      <td>0.125676</td>\n",
       "      <td>0.315648</td>\n",
       "      <td>0.996900</td>\n",
       "      <td>16.091937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.423093</td>\n",
       "      <td>0.112483</td>\n",
       "      <td>0.981730</td>\n",
       "      <td>0.719996</td>\n",
       "      <td>0.999457</td>\n",
       "      <td>18.328074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.409812</td>\n",
       "      <td>0.596355</td>\n",
       "      <td>0.087318</td>\n",
       "      <td>0.646466</td>\n",
       "      <td>0.138363</td>\n",
       "      <td>17.508035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.824479</td>\n",
       "      <td>0.906551</td>\n",
       "      <td>0.373458</td>\n",
       "      <td>0.400470</td>\n",
       "      <td>0.618359</td>\n",
       "      <td>14.544648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.856326</td>\n",
       "      <td>0.250800</td>\n",
       "      <td>0.535109</td>\n",
       "      <td>0.944498</td>\n",
       "      <td>0.958171</td>\n",
       "      <td>20.507191</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   feature_0  feature_1  feature_2  feature_3  feature_4      label\n",
       "0   0.616679   0.279165   0.125676   0.315648   0.996900  16.091937\n",
       "1   0.423093   0.112483   0.981730   0.719996   0.999457  18.328074\n",
       "2   0.409812   0.596355   0.087318   0.646466   0.138363  17.508035\n",
       "3   0.824479   0.906551   0.373458   0.400470   0.618359  14.544648\n",
       "4   0.856326   0.250800   0.535109   0.944498   0.958171  20.507191"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Generate the Friedman1 dataset\n",
    "X, y = make_friedman1(n_samples=5000, n_features=5, random_state=315)\n",
    "\n",
    "# Convert to DataFrame\n",
    "X_df = pd.DataFrame(X, columns=[f'feature_{i}' for i in range(5)])\n",
    "y_series = pd.Series(y, name='label')\n",
    "\n",
    "# Combine into a single DataFrame for easy exploration\n",
    "df = X_df.copy()\n",
    "df['label'] = y_series\n",
    "\n",
    "# Display the first few rows\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87753c18",
   "metadata": {},
   "source": [
    "## Task 1: Train and evaluate a linear regression model\n",
    "\n",
    "**Tasks**:\n",
    "\n",
    "1. Split the data into training and testing sets using an 80-20 split. Use `random_state=315`.\n",
    "\n",
    "2. Train a `LinearRegression` model on the training data.\n",
    "\n",
    "3. Calculate and print the following metrics:\n",
    "   - Training RMSE\n",
    "   - Testing RMSE\n",
    "\n",
    "4. Create a scatter plot of true vs. predicted values for the test set:\n",
    "   - Add a diagonal reference line (y=x) to show perfect predictions\n",
    "   - Label the axes appropriately\n",
    "   - Add a title\n",
    "\n",
    "**Hints**:\n",
    "\n",
    "- Use `train_test_split()` with `test_size=0.2`\n",
    "  - Example: `X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=315)`\n",
    "\n",
    "- To calculate metrics:\n",
    "  - First make predictions: `y_pred = model.predict(X_test)`\n",
    "  - Then calculate: `rmse = root_mean_squared_error(y_test, y_pred)`\n",
    "\n",
    "- To add a reference line to a plot:\n",
    "  - `plt.plot([min, max], [min, max], 'k--', alpha=0.3)`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0c17f022",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression Performance:\n",
      "Training RMSE: 2.4359\n",
      "Testing RMSE:  2.4420\n"
     ]
    }
   ],
   "source": [
    "# 1. Split the data\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=315)\n",
    "\n",
    "# 2. Train Linear Regression model\n",
    "lr_model = LinearRegression()\n",
    "lr_model.fit(X_train, y_train)\n",
    "\n",
    "# 3. Calculate metrics\n",
    "# Training predictions and metrics\n",
    "y_train_pred_lr = lr_model.predict(X_train)\n",
    "train_rmse_lr = root_mean_squared_error(y_train, y_train_pred_lr)\n",
    "\n",
    "# Testing predictions and metrics\n",
    "y_test_pred_lr = lr_model.predict(X_test)\n",
    "test_rmse_lr = root_mean_squared_error(y_test, y_test_pred_lr)\n",
    "\n",
    "# Print metrics\n",
    "print('Linear Regression Performance:')\n",
    "print(f'Training RMSE: {train_rmse_lr:.4f}')\n",
    "print(f'Testing RMSE:  {test_rmse_lr:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b94509df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4. Plot true vs predicted values and residuals for test set\n",
    "fig, axs = plt.subplots(1,2, figsize=(8,4))\n",
    "axs = axs.flatten()\n",
    "\n",
    "test_min = int(min(y_test.min(), y_test_pred_lr.min()))\n",
    "test_max = int(max(y_test.max(), y_test_pred_lr.max()))\n",
    "\n",
    "axs[0].set_title('True vs predicted values\\ntest set')\n",
    "axs[0].scatter(\n",
    "    y_test, y_test_pred_lr,\n",
    "    s=1, color='black', label='Data'\n",
    ")\n",
    "axs[0].plot(\n",
    "    list(range(test_min, test_max+5, 10)), list(range(test_min, test_max+5, 10)), \n",
    "    color='red', label='perfect predictions'\n",
    ")\n",
    "axs[0].set_xlabel('True value')\n",
    "axs[0].set_ylabel('Predicted value')\n",
    "axs[0].set_aspect('equal', adjustable='box')\n",
    "axs[0].set_ylim(test_min, test_max)\n",
    "axs[0].set_xlim(test_min, test_max)\n",
    "axs[0].legend(loc='upper left', markerscale=5)\n",
    "\n",
    "axs[1].set_title('Fit residuals\\ntest set')\n",
    "axs[1].scatter(\n",
    "    y_test_pred_lr, y_test - y_test_pred_lr, \n",
    "    s=1, color='black'\n",
    ")\n",
    "axs[1].axhline(0, color='red', label='perfect predictions' )\n",
    "axs[1].set_xlabel('Predicted value')\n",
    "axs[1].set_ylabel('True - predicted value')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "52e629e6",
   "metadata": {},
   "source": [
    "## Task 2: Train and evaluate a decision tree model\n",
    "\n",
    "**Tasks**:\n",
    "\n",
    "1. Train a `DecisionTreeRegressor` model on the training data from Task 1. Use `random_state=315`.\n",
    "\n",
    "2. Calculate and print the following metrics for the decision tree:\n",
    "   - Training RMSE\n",
    "   - Testing RMSE\n",
    "\n",
    "3. Create a scatter plot of true vs. predicted values for the test set:\n",
    "   - Add a diagonal reference line (y=x) to show perfect predictions\n",
    "   - Label the axes appropriately\n",
    "   - Add a title\n",
    "\n",
    "4. Compare the decision tree metrics to the linear regression metrics from Task 1:\n",
    "   - Which model has lower testing RMSE?\n",
    "   - Which model has higher testing R² score?\n",
    "   - Do you notice any signs of overfitting in either model? (Compare training vs testing performance)\n",
    "   - Do you notice any signs of overfitting in either model? (Compare training vs testing performance)\n",
    "\n",
    "**Hints**:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "caa58443",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Performance:\n",
      "Training RMSE: 1.7197\n",
      "Testing RMSE:  2.0901\n"
     ]
    }
   ],
   "source": [
    "# 1. Train Decision Tree model\n",
    "dt_model = DecisionTreeRegressor(max_depth=8, min_samples_split=30, min_samples_leaf=15, random_state=315)\n",
    "dt_model.fit(X_train, y_train)\n",
    "\n",
    "# 2. Calculate metrics\n",
    "# Training predictions and metrics\n",
    "y_train_pred_dt = dt_model.predict(X_train)\n",
    "train_rmse_dt = root_mean_squared_error(y_train, y_train_pred_dt)\n",
    "\n",
    "# Testing predictions and metrics\n",
    "y_test_pred_dt = dt_model.predict(X_test)\n",
    "test_rmse_dt = root_mean_squared_error(y_test, y_test_pred_dt)\n",
    "\n",
    "# Print metrics\n",
    "print(\"Decision Tree Performance:\")\n",
    "print(f\"Training RMSE: {train_rmse_dt:.4f}\")\n",
    "print(f\"Testing RMSE:  {test_rmse_dt:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "94f0b3c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4. Plot true vs predicted values and residuals for test set\n",
    "fig, axs = plt.subplots(1,2, figsize=(8,4))\n",
    "axs = axs.flatten()\n",
    "\n",
    "test_min = int(min(y_test.min(), y_test_pred_dt.min()))\n",
    "test_max = int(max(y_test.max(), y_test_pred_dt.max()))\n",
    "\n",
    "axs[0].set_title('True vs predicted values\\ntest set')\n",
    "axs[0].scatter(\n",
    "    y_test, y_test_pred_dt,\n",
    "    s=1, color='black', label='Data'\n",
    ")\n",
    "axs[0].plot(\n",
    "    list(range(test_min, test_max+5, 10)), list(range(test_min, test_max+5, 10)), \n",
    "    color='red', label='perfect predictions'\n",
    ")\n",
    "axs[0].set_xlabel('True value')\n",
    "axs[0].set_ylabel('Predicted value')\n",
    "axs[0].set_aspect('equal', adjustable='box')\n",
    "axs[0].set_ylim(test_min, test_max)\n",
    "axs[0].set_xlim(test_min, test_max)\n",
    "axs[0].legend(loc='upper left', markerscale=5)\n",
    "\n",
    "axs[1].set_title('Fit residuals\\ntest set')\n",
    "axs[1].scatter(\n",
    "    y_test_pred_dt, y_test - y_test_pred_dt, \n",
    "    s=1, color='black'\n",
    ")\n",
    "axs[1].axhline(0, color='red', label='perfect predictions' )\n",
    "axs[1].set_xlabel('Predicted value')\n",
    "axs[1].set_ylabel('True - predicted value')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07e0a701",
   "metadata": {},
   "source": [
    "## Task 3: Investigate why the models perform differently\n",
    "\n",
    "**Tasks**:\n",
    "\n",
    "1. Create visualizations to understand the relationship between features and label:\n",
    "   - For features 0 and 1: Create a 2D scatter plot colored by the label value (use a colormap)\n",
    "   - For features 2, 3, and 4: Create individual scatter plots vs. label\n",
    "\n",
    "2. Based on the Friedman #1 formula (y = 10 * sin(π * X₀ * X₁) + 20 * (X₂ - 0.5)² + 10 * X₃ + 5 * X₄ + noise):\n",
    "   - Identify which relationships are linear\n",
    "   - Identify which relationships are non-linear\n",
    "   - Explain how this affects each model's performance\n",
    "\n",
    "3. Create residual plots for both models (predicted vs. residuals):\n",
    "   - What patterns do you see in the linear regression residuals?\n",
    "   - What patterns do you see in the decision tree residuals?\n",
    "   - What do these patterns tell you about each model's ability to capture the underlying relationships?\n",
    "\n",
    "4. (Optional) Try to improve the linear regression model by adding polynomial features for the non-linear relationships. Does this improve performance?\n",
    "\n",
    "**Hints**:\n",
    "\n",
    "- For a 2D scatter plot with color mapping:\n",
    "  - `plt.scatter(X[:, 0], X[:, 1], c=y, cmap='viridis')`\n",
    "  - `plt.colorbar(label='Label')`\n",
    "\n",
    "- Residuals are calculated as: `residuals = y_true - y_predicted`\n",
    "\n",
    "- The decision tree can capture non-linear relationships by splitting the feature space, while linear regression assumes linear relationships"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4b09671d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1a. 2D scatter plot for features 0 and 1 colored by label\n",
    "plt.title('Features 0 and 1 vs. Label')\n",
    "scatter = plt.scatter(X[:, 0], X[:, 1], s=32, c=y, cmap='viridis')\n",
    "plt.colorbar(scatter, label='Label')\n",
    "plt.xlabel('Feature 0')\n",
    "plt.ylabel('Feature 1')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e455fcdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1b. Scatter plots for features 2, 3, and 4 vs label\n",
    "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n",
    "\n",
    "for i, ax in enumerate(axes):\n",
    "    feature_idx = i + 2\n",
    "    ax.set_title(f'Feature {feature_idx} vs. Label')\n",
    "    ax.scatter(X[:, feature_idx], y, color='black', s=1)\n",
    "    ax.set_xlabel(f'Feature {feature_idx}', fontsize=12)\n",
    "    ax.set_ylabel('Label', fontsize=12)\n",
    "    ax.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "74694d23",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. Create residual plots\n",
    "fig, axes = plt.subplots(1, 2, sharex=True, sharey=True, figsize=(10, 5))\n",
    "\n",
    "# Linear Regression residuals\n",
    "residuals_lr = y_test - y_test_pred_lr\n",
    "axes[0].set_title('Linear regression: fit residuals')\n",
    "axes[0].scatter(y_test_pred_lr, residuals_lr, c='black', s=1)\n",
    "axes[0].axhline(y=0, color='r')\n",
    "axes[0].set_xlabel('Predicted values')\n",
    "axes[0].set_ylabel('Residuals')\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Decision Tree residuals\n",
    "residuals_dt = y_test - y_test_pred_dt\n",
    "axes[1].set_title('Decision tree: fit residuals')\n",
    "axes[1].scatter(y_test_pred_dt, residuals_dt, c='black', s=1)\n",
    "axes[1].axhline(y=0, color='r')\n",
    "axes[1].set_xlabel('Predicted values')\n",
    "axes[1].set_ylabel('Residuals')\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edef9a87",
   "metadata": {},
   "source": [
    "## Reflection\n",
    "\n",
    "Based on your analysis, answer the following questions:\n",
    "\n",
    "### 1. Model performance: Which model performed better and why?\n",
    "\n",
    "**Answer**: The Decision Tree model performed better than Linear Regression on this dataset.\n",
    "\n",
    "**Performance comparison**:\n",
    "- Decision Tree had lower testing RMSE (better predictions)\n",
    "- Decision Tree's training RMSE was very low, showing its flexibility to fit training data\n",
    "\n",
    "**Why Decision Tree performed better**:\n",
    "- The Friedman #1 dataset has **non-linear relationships** and **feature interactions**:\n",
    "  - Features 0 & 1 interact: for example, if the value of feature is high, the value of the label may be high or low, depending on the value of feature 0.\n",
    "  - Feature 2: Has a nonlinear relationship with the label\n",
    "  - Only Features 3 & 4 are truly linear\n",
    "- Decision Trees can approximate **any** relationship by recursively splitting the feature space\n",
    "- Linear Regression assumes **linear** relationships and cannot capture the true patterns without feature engineering\n",
    "\n",
    "### 2. Linear assumptions: What happens when you apply linear regression to non-linear data?\n",
    "\n",
    "**Answer**: When you apply linear regression to non-linear data, the model **underfits** and produces **systematically biased predictions**.\n",
    "\n",
    "**Observable consequences**:\n",
    "- **Residual plots show patterns** instead of random scatter around zero\n",
    "- **Higher prediction errors** (RMSE) compared to models that can handle non-linearity\n",
    "- **Lower R²** scores because the linear model can't explain the variance caused by non-linear relationships\n",
    "- **Systematic bias**: The model consistently over- or under-predicts in certain regions\n",
    "\n",
    "**The fundamental problem**: Linear regression tries to fit a straight hyperplane through data that follows curves, interactions, and complex patterns. This creates persistent errors that cannot be reduced by more data or better optimization.\n",
    "\n",
    "**Solutions**:\n",
    "- Feature engineering (polynomial features, interactions, transformations)\n",
    "- Use non-linear models (trees, neural networks, kernelized methods)\n",
    "- Domain knowledge to create meaningful non-linear features\n",
    "\n",
    "### 3. Model complexity: What are the trade-offs between simpler models (linear regression) and more complex models (decision trees)?\n",
    "\n",
    "**Trade-offs summary**:\n",
    "\n",
    "| **Aspect** | **Linear Regression (Simple)** | **Decision Tree (Complex)** |\n",
    "|------------|-------------------------------|----------------------------|\n",
    "| **Interpretability** | ✓ Very clear: coefficients show feature importance and direction | ⚠ Harder to explain: many splits and conditions |\n",
    "| **Overfitting risk** | ✓ Low: strong assumptions prevent overfitting | ⚠ High: can memorize training data perfectly |\n",
    "| **Training data needs** | ✓ Works well with small datasets | ⚠ Needs more data to avoid overfitting |\n",
    "| **Computational cost** | ✓ Very fast to train and predict | ⚠ Slower, especially for deep trees |\n",
    "| **Handling non-linearity** | ✗ Requires manual feature engineering | ✓ Handles automatically |\n",
    "| **Extrapolation** | ✓ Can extrapolate beyond training range | ✗ Cannot extrapolate (uses training range values) |\n",
    "| **Robustness** | ✓ Stable: small data changes = small model changes | ⚠ Unstable: small data changes = very different trees |\n",
    "\n",
    "**Key insight**: There's no universally \"best\" model. The choice depends on:\n",
    "- Data characteristics (linear vs. non-linear)\n",
    "- Dataset size\n",
    "- Need for interpretability\n",
    "- Computational constraints\n",
    "- Consequences of errors\n",
    "\n",
    "### 4. Real-world implications: In what situations would you prefer each model?\n",
    "\n",
    "**Prefer Linear Regression when**:\n",
    "- **Interpretability is critical**: Healthcare, finance, policy where you must explain decisions to stakeholders\n",
    "- **Relationships are truly linear**: Many physical processes, simple economic relationships\n",
    "- **Limited data**: Small datasets where complex models would overfit\n",
    "- **Need for extrapolation**: Predicting beyond observed ranges (e.g., forecasting)\n",
    "- **Regulatory requirements**: Some domains require transparent, auditable models\n",
    "- **Computational constraints**: Real-time systems, embedded devices with limited resources\n",
    "\n",
    "**Example scenarios**:\n",
    "- Predicting house prices based on size (often approximately linear)\n",
    "- Medical dosage calculations (must be interpretable and accurate)\n",
    "- A/B test analysis where you need clear effect sizes\n",
    "\n",
    "**Prefer Decision Tree when**:\n",
    "- **Complex, non-linear relationships**: Customer behavior, fraud detection\n",
    "- **Mixed data types**: Categorical and numerical features without extensive preprocessing\n",
    "- **Interactions are important**: Features combine in complex ways\n",
    "- **No domain knowledge**: Don't know which transformations to apply\n",
    "- **Tolerance for complexity**: Stakeholders accept black-box models for better performance\n",
    "- **Sufficient data available**: Can afford to split into smaller regions\n",
    "\n",
    "**Example scenarios**:\n",
    "- Credit risk assessment (many non-linear interactions)\n",
    "- Medical diagnosis (complex symptom combinations)\n",
    "- Recommendation systems (user-item interactions)\n",
    "- Fraud detection (unusual pattern combinations)\n",
    "\n",
    "**Best practice**: \n",
    "1. **Start simple** with linear regression to establish a baseline\n",
    "2. **Check residuals** to see if linear assumptions hold\n",
    "3. **Try feature engineering** (polynomials, interactions) before switching models\n",
    "4. **Use more complex models** when simple ones fail\n",
    "5. **Always validate** with held-out test data to detect overfitting\n",
    "6. **Consider ensembles** (Random Forests, Gradient Boosting) that combine multiple trees for better generalization than single decision trees"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6d309ce",
   "metadata": {},
   "source": [
    "## Bonus task: model optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "85a1e8c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use sklearn's KFold cross-validation fold generator - this allows us to\n",
    "# to set a common random state for all cross-validation procedures\n",
    "cv_folds = 10\n",
    "cv = KFold(n_splits=cv_folds, shuffle=True, random_state=315)\n",
    "\n",
    "# Dictionaries to store results\n",
    "results = {\n",
    "    'model': [],\n",
    "    'score': []\n",
    "}\n",
    "\n",
    "test_scores = {\n",
    "    'model': [],\n",
    "    'score': []\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "61ed54bb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Baseline (guess the mean) RMSE: 4.84 (train)\n"
     ]
    }
   ],
   "source": [
    "# 'Guess the mean' baseline\n",
    "training_score = root_mean_squared_error(y_train, np.full_like(y_train, np.mean(y_train)))\n",
    "print(f'Baseline (guess the mean) RMSE: {training_score:.2f} (train)')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6bbf8009",
   "metadata": {},
   "source": [
    "### 1. Linear regression model\n",
    "\n",
    "#### 1.1. Baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9011198c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cross-validated RMSE: 2.44\n",
      "Test set RMSE: 2.44\n"
     ]
    }
   ],
   "source": [
    "# Create default linear regression model\n",
    "model = LinearRegression()\n",
    "\n",
    "# Cross validate\n",
    "scores = cross_val_score(\n",
    "    model,\n",
    "    X_train,\n",
    "    y_train,\n",
    "    cv=cv,\n",
    "    scoring='neg_root_mean_squared_error'\n",
    ")\n",
    "\n",
    "# Collect results\n",
    "results['model'].extend(['Linear\\nRegression'] * cv_folds)\n",
    "results['score'].extend(-scores)\n",
    "\n",
    "# Train on complete training set and score on testing set\n",
    "model.fit(X_train, y_train)\n",
    "test_score = root_mean_squared_error(y_test, model.predict(X_test))\n",
    "test_scores['model'].append(0)\n",
    "test_scores['score'].append(test_score)\n",
    "\n",
    "print(f'Mean cross-validated RMSE: {np.mean(-scores):.2f}')\n",
    "print(f'Test set RMSE: {test_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d052ba2f",
   "metadata": {},
   "source": [
    "#### 1.2. Feature engineering and model optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cef49134",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 172 candidates, totalling 1720 fits\n",
      "\n",
      "Best parameters:\n",
      " pca__n_components: 30\n",
      " poly__degree: 4\n",
      " poly__include_bias: True\n",
      " poly__interaction_only: False\n"
     ]
    }
   ],
   "source": [
    "# Create pipeline with polynomial features, PCA, and linear regression\n",
    "pipeline = Pipeline([\n",
    "    ('poly', PolynomialFeatures()),\n",
    "    ('pca', PCA()),\n",
    "    ('regressor', LinearRegression())\n",
    "])\n",
    "\n",
    "# Define parameter grid for optimization. Note: we are using a list of\n",
    "# dictionaries to define different parameter grids for different polynomial\n",
    "# degrees. This allows us to vary the range of PCA components based on the\n",
    "# polynomial degree.\n",
    "param_grid = [\n",
    "    {\n",
    "        'poly__degree': [2],\n",
    "        'poly__interaction_only': [True, False],\n",
    "        'poly__include_bias': [True, False],\n",
    "        'pca__n_components': list(range(10, 16))\n",
    "    },\n",
    "    {\n",
    "        'poly__degree': [3],\n",
    "        'poly__interaction_only': [True, False],\n",
    "        'poly__include_bias': [True, False],\n",
    "        'pca__n_components': list(range(10, 26))\n",
    "    },\n",
    "    {\n",
    "        'poly__degree': [4],\n",
    "        'poly__interaction_only': [True, False],\n",
    "        'poly__include_bias': [True, False],\n",
    "        'pca__n_components': list(range(10, 31))\n",
    "    }\n",
    "]\n",
    "\n",
    "# Setup grid search with cross-validation\n",
    "grid_search = GridSearchCV(\n",
    "    pipeline,\n",
    "    param_grid,\n",
    "    cv=cv,\n",
    "    scoring='neg_root_mean_squared_error',\n",
    "    n_jobs=-1,\n",
    "    verbose=1\n",
    ")\n",
    "\n",
    "# Run grid search\n",
    "grid_search.fit(X_train, y_train)\n",
    "\n",
    "# Print results\n",
    "print('\\nBest parameters:')\n",
    "\n",
    "for param, value in grid_search.best_params_.items():\n",
    "\n",
    "    if isinstance(value, float):\n",
    "        value = round(value, 2)\n",
    "\n",
    "    print(f' {param}: {value}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a0a45a4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cross-validated RMSE: 1.21\n",
      "Test set RMSE: 1.20\n"
     ]
    }
   ],
   "source": [
    "# Run cross-validation with best model\n",
    "best_model = grid_search.best_estimator_\n",
    "\n",
    "scores = cross_val_score(\n",
    "    best_model,\n",
    "    X_train,\n",
    "    y_train,\n",
    "    cv=cv,\n",
    "    scoring='neg_root_mean_squared_error'\n",
    ")\n",
    "\n",
    "# Store individual CV scores\n",
    "results['model'].extend(['Optimized\\nlinear\\nregression'] * cv_folds)\n",
    "results['score'].extend(-scores)\n",
    "\n",
    "# Train on complete training set and score on testing set\n",
    "best_model.fit(X_train, y_train)\n",
    "test_score = root_mean_squared_error(y_test, best_model.predict(X_test))\n",
    "test_scores['model'].append(1)\n",
    "test_scores['score'].append(test_score)\n",
    "\n",
    "print(f'Mean cross-validated RMSE: {np.mean(-scores):.2f}')\n",
    "print(f'Test set RMSE: {test_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac683179",
   "metadata": {},
   "source": [
    "### 2. Decision tree model\n",
    "\n",
    "#### 2.1. Baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4e9b8006",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cross-validated RMSE: 2.12\n",
      "Test set RMSE: 2.09\n"
     ]
    }
   ],
   "source": [
    "# Create model with same 'default' hyperparameters as used in previous sections\n",
    "model = DecisionTreeRegressor(max_depth=8, min_samples_split=30, min_samples_leaf=15, random_state=315)\n",
    "\n",
    "# Cross validate\n",
    "scores = cross_val_score(\n",
    "    model,\n",
    "    X_train,\n",
    "    y_train,\n",
    "    cv=cv,\n",
    "    scoring='neg_root_mean_squared_error'\n",
    ")\n",
    "\n",
    "results['model'].extend(['Decision\\ntree'] * cv_folds)\n",
    "results['score'].extend(-scores)\n",
    "\n",
    "# Train on complete training set and score on testing set\n",
    "model.fit(X_train, y_train)\n",
    "test_score = root_mean_squared_error(y_test, model.predict(X_test))\n",
    "test_scores['model'].append(2)\n",
    "test_scores['score'].append(test_score)\n",
    "\n",
    "print(f'Mean cross-validated RMSE: {np.mean(-scores):.2f}')\n",
    "print(f'Test set RMSE: {test_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6018fd2",
   "metadata": {},
   "source": [
    "#### 2.2. Optimized decision tree model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5129312d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fitting 10 folds for each of 5000 candidates, totalling 50000 fits\n",
      "\n",
      "Best parameters:\n",
      " criterion: squared_error\n",
      " max_depth: 30\n",
      " min_samples_leaf: 3\n",
      " min_samples_split: 7\n",
      " splitter: best\n"
     ]
    }
   ],
   "source": [
    "# Create model instance for optimization\n",
    "model = DecisionTreeRegressor(random_state=315)\n",
    "\n",
    "# Define hyperparameter search space\n",
    "param_distributions = {\n",
    "    'criterion': ['squared_error', 'absolute_error'],\n",
    "    'splitter': ['best', 'random'],\n",
    "    'max_depth': randint(1, 31),\n",
    "    'min_samples_split': randint(2, 21),\n",
    "    'min_samples_leaf': randint(1, 11),\n",
    "    # 'min_weight_fraction_leaf': uniform(0.0, 0.5),\n",
    "    # 'max_features': [1/5, 2/5, 3/5, 4/5, 1.0],\n",
    "    # 'max_leaf_nodes': randint(10, 101),\n",
    "    # 'min_impurity_decrease': uniform(0.0, 1.0),\n",
    "}\n",
    "\n",
    "# Set-up randomized search\n",
    "random_search = RandomizedSearchCV(\n",
    "    model,\n",
    "    param_distributions,\n",
    "    n_iter=5000,\n",
    "    cv=cv,\n",
    "    scoring='neg_root_mean_squared_error',\n",
    "    n_jobs=-1,\n",
    "    random_state=315,\n",
    "    verbose=1\n",
    ")\n",
    "\n",
    "# Run randomized search\n",
    "random_search.fit(X_train, y_train)\n",
    "\n",
    "# Print results\n",
    "print('\\nBest parameters:')\n",
    "\n",
    "for param, value in random_search.best_params_.items():\n",
    "\n",
    "    if isinstance(value, float):\n",
    "        value = round(value, 2)\n",
    "\n",
    "    print(f' {param}: {value}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4d5efceb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean cross-validated RMSE: 1.85\n",
      "Test set RMSE: 1.77\n"
     ]
    }
   ],
   "source": [
    "# Run cross-validation with best model\n",
    "best_model = random_search.best_estimator_\n",
    "\n",
    "scores = cross_val_score(\n",
    "    best_model,\n",
    "    X_train,\n",
    "    y_train,\n",
    "    cv=cv,\n",
    "    scoring='neg_root_mean_squared_error'\n",
    ")\n",
    "\n",
    "# Store individual CV scores\n",
    "results['model'].extend(['Optimized\\ndecision\\ntree'] * cv_folds)\n",
    "results['score'].extend(-scores)\n",
    "\n",
    "# Re-train model with complete training set and score on test set\n",
    "best_model.fit(X_train, y_train)\n",
    "test_score = root_mean_squared_error(y_test, best_model.predict(X_test))\n",
    "test_scores['model'].append(3)\n",
    "test_scores['score'].append(test_score)\n",
    "\n",
    "print(f'Mean cross-validated RMSE: {np.mean(-scores):.2f}')\n",
    "print(f'Test set RMSE: {test_score:.2f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5330a70",
   "metadata": {},
   "source": [
    "### 3. Performance comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "14681f09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "results_df = pd.DataFrame(results)\n",
    "\n",
    "sns.boxplot(x='model', y='score', data=results_df)\n",
    "\n",
    "plt.scatter(\n",
    "    x=test_scores['model'],\n",
    "    y=test_scores['score'],\n",
    "    color='red',\n",
    "    label='Test set RMSE',\n",
    "    zorder=10\n",
    ")\n",
    "\n",
    "plt.title('Model performance comparison')\n",
    "plt.ylabel('cross-validation RMSE')\n",
    "plt.xlabel('Model')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "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
}
