{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "09b6a9b4",
   "metadata": {},
   "source": [
    "# Discussion 1 - The Circle of (M)Life\n",
    "\n",
    "Welcome to CS 189 / 289A! In this discussion, you will walk through the ML lifecycle using a tiny campus WiFi story:\n",
    "**Learning Problem → Model Design → Optimization → Predict & Evaluate**\n",
    "\n",
    "### Key Learning Objectives:\n",
    "1. Familiarize yourself with all 4 stages of the ML lifecycle.\n",
    "2. Practice using common ML libraries such as `numpy`, `sklearn`, and `matplotlib`.\n",
    "3. Understand how to prepare data and evaluate your ML models!\n",
    "\n",
    "---\n",
    "\n",
    "## Setup\n",
    "\n",
    "This notebook is the **staff master**. Student code/written answers live inside Otter-style slots (`# === ANSWER id=<qid> ===` with `# BEGIN SOLUTION` … `# END SOLUTION`, and the markdown equivalent with HTML comments). Run `python build_student.py` to strip solutions into a handout.\n",
    "\n",
    "### Option A — local IDE + uv + local virtual env (recommended)\n",
    "\n",
    "```bash\n",
    "# install uv if you don't have it: https://docs.astral.sh/uv/\n",
    "uv venv                       # creates .venv\n",
    "source .venv/bin/activate     # Windows: .venv\\Scripts\\activate\n",
    "uv pip install -r requirements.txt\n",
    "jupyter lab                   # or: jupyter notebook\n",
    "```\n",
    "\n",
    "### Option B — local IDE + plain venv + pip\n",
    "\n",
    "```bash\n",
    "python -m venv .venv\n",
    "source .venv/bin/activate\n",
    "pip install -r requirements.txt\n",
    "jupyter lab\n",
    "```\n",
    "\n",
    "### Option C — Google Colab\n",
    "\n",
    "- Upload this notebook; the listed packages are preinstalled.\n",
    "- The import cell below enables Colab's custom widget manager when needed.\n",
    "- **JupyterHub note:** ipywidgets 8 + JupyterLab 4 / Notebook 7 render widgets\n",
    "  out of the box; no nbextension step needed.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f6cf4a50",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import ListedColormap\n",
    "import ipywidgets as widgets\n",
    "from IPython.display import display\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score\n",
    "\n",
    "# Colab: enable ipywidgets custom manager when available\n",
    "try:\n",
    "    from google.colab import output as _colab_output\n",
    "    _colab_output.enable_custom_widget_manager()\n",
    "except ImportError:\n",
    "    pass\n",
    "\n",
    "# Consistent class colors everywhere: 0 = no WiFi, 1 = has WiFi\n",
    "CMAP_POINTS = ListedColormap([\"#d95f02\", \"#1b9e77\"])\n",
    "CMAP_REGION = ListedColormap([\"#fdbb84\", \"#a6dba0\"])\n",
    "CLASS_LABELS = {0: \"no WiFi\", 1: \"has WiFi\"}\n",
    "\n",
    "# Set random seeds for reproducible results\n",
    "SEED = 189\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d310d1a0",
   "metadata": {},
   "source": [
    "## Discussion Context\n",
    "\n",
    "Oski is excited to learn all about machine learning in CS 189/289 this semester! He wants to\n",
    "make sure he has adequate WiFi coverage throughout campus to do his CS 189/289 assignments.\n",
    "He decides to use a maching learning model to predict whether or not different locations around\n",
    "campus have WiFi access.\n",
    "\n",
    "We will represent the campus as a 2D coordinate grid, with the positive Y-axis representing North\n",
    "and the positive X-axis representing West. Let `(0, 0)` represent **Doe Library**.\n",
    "A campus router covers a disk of radius `R_COVERAGE` around Doe. Over the summer,\n",
    "Oski surveyed students around Doe to ask if they can access the WiFi, and records their location.\n",
    "\n",
    "Each point is a student who reported whether they have WiFi (`1`) or not (`0`).\n",
    "The fourth quadrant is Moffitt Library — Oski wasn't able collect any data there while it was\n",
    "under construction during the summer. For now, we'll \"lock\" it away and come back to it in a later\n",
    "question to evaluate the generalizability of our ML models.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "40fe723c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generated 1200 points; fraction has_wifi = 0.372\n"
     ]
    }
   ],
   "source": [
    "# Data generation: randomly generate 1200 points within a square bounded by y = - 1.5, y = 1.5, x = -1.5, and x = 1.5\n",
    "N_POINTS = 1200\n",
    "SQUARE_HALF = 1.5          # sample domain is [-1.5, 1.5] x [-1.5, 1.5]\n",
    "R_COVERAGE = 1.0           # WiFi router range around Memorial Glade at (0,0)\n",
    "NOISE_FLIP_PROB = 0.06     # fraction of labels randomly flipped (realistic noise)\n",
    "rng = np.random.default_rng(SEED)\n",
    "\n",
    "# Sample uniformly over the square, label by disk membership, then add label noise\n",
    "x = rng.uniform(-SQUARE_HALF, SQUARE_HALF, N_POINTS)\n",
    "y = rng.uniform(-SQUARE_HALF, SQUARE_HALF, N_POINTS)\n",
    "\n",
    "# Any points within a disk of radius R_COVERAGE around Doe are labeled as having WiFi\n",
    "has_wifi = (x**2 + y**2 < R_COVERAGE**2).astype(int)\n",
    "\n",
    "# Add label noise to the data\n",
    "flip = rng.random(N_POINTS) < NOISE_FLIP_PROB\n",
    "has_wifi = np.where(flip, 1 - has_wifi, has_wifi)\n",
    "\n",
    "X = np.column_stack([x, y])\n",
    "y = has_wifi\n",
    "\n",
    "# Mask data from quadrant 4\n",
    "# This represents the data from Moffitt Library, which Oski was not able\n",
    "# to collect during the summer.\n",
    "quad4_mask = (X[:, 0] <= 0) & (X[:, 1] > 0)\n",
    "X_moffitt, y_moffitt = X[quad4_mask], y[quad4_mask]\n",
    "X_rest,        y_rest         = X[~quad4_mask], y[~quad4_mask]\n",
    "\n",
    "print(f\"Generated {N_POINTS} points; fraction has_wifi = {y.mean():.3f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "812ef3c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='x', ylabel='y'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_points(X, y, ax=None, title=None, alpha=0.7, s=18):\n",
    "    \"\"\"Scatter campus points with a fixed class→color legend.\"\"\"\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(figsize=(5, 5))\n",
    "    else:\n",
    "        fig = ax.figure\n",
    "    for label in (0, 1):\n",
    "        mask = y == label\n",
    "        ax.scatter(\n",
    "            X[mask, 0], X[mask, 1],\n",
    "            c=[CMAP_POINTS(label)],\n",
    "            label=CLASS_LABELS[label],\n",
    "            alpha=alpha, s=s, edgecolors=\"none\",\n",
    "        )\n",
    "    ax.set_xlim(-SQUARE_HALF, SQUARE_HALF)\n",
    "    ax.set_ylim(-SQUARE_HALF, SQUARE_HALF)\n",
    "    ax.set_aspect(\"equal\")\n",
    "    ax.set_xlabel(\"x\")\n",
    "    ax.set_ylabel(\"y\")\n",
    "    if title:\n",
    "        ax.set_title(title)\n",
    "    ax.legend(loc=\"upper right\", frameon=True)\n",
    "\n",
    "    # Draw the x and y axes\n",
    "    ax.hlines(0, -SQUARE_HALF, SQUARE_HALF, color=\"k\", alpha=0.2)\n",
    "    ax.vlines(0, -SQUARE_HALF, SQUARE_HALF, color=\"k\", alpha=0.2)\n",
    "    return ax\n",
    "\n",
    "\n",
    "def add_radial(X):\n",
    "    \"\"\"Augment (x, y) with the radial feature r² = x² + y².\"\"\"\n",
    "    r2 = (X[:, 0]**2 + X[:, 1]**2).reshape(-1, 1)\n",
    "    return np.hstack([X, r2])\n",
    "\n",
    "\n",
    "# Placeholders filled in later sections\n",
    "model_raw = None\n",
    "model_aug = None\n",
    "\n",
    "# Display the generated data\n",
    "plot_points(X_rest, y_rest)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fec548fc",
   "metadata": {},
   "source": [
    "# Problem 1: Learning Problem\n",
    "\n",
    "In stage 1 of the ML lifecycle, we frame a real-world situation into a question that we can answer with a ML model.\n",
    "\n",
    "This involves asking questions like:\n",
    "* What is the **target** we want to predict?\n",
    "* How would we evaluate success? What loss should we use?\n",
    "* What data do we have on-hand?\n",
    "* How should we engineer the feature (AKA properties of our data) to better suit our task?\n",
    "* How do we split our data into training, validataion, and test sets?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eccb274d",
   "metadata": {},
   "source": [
    "### Problem 1a `[conceptual]`\n",
    "What is the **input** (features)? What is the **target**?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3279e099",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=1a -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "**Features (input):** a student's campus coordinates $(x, y)$.\n",
    "\n",
    "**Target:** whether they reported WiFi coverage, `has_wifi` $\\in \\{0, 1\\}$.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a9d62e9",
   "metadata": {},
   "source": [
    "### Problem 1b `[conceptual]`\n",
    "Is this a **classification** or **regression** task?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac36f600",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=1b -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "**Classification.** The target takes a small set of discrete labels\n",
    "(`0` / `1` — no WiFi / has WiFi), not a continuous real-valued quantity.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9655448b",
   "metadata": {},
   "source": [
    "### Problem 1c `[conceptual]`\n",
    "What do we want to predict?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d6082dc",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=1c -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "We want to predict whether a student at location $(x, y)$ has WiFi coverage from\n",
    "the Memorial Glade router.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4fec5f5",
   "metadata": {},
   "source": [
    "### Problem 1d `[conceptual]`\n",
    "Below is a scatter of the **Quadrant 1 - Quadrant 3** survey points (Moffitt Library  / Q4 held out).\n",
    "Could a single straight line separate the two classes? Argue yes or no."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "902a9df5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(5, 5))\n",
    "plot_points(X_rest, y_rest, ax=ax, title=\"Surveyed campus (Quad. 1 - Quad. 3)\")\n",
    "\n",
    "# True WiFi router coverage circle for reference\n",
    "theta = np.linspace(0, 2 * np.pi, 300)\n",
    "ax.plot(R_COVERAGE * np.cos(theta), R_COVERAGE * np.sin(theta),\n",
    "        \"k--\", lw=1.5, label=\"true coverage\")\n",
    "ax.legend(loc=\"upper right\")\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6093ea0",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=1d -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "**No.** The positive class forms a (noisy) disk around the origin, surrounded by\n",
    "the negative class. A straight line can cut a disk in half at best — it cannot\n",
    "isolate an interior region from its exterior. So a linear boundary in $(x, y)$\n",
    "should struggle.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3d09b23",
   "metadata": {},
   "source": [
    "### Problem 1e `[conceptual]`\n",
    "We will treat the data in quadrant 4 as \"hidden\"/\"inaccessible\", then randomly split the rest into **train / val / test**.\n",
    "What is each of the three sets for? Why isn't train + test enough (**hint:** what is the purpose of having a validation split)?\n",
    "\n",
    "| Set | Source | Role |\n",
    "|---|---|---|\n",
    "| `train` | random 60% of Quad1–Q3 | fit the model |\n",
    "| `val` | random 20% of Q1–Q3 | **choose between raw vs augmented model** |\n",
    "| `test` | random 20% of Q1–Q3 | in-distribution test |\n",
    "| `moffitt` (Q4) | all of Q4 | **out-of-distribution** test |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcddbae7",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=1e -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "- **Train:** fit the model's weights.\n",
    "- **Validation:** compare candidate models / feature choices and pick the best model without touching the final test numbers.\n",
    "- **Test:** a single, unseen estimate of performance *after* you've committed to a model.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4398fce",
   "metadata": {},
   "source": [
    "### Problem 1f `[code TODO]`\n",
    "\n",
    "Use `sklearn's` `train_test_split` to divide the data we have on-hand (`X_rest`, `y_rest`) into train, validataion, and test sets.\n",
    "\n",
    "60% of the available data should be in the train set, 20% of the available data should be in the validation set,\n",
    "and the remaining 20% should be in the in-distribution test set.\n",
    "\n",
    "\n",
    "Print the size of all 3 sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a0a75468",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train:        528\n",
      "val:          176\n",
      "test:         177\n"
     ]
    }
   ],
   "source": [
    "# TODO: Use sklearn's train_test_split to split the data into train, val, and test sets.\n",
    "# Hint: first split with test_size=0.40, then split the temp half/half\n",
    "# === ANSWER id=1f ===\n",
    "# BEGIN SOLUTION\n",
    "X_train, X_temp, y_train, y_temp = train_test_split(\n",
    "    X_rest, y_rest, test_size=0.40, random_state=SEED, stratify=y_rest)\n",
    "X_val, X_test, y_val, y_test = train_test_split(\n",
    "    X_temp, y_temp, test_size=0.50, random_state=SEED, stratify=y_temp)\n",
    "\n",
    "print(f\"train:        {len(y_train)}\")\n",
    "print(f\"val:          {len(y_val)}\")\n",
    "print(f\"test:         {len(y_test)}\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72ac5827",
   "metadata": {},
   "source": [
    "# Problem 2: Model Design\n",
    "\n",
    "We'll use a **logistic regression** model. We'll cover logistic regression in more detail in a couple of lectures!\n",
    "For now, all you need to know is that it is a *linear classifier that\n",
    "outputs a probability* of the positive class. You call `.fit` to learn weights/parameters of the model\n",
    "and `.predict` / `.predict_proba` to score new points. (The details of how the best model paremeters are found\n",
    "will be explained later in CS 189/289.)\n",
    "\n",
    "We'll compare 2 sets of features (AKA properties we can derive from our data):\n",
    "- **Raw:** $[x, y]$\n",
    "- **Augmented:** $[x, y, x^2 + y^2]$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de7d8929",
   "metadata": {},
   "source": [
    "### Problem 2a `[code TODO]`\n",
    "Fit `model_raw` on raw $[x, y]$ training features. Then run the interactive\n",
    "decision-boundary plot in **Raw** mode.\n",
    "\n",
    "**Follow-up `[conceptual]`:** What *shape* is the boundary?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5cbf6afa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "model_raw fitted on raw (x, y)\n"
     ]
    }
   ],
   "source": [
    "# TODO: fit LogisticRegression on the raw (x, y) training features\n",
    "# === ANSWER id=2a ===\n",
    "# BEGIN SOLUTION\n",
    "model_raw = LogisticRegression()\n",
    "model_raw.fit(X_train, y_train)\n",
    "print(\"model_raw fitted on raw (x, y)\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "828425d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1818689f89ae4bc8b34228a0f1052f37",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(ToggleButtons(description='Features:', options=(('Raw (x, y)', 'raw'), ('Augmented (x, y…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Staff helper — do not edit. Decision-boundary plot + feature-mode toggle\n",
    "def plot_decision_boundary(feature_mode, threshold=0.5, show_moffitt=False):\n",
    "    \"\"\"Decision regions for the already-fit raw / augmented models.\"\"\"\n",
    "    global model_raw, model_aug\n",
    "\n",
    "    if feature_mode == \"aug\":\n",
    "        if model_aug is None:\n",
    "            print(\"model_aug is not fitted yet — complete the Optimization section first.\")\n",
    "            return\n",
    "        model = model_aug\n",
    "        mode_name = \"Augmented (x, y, r²)\"\n",
    "    else:\n",
    "        if model_raw is None:\n",
    "            print(\"model_raw is not fitted yet.\")\n",
    "            return\n",
    "        model = model_raw\n",
    "        mode_name = \"Raw (x, y)\"\n",
    "\n",
    "    # Meshgrid over the campus square\n",
    "    grid_res = 300\n",
    "    xx = np.linspace(-SQUARE_HALF, SQUARE_HALF, grid_res)\n",
    "    yy = np.linspace(-SQUARE_HALF, SQUARE_HALF, grid_res)\n",
    "    XX, YY = np.meshgrid(xx, yy)\n",
    "    grid_X = np.column_stack([XX.ravel(), YY.ravel()])\n",
    "\n",
    "    grid_feats = add_radial(grid_X) if feature_mode == \"aug\" else grid_X\n",
    "    probs = model.predict_proba(grid_feats)[:, 1]\n",
    "    preds = (probs >= threshold).astype(int).reshape(XX.shape)\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=(6, 6))\n",
    "    ax.contourf(XX, YY, preds, levels=[-0.5, 0.5, 1.5], cmap=CMAP_REGION, alpha=0.35)\n",
    "\n",
    "    plot_points(X_train, y_train, ax=ax, alpha=0.65, s=14)\n",
    "\n",
    "    if show_moffitt:\n",
    "        ax.scatter(\n",
    "            X_moffitt[:, 0], X_moffitt[:, 1],\n",
    "            c=[CMAP_POINTS(int(lbl)) for lbl in y_moffitt],\n",
    "            s=22, marker=\"D\", edgecolors=\"k\", linewidths=0.4,\n",
    "            label=\"Q4 construction\", alpha=0.9,\n",
    "        )\n",
    "\n",
    "    theta = np.linspace(0, 2 * np.pi, 300)\n",
    "    ax.plot(R_COVERAGE * np.cos(theta), R_COVERAGE * np.sin(theta),\n",
    "            \"k--\", lw=1.5, label=\"true coverage\")\n",
    "\n",
    "    # Live accuracy on the relevant evaluation set\n",
    "    if show_moffitt:\n",
    "        eval_X, eval_y, eval_name = X_moffitt, y_moffitt, \"Q4\"\n",
    "    else:\n",
    "        eval_X, eval_y, eval_name = X_val, y_val, \"val\"\n",
    "    eval_feats = add_radial(eval_X) if feature_mode == \"aug\" else eval_X\n",
    "    eval_probs = model.predict_proba(eval_feats)[:, 1]\n",
    "    eval_preds = (eval_probs >= threshold).astype(int)\n",
    "    acc = accuracy_score(eval_y, eval_preds)\n",
    "\n",
    "    ax.set_title(f\"{mode_name} | threshold={threshold:.2f} | {eval_name} acc={acc:.3f}\")\n",
    "    ax.set_xlim(-SQUARE_HALF, SQUARE_HALF)\n",
    "    ax.set_ylim(-SQUARE_HALF, SQUARE_HALF)\n",
    "    ax.legend(loc=\"upper right\", fontsize=8)\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "# --- Interactive widget (Model Design: Raw mode; Augmented works after Optimization) ---\n",
    "_toggle_md = widgets.ToggleButtons(\n",
    "    options=[(\"Raw (x, y)\", \"raw\"), (\"Augmented (x, y, r²)\", \"aug\")],\n",
    "    description=\"Features:\",\n",
    "    value=\"raw\",\n",
    ")\n",
    "\n",
    "def _plot_md(feature_mode):\n",
    "    plot_decision_boundary(feature_mode, threshold=0.5, show_moffitt=False)\n",
    "\n",
    "_widget_md = widgets.interactive(_plot_md, feature_mode=_toggle_md)\n",
    "display(_widget_md)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "82adc605",
   "metadata": {},
   "source": [
    "**Static fallback** (if interactive widgets don't render in your notebook environment):\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c3b720a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Static fallback\n",
    "plot_decision_boundary(\"raw\", threshold=0.5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be03cf64",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=2a.2 -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "The raw decision boundary is a **straight line** (an affine half-plane) in the\n",
    "$(x, y)$ plane — whatever tilt `.fit` chose, it's still linear.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da3cf5f3",
   "metadata": {},
   "source": [
    "### Problem 2b `[conceptual]`\n",
    "Why does a linear boundary do poorly here?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cd4378d",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=2b -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "Because the true rule is roughly \"inside the coverage disk vs outside,\" and a\n",
    "straight line cannot carve out a bounded circular region. The model is forced to\n",
    "draw a line through a bullseye — many points on the wrong side are inevitable.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a708651",
   "metadata": {},
   "source": [
    "### Problem 2c `[conceptual]`\n",
    "How can we add a single new feature given the data we already have that we can pass as an input into our classifier\n",
    "model and improve its ability to predict whether a student has WiFi or not?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5be4cc38",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=2c -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "**Distance from Memorial Glade** — equivalently (and more conveniently for a\n",
    "linear model) the squared distance from the origin $r^2 = x^2 + y^2$. Most points that have WiFi are located near the router,\n",
    "so their squared distance is small. Points that don't have WiFi are located far away from the router and\n",
    "have a large squared distance.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a4b88f7",
   "metadata": {},
   "source": [
    "# Problem 3: Optimization\n",
    "\n",
    "Now we will fit a logistic regression model to both feature representations (raw $[x, y]$ and augmented $[x, y, x^2 + y^2]$ ) and look at how well they match the **training** labels.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "335766be",
   "metadata": {},
   "source": [
    "### Problem 3a `[code TODO]`\n",
    "Fit both models: `model_raw` on $[x, y]$, `model_aug` on `add_radial(...)`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "b8fcc301",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Both models fitted.\n"
     ]
    }
   ],
   "source": [
    "# TODO: fit model_raw and model_aug\n",
    "# === ANSWER id=3a ===\n",
    "# BEGIN SOLUTION\n",
    "model_raw = LogisticRegression()\n",
    "model_raw.fit(X_train, y_train)\n",
    "\n",
    "model_aug = LogisticRegression()\n",
    "model_aug.fit(add_radial(X_train), y_train)\n",
    "\n",
    "print(\"Both models fitted.\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a61720b1",
   "metadata": {},
   "source": [
    "### Problem 3b `[code TODO]`\n",
    "Report **training** accuracy for both models. Which fits the training data better?\n",
    "\n",
    "**How to compute it.** For each fitted model:\n",
    "1. Call `model.predict(X)` to get predicted labels for the points in `X`.\n",
    "2. Pass the true labels and those predictions into `accuracy_score(y_true, y_pred)`.\n",
    "\n",
    "- **`model.predict(X)`** — runs the fitted classifier on feature matrix `X` and returns a predicted class label (0 or 1) for each row.\n",
    "- **`accuracy_score(y_true, y_pred)`** — returns the fraction of examples where `y_pred` matches `y_true` (correct predictions / total examples).\n",
    "\n",
    "Remember: for the augmented model, pass the *augmented* features into `predict` (e.g. `add_radial(X_train)`), not raw `(x, y)`.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a8337e28",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train acc  raw: 0.5606\n",
      "train acc  aug: 0.8826\n"
     ]
    }
   ],
   "source": [
    "# TODO: training accuracy for raw and augmented\n",
    "# === ANSWER id=3b ===\n",
    "# BEGIN SOLUTION\n",
    "train_acc_raw = accuracy_score(y_train, model_raw.predict(X_train))\n",
    "train_acc_aug = accuracy_score(y_train, model_aug.predict(add_radial(X_train)))\n",
    "\n",
    "print(f\"train acc  raw: {train_acc_raw:.4f}\")\n",
    "print(f\"train acc  aug: {train_acc_aug:.4f}\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44d2a1b4",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=3b.2 -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "The augmented model fits the training data much better — once $r^2$ is available,\n",
    "a linear classifier can approximate the true disk rule (up to label noise).\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5baaadd2",
   "metadata": {},
   "source": [
    "### Problem 3c `[conceptual]`\n",
    "If a model hit **100% training accuracy**, would that guarantee real-world\n",
    "quality? Which set would you check next?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38ba4459",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=3c -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "No — perfect training accuracy can just mean the model memorized noise in the training sample.\n",
    "You'd check **validation** next to see whether the fit generalizes to held-out in-distribution points, *before* looking at test data (and if available, seeing how well the model generalizes to out-of-distribution test points too).\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e98c7a62",
   "metadata": {},
   "source": [
    "# Problem 4 Predict & Evaluate\n",
    "\n",
    "Finally, in this stage of the ML lifecycle we'll use the validation set to choose a model, the test set\n",
    "to measure how well our chosen model those, and calculate precision and recall.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "56cb24fa",
   "metadata": {},
   "source": [
    "### Problem 4a `[code TODO]` + `[conceptual]`\n",
    "Compute **validation** accuracy for both models. Which model do you pick, and\n",
    "why is **val** (not train, not test) the right set for that decision?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50f69615",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: validation accuracy for both models\n",
    "# === ANSWER id=4a ===\n",
    "# BEGIN SOLUTION\n",
    "val_acc_raw = accuracy_score(y_val, model_raw.predict(X_val))\n",
    "val_acc_aug = accuracy_score(y_val, model_aug.predict(add_radial(X_val)))\n",
    "\n",
    "print(f\"val acc  raw: {val_acc_raw:.4f}\")\n",
    "print(f\"val acc  aug: {val_acc_aug:.4f}\")\n",
    "\n",
    "chosen = \"aug\" if val_acc_aug >= val_acc_raw else \"raw\"\n",
    "print(f\"Chosen model: {chosen}\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6adf1873",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=4a.2 -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "Pick the **augmented** model — its val accuracy is far higher.\n",
    "\n",
    "Use **validation**, not train (train is biased upward; it's what we optimized)\n",
    "and not test (test must stay untouched until you've committed, or it stops being\n",
    "an honest estimate).\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e5a6b24",
   "metadata": {},
   "source": [
    "### Problem 4b `[code TODO]` + `[conceptual]`\n",
    "For the chosen (augmented) model, compute a `confusion_matrix` on the **test**\n",
    "set. Label all four cells in WiFi terms\n",
    "(true \"has WiFi,\" false \"has WiFi,\" etc.).\n",
    "\n",
    "**Steps:.**\n",
    "1. Get predictions with `model.predict(X_test)` (use augmented features for the augmented model).\n",
    "2. Call `confusion_matrix(y_true, y_pred)` — with default settings, rows are the **true** label and columns are the **predicted** label, ordered `[0, 1]`:\n",
    "\n",
    "With rows = true label and columns = predicted label, the confusion matrix will look like:\n",
    "\n",
    "|  | Model predicted 0 (no WiFi) | Model predicted 1 (has WiFi) |\n",
    "|---|---|---|\n",
    "| **True 0 (no WiFi)** | TN — correctly \"no WiFi\" | FP — false \"has WiFi\" |\n",
    "| **True 1 (has WiFi)** | FN — false \"no WiFi\" | TP — true \"has WiFi\" |\n",
    "\n",
    "3. **Also compute TN, FP, FN, TP independently** from `y_test` and your predictions (don't just unpack the matrix). Count:\n",
    "   - **TN** — true = 0 and pred = 0 (correctly \"no WiFi\")\n",
    "   - **FP** — true = 0 and pred = 1 (false \"has WiFi\")\n",
    "   - **FN** — true = 1 and pred = 0 (false \"no WiFi\")\n",
    "   - **TP** — true = 1 and pred = 1 (true \"has WiFi\")\n",
    "\n",
    "Check that your hand counts match `confusion_matrix(...).ravel()` (order: TN, FP, FN, TP)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "50f9c924",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "confusion matrix [rows=true 0/1, cols=pred 0/1]:\n",
      "[[100  10]\n",
      " [ 11  56]]\n",
      "\n",
      "TN (true no WiFi):     100\n",
      "FP (false has WiFi):   10\n",
      "FN (false no WiFi):    11\n",
      "TP (true has WiFi):    56\n"
     ]
    }
   ],
   "source": [
    "# TODO: confusion matrix for model_aug on the test set\n",
    "# === ANSWER id=4b ===\n",
    "# BEGIN SOLUTION\n",
    "y_test_pred_aug = model_aug.predict(add_radial(X_test))\n",
    "cm_aug = confusion_matrix(y_test, y_test_pred_aug)\n",
    "print(\"confusion matrix [rows=true 0/1, cols=pred 0/1]:\")\n",
    "print(cm_aug)\n",
    "print()\n",
    "tn, fp, fn, tp = cm_aug.ravel()\n",
    "print(f\"TN (true no WiFi):     {tn}\")\n",
    "print(f\"FP (false has WiFi):   {fp}\")\n",
    "print(f\"FN (false no WiFi):    {fn}\")\n",
    "print(f\"TP (true has WiFi):    {tp}\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c33ef72d",
   "metadata": {},
   "source": [
    "### Problem 4c`[conceptual + code]`\n",
    "Write accuracy as a formula over confusion-matrix cells, then compute it and\n",
    "confirm it matches `accuracy_score`.\n",
    "\n",
    "$$\\mathrm{accuracy} = \\frac{TP + TN}{TP + TN + FP + FN}$$\n",
    "\n",
    "**Steps:**\n",
    "1. Using the TN, FP, FN, TP counts from Problem 4b, plug into the formula above to get accuracy from the confusion matrix.\n",
    "2. Separately call `accuracy_score(y_true, y_pred)` — it takes the true labels and your model's predictions and returns the fraction of examples that match (correct / total), which is the same quantity as the formula.\n",
    "\n",
    "Confirm the two numbers agree (e.g. with `np.isclose`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc55b948",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy from CM cells: 0.8814\n",
      "accuracy_score:         0.8814\n",
      "match: True\n"
     ]
    }
   ],
   "source": [
    "# TODO: accuracy from cm_aug cells; compare to accuracy_score\n",
    "\n",
    "tn, fp, fn, tp = cm_aug.ravel()\n",
    "acc_from_cm = ...\n",
    "acc_from_sklearn = ...\n",
    "# === ANSWER id=4c ===\n",
    "# BEGIN SOLUTION\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n",
    "\n",
    "print(f\"accuracy from CM cells: {acc_from_cm:.4f}\")\n",
    "print(f\"accuracy_score:         {acc_from_sklearn:.4f}\")\n",
    "print(f\"match: {np.isclose(acc_from_cm, acc_from_sklearn)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c542620",
   "metadata": {},
   "source": [
    "### Problem 4d `[conceptual + code]` — precision & recall\n",
    "\n",
    "> The campus wants to publish a coverage map. A **false \"has WiFi\"** sends a\n",
    "> student to a dead zone to fail their submission; a **false \"no WiFi\"** just\n",
    "> makes them needlessly avoid a good spot.\n",
    "\n",
    "Which metric matters more here, and why? Compute both `precision_score` and\n",
    "`recall_score` for the augmented model on the test set.\n",
    "(Precision / recall of the **\"has WiFi\"** / positive class.)\n",
    "\n",
    "**What the metrics mean** (positive class = \"has WiFi\" = 1):\n",
    "\n",
    "- **Precision** $= \\dfrac{TP}{TP + FP}$ — of the spots we *predict* have WiFi, how many actually do?\n",
    "- **Recall** $= \\dfrac{TP}{TP + FN}$ — of the spots that *truly* have WiFi, how many did we catch?\n",
    "\n",
    "**How to compute with sklearn.** Reuse your test predictions from earlier (`y_test_pred_aug`), then call:\n",
    "\n",
    "- `precision_score(y_true, y_pred)` — returns precision of the positive class\n",
    "- `recall_score(y_true, y_pred)` — returns recall of the positive class\n",
    "\n",
    "Both take `(y_true, y_pred)` in that order, same as `accuracy_score`. You can also check them against your hand-counted TP / FP / FN from the confusion matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "f8358f9d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "precision (has WiFi): 0.8485\n",
      "recall    (has WiFi): 0.8358\n"
     ]
    }
   ],
   "source": [
    "# TODO: precision and recall for model_aug on the test set\n",
    "# === ANSWER id=4d ===\n",
    "# BEGIN SOLUTION\n",
    "prec = precision_score(y_test, y_test_pred_aug)\n",
    "rec = recall_score(y_test, y_test_pred_aug)\n",
    "print(f\"precision (has WiFi): {prec:.4f}\")\n",
    "print(f\"recall    (has WiFi): {rec:.4f}\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31787df6",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=4d.2 -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "**Precision** of the \"has WiFi\" prediction matters more here.\n",
    "\n",
    "- Precision $= TP / (TP + FP)$: of the spots we mark as covered, how many truly\n",
    "  are? False \"has WiFi\" (FP) is the costly failure in the story.\n",
    "- Recall $= TP / (TP + FN)$: of the truly covered spots, how many did we find?\n",
    "  Missing some (FN) only makes students avoid good spots — annoying, but not catastrophic.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ee81f53",
   "metadata": {},
   "source": [
    "### Problem 4e `[conceptual]`\n",
    "Re-run the interactive plot below in **Augmented** mode (use the threshold\n",
    "slider — raising it trades recall for precision).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "10d9bca7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "06ba253774bc45d593698461552e894b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(ToggleButtons(description='Features:', index=1, options=(('Raw (x, y)', 'raw'), ('Augmen…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Interactive widget with decision threshold (Predict & Evaluate)\n",
    "_toggle_pe = widgets.ToggleButtons(\n",
    "    options=[(\"Raw (x, y)\", \"raw\"), (\"Augmented (x, y, r²)\", \"aug\")],\n",
    "    description=\"Features:\",\n",
    "    value=\"aug\",\n",
    ")\n",
    "_slider_pe = widgets.FloatSlider(\n",
    "    value=0.5, min=0.0, max=1.0, step=0.05,\n",
    "    description=\"threshold\", continuous_update=False,\n",
    ")\n",
    "\n",
    "def _plot_pe(feature_mode, threshold):\n",
    "    plot_decision_boundary(feature_mode, threshold=threshold, show_moffitt=False)\n",
    "\n",
    "_widget_pe = widgets.interactive(\n",
    "    _plot_pe,\n",
    "    feature_mode=_toggle_pe,\n",
    "    threshold=_slider_pe,\n",
    ")\n",
    "display(_widget_pe)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3b6a678",
   "metadata": {},
   "source": [
    "**Static fallbacks** (if widgets don't render):\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "a8ee2fc3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Static fallback — Raw and Augmented\n",
    "plot_decision_boundary(\"raw\", threshold=0.5)\n",
    "plot_decision_boundary(\"aug\", threshold=0.5)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "191bd8c9",
   "metadata": {},
   "source": [
    "# Problem 4 (continued): Generalizing to Hidden Test Data (Moffitt)\n",
    "\n",
    "Remember: Moffitt (quadrant 4) was locked away at the start — Oski never surveyed\n",
    "there, so **none** of our train / val / in-distribution test points came from Q4.\n",
    "But now that Moffitt has reopened, Oski was able to resume his surveying in that region!\n",
    "We now unlock that held-out region as an **out-of-distribution** test set.\n",
    "\n",
    "The WiFi rule is the same (coverage is still a disk around Doe), but the *locations*\n",
    "are new. This asks whether the model learned a rule that generalizes, or just memorized\n",
    "patterns specific to Q1–Q3.\n",
    "\n",
    "**Do not refit.** Reuse `model_raw` and `model_aug` exactly as trained earlier, and\n",
    "evaluate them on the Moffitt points (`X_moffitt`, `y_moffitt`)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5e34d51",
   "metadata": {},
   "source": [
    "### Problem 4f `[conceptual]` — predict first\n",
    "Will the augmented model do well or badly on Q4? Justify *before* running code.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f15e9508",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=4f -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "**Well (prediction).** The augmented model (hopefully) learned \"distance from\n",
    "the router,\" which is the same rule in every quadrant. Q4 is a new *region* but\n",
    "not a new *relationship* — so we expect accuracy close to the random test set.\n",
    "*(Check yourself against B-2 before reading further solutions.)*\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73ff00ca",
   "metadata": {},
   "source": [
    "### Problem 4g `[code TODO]`\n",
    "Evaluate `model_aug` on quadrant 4 (`add_radial(X_construction)`); report accuracy and\n",
    "confusion matrix.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2415302b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: evaluate model_aug on the construction zone\n",
    "# === ANSWER id=4g ===\n",
    "# BEGIN SOLUTION\n",
    "y_q4_pred_aug = model_aug.predict(add_radial(X_moffitt))\n",
    "q4_acc_aug = accuracy_score(y_moffitt, y_q4_pred_aug)\n",
    "cm_q4_aug = confusion_matrix(y_moffitt, y_q4_pred_aug)\n",
    "\n",
    "print(f\"Q4 aug accuracy: {q4_acc_aug:.4f}\")\n",
    "print(\"Q4 aug confusion matrix:\")\n",
    "print(cm_q4_aug)\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "270e34ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visual: see Moffitt's hidden points land inside/outside the learned circle\n",
    "plot_decision_boundary(\"aug\", threshold=0.5, show_moffitt=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81024fbb",
   "metadata": {},
   "source": [
    "### Problem 4h `[conceptual]`\n",
    "The augmented model does about as well as on the random test set. Why can it generalize to a\n",
    "region it never saw?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2be0d19e",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=4h -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "It learned the true invariant — distance from the router — which holds\n",
    "everywhere on campus. In $r^2$ space, points in Q4 land in the same range of\n",
    "feature values the model already saw in Q1–Q3; geographically new is still\n",
    "**interpolation** in the radial feature, not extrapolation.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2aaa57c0",
   "metadata": {},
   "source": [
    "### Problem 4i `[code TODO + conceptual]`\n",
    "Evaluate `model_raw` on Q4. Why is it even more lost out there than on the\n",
    "random test set?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "a7031653",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Q4 raw accuracy: 0.2696\n",
      "Q4 raw confusion matrix:\n",
      "[[  3 205]\n",
      " [ 28  83]]\n",
      "(for reference, test raw acc was 0.5480)\n"
     ]
    }
   ],
   "source": [
    "# TODO: evaluate model_raw on Q4\n",
    "# === ANSWER id=4i ===\n",
    "# BEGIN SOLUTION\n",
    "y_q4_pred_raw = model_raw.predict(X_moffitt)\n",
    "q4_acc_raw = accuracy_score(y_moffitt, y_q4_pred_raw)\n",
    "cm_q4_raw = confusion_matrix(y_moffitt, y_q4_pred_raw)\n",
    "\n",
    "print(f\"Q4 raw accuracy: {q4_acc_raw:.4f}\")\n",
    "print(\"Q4 raw confusion matrix:\")\n",
    "print(cm_q4_raw)\n",
    "print(f\"(for reference, test raw acc was {accuracy_score(y_test, model_raw.predict(X_test)):.4f})\")\n",
    "# END SOLUTION\n",
    "# === END ANSWER ===\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76192a10",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=4i.2 -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "The raw model leaned on the particular $(x, y)$ ranges and line orientation it\n",
    "saw in Q1–Q3. Q4 occupies a region of raw coordinate space it never trained on,\n",
    "so it's **extrapolating** a brittle linear rule into a blind spot outside of the distribution\n",
    "it trained on.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0487a50c",
   "metadata": {},
   "source": [
    "### Problem 4j `[conceptual]`\n",
    "Describe a situation where a model that **aced the random test set** would\n",
    "*fail* on quadrant 4.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "813efe51",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=4j -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "If the true boundary *differed* in quadrant 4 — say construction also moved the router,\n",
    "or a building blocked signal only in that quadrant — then $x^2+y^2$ would no\n",
    "longer be the right invariant. A model that looked perfect on a random split of\n",
    "Q1–Q3 would hit **distribution shift** on Q4: same feature columns, different\n",
    "$p(y \\mid x)$. Random splits miss that failure mode when the held-out region\n",
    "follows a different rule.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f1116cb",
   "metadata": {},
   "source": [
    "### Problem 4k `[conceptual]`\n",
    "Random split vs. spatial hold-out — what does each simulate about deploying a\n",
    "model in the real world?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38f8dc4b",
   "metadata": {},
   "source": [
    "<!-- ANSWER id=4k -->\n",
    "<!-- BEGIN SOLUTION -->\n",
    "- **Random split:** \"tomorrow's students look like today's, drawn from the same\n",
    "  regions we surveyed.\" Good for ordinary generalization error.\n",
    "- **Spatial hold-out (Q4):** \"we deploy somewhere we never collected labels —\n",
    "  a new building, a new city block, a new hospital.\" Tests whether you learned a\n",
    "  transferable rule or memorized local geography.\n",
    "\n",
    "Real deployments often look more like the second than the first.\n",
    "<!-- END SOLUTION -->\n",
    "<!-- END ANSWER -->\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion\n",
    "\n",
    "You just walked through an entire ML lifecycle:\n",
    "\n",
    "1. **Learning problem** — features, target, train/val/test (+ a spatial hold-out).\n",
    "2. **Model design** — logistic regression as a black box; raw vs radial features.\n",
    "3. **Optimization** — `.fit()` matches training labels.\n",
    "4. **Predict & evaluate** — choose on val, report on test, read the confusion matrix.\n",
    "\n",
    "Congrats!\n"
   ]
  }
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