{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T16:59:50.806061Z",
     "start_time": "2025-09-28T16:59:50.490698Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "# Useful starting lines\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "from test_utils import test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cross-Validation and Bias-Variance decomposition\n",
    "## Cross-Validation\n",
    "Implementing 4-fold cross-validation below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T16:59:52.086679Z",
     "start_time": "2025-09-28T16:59:52.074045Z"
    }
   },
   "outputs": [],
   "source": [
    "from helpers import load_data\n",
    "\n",
    "# load dataset\n",
    "x, y = load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T16:59:54.105196Z",
     "start_time": "2025-09-28T16:59:54.096977Z"
    }
   },
   "outputs": [],
   "source": [
    "def build_k_indices(y, k_fold, seed):\n",
    "    \"\"\"build k indices for k-fold.\n",
    "\n",
    "    Args:\n",
    "        y:      shape=(N,)\n",
    "        k_fold: K in K-fold, i.e. the fold num\n",
    "        seed:   the random seed\n",
    "\n",
    "    Returns:\n",
    "        A 2D array of shape=(k_fold, N/k_fold) that indicates the data indices for each fold\n",
    "\n",
    "    >>> build_k_indices(np.array([1., 2., 3., 4.]), 2, 1)\n",
    "    array([[3, 2],\n",
    "           [0, 1]])\n",
    "    \"\"\"\n",
    "    num_row = y.shape[0]\n",
    "    interval = int(num_row / k_fold)\n",
    "    np.random.seed(seed)\n",
    "    indices = np.random.permutation(num_row)\n",
    "    k_indices = [indices[k * interval : (k + 1) * interval] for k in range(k_fold)]\n",
    "    return np.array(k_indices)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T16:59:55.631894Z",
     "start_time": "2025-09-28T16:59:55.601895Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Your `build_k_indices` passes some basic tests.\n"
     ]
    }
   ],
   "source": [
    "test(build_k_indices)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the following cross_validation( ) function you need to implement, you can help yourselves of the build_poly( ) and ridge_regression( ) functions that you implemented in lab 3. Copy paste the code in the build_polynomial.py and ridge_regression.py files, they should pass the two following tests."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T16:59:58.309835Z",
     "start_time": "2025-09-28T16:59:58.291747Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Your `build_poly` passes some basic tests.\n",
      "✅ Your `ridge_regression` passes some basic tests.\n"
     ]
    }
   ],
   "source": [
    "from costs import compute_mse\n",
    "from ridge_regression import ridge_regression\n",
    "from build_polynomial import build_poly\n",
    "\n",
    "test(build_poly)\n",
    "test(ridge_regression)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:01:43.184416Z",
     "start_time": "2025-09-28T17:01:43.152215Z"
    }
   },
   "outputs": [],
   "source": [
    "def cross_validation(y, x, k_indices, k, lambda_, degree):\n",
    "    \"\"\"return the loss of ridge regression for a fold corresponding to k_indices\n",
    "\n",
    "    Args:\n",
    "        y:          shape=(N,)\n",
    "        x:          shape=(N,)\n",
    "        k_indices:  2D array returned by build_k_indices()\n",
    "        k:          scalar, the k-th fold (N.B.: not to confused with k_fold which is the fold nums)\n",
    "        lambda_:    scalar, cf. ridge_regression()\n",
    "        degree:     scalar, cf. build_poly()\n",
    "\n",
    "    Returns:\n",
    "        train and test root mean square errors rmse = sqrt(2 mse)\n",
    "\n",
    "    >>> cross_validation(np.array([1.,2.,3.,4.]), np.array([6.,7.,8.,9.]), np.array([[3,2], [0,1]]), 1, 2, 3)\n",
    "    (0.019866645527596753, 0.33555914361295197)\n",
    "    \"\"\"\n",
    "\n",
    "    ### SOLUTION\n",
    "    # get k'th subgroup in test, others in train\n",
    "    te_indice = k_indices[k]\n",
    "    tr_indice = k_indices[~(np.arange(k_indices.shape[0]) == k)]\n",
    "    tr_indice = tr_indice.reshape(-1)\n",
    "    y_te = y[te_indice]\n",
    "    y_tr = y[tr_indice]\n",
    "    x_te = x[te_indice]\n",
    "    x_tr = x[tr_indice]\n",
    "    # form data with polynomial degree\n",
    "    tx_tr = build_poly(x_tr, degree)\n",
    "    tx_te = build_poly(x_te, degree)\n",
    "    # ridge regression\n",
    "    w = ridge_regression(y_tr, tx_tr, lambda_)\n",
    "    # calculate the loss for train and test data\n",
    "    loss_tr = np.sqrt(2 * compute_mse(y_tr, tx_tr, w))\n",
    "    loss_te = np.sqrt(2 * compute_mse(y_te, tx_te, w))\n",
    "    return float(loss_tr), float(loss_te)\n",
    "\n",
    "    ### TEMPLATE\n",
    "    # # ***************************************************\n",
    "    # # INSERT YOUR CODE HERE\n",
    "    # # get k'th subgroup in test, others in train: TODO\n",
    "    # # ***************************************************\n",
    "    # raise NotImplementedError\n",
    "    # # ***************************************************\n",
    "    # # INSERT YOUR CODE HERE\n",
    "    # # form data with polynomial degree: TODO\n",
    "    # # ***************************************************\n",
    "    # raise NotImplementedError\n",
    "    # # ***************************************************\n",
    "    # # INSERT YOUR CODE HERE\n",
    "    # # ridge regression: TODO\n",
    "    # # ***************************************************\n",
    "    # raise NotImplementedError\n",
    "    # # ***************************************************\n",
    "    # # INSERT YOUR CODE HERE\n",
    "    # # calculate the loss for train and test data: TODO\n",
    "    # # ***************************************************\n",
    "    # raise NotImplementedError\n",
    "    # return loss_tr, loss_te\n",
    "    ### END SOLUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:01:45.284163Z",
     "start_time": "2025-09-28T17:01:45.252178Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Your `cross_validation` passes some basic tests.\n"
     ]
    }
   ],
   "source": [
    "# can lead to a numerical error if you use an older version than Python 3.9\n",
    "test(cross_validation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:02:03.385114Z",
     "start_time": "2025-09-28T17:02:03.184707Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For polynomial expansion up to degree 7, the choice of lambda which leads to the best test rmse is 0.00853 with a test rmse of 0.298\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plots import cross_validation_visualization\n",
    "\n",
    "\n",
    "def cross_validation_demo(degree, k_fold, lambdas):\n",
    "    \"\"\"cross validation over regularisation parameter lambda.\n",
    "\n",
    "    Args:\n",
    "        degree: integer, degree of the polynomial expansion\n",
    "        k_fold: integer, the number of folds\n",
    "        lambdas: shape = (p, ) where p is the number of values of lambda to test\n",
    "    Returns:\n",
    "        best_lambda : scalar, value of the best lambda\n",
    "        best_rmse : scalar, the associated root mean squared error for the best lambda\n",
    "    \"\"\"\n",
    "\n",
    "    seed = 12\n",
    "    degree = degree\n",
    "    k_fold = k_fold\n",
    "    lambdas = lambdas\n",
    "    # split data in k fold\n",
    "    k_indices = build_k_indices(y, k_fold, seed)\n",
    "    # define lists to store the loss of training data and test data\n",
    "    rmse_tr = []\n",
    "    rmse_te = []\n",
    "    ### SOLUTION\n",
    "    # cross validation\n",
    "    for lambda_ in lambdas:\n",
    "        rmse_tr_tmp = []\n",
    "        rmse_te_tmp = []\n",
    "        for k in range(k_fold):\n",
    "            loss_tr, loss_te = cross_validation(y, x, k_indices, k, lambda_, degree)\n",
    "            rmse_tr_tmp.append(loss_tr)\n",
    "            rmse_te_tmp.append(loss_te)\n",
    "        rmse_tr.append(np.mean(rmse_tr_tmp))\n",
    "        rmse_te.append(np.mean(rmse_te_tmp))\n",
    "    best_lambda, best_rmse = lambdas[np.argmin(rmse_te)], np.min(rmse_te)\n",
    "    ### TEMPLATE\n",
    "    # # ***************************************************\n",
    "    # # INSERT YOUR CODE HERE\n",
    "    # # cross validation over lambdas: TODO\n",
    "    # # ***************************************************\n",
    "    # raise NotImplementedError\n",
    "    ### END SOLUTION\n",
    "\n",
    "    cross_validation_visualization(lambdas, rmse_tr, rmse_te)\n",
    "    print(\n",
    "        \"For polynomial expansion up to degree %.f, the choice of lambda which leads to the best test rmse is %.5f with a test rmse of %.3f\"\n",
    "        % (degree, best_lambda, best_rmse)\n",
    "    )\n",
    "    return best_lambda, best_rmse\n",
    "\n",
    "\n",
    "best_lambda, best_rmse = cross_validation_demo(7, 4, np.logspace(-4, 0, 30))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Your output should look like this for seed = 12, degree = 7 and k_fold = 4:\n",
    "\n",
    "![alt text](cross_validation2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can play around with the number of folds and the degree of your polynomial expansion."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:02:23.559133Z",
     "start_time": "2025-09-28T17:02:23.343141Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For polynomial expansion up to degree 10, the choice of lambda which leads to the best test rmse is 0.00002 with a test rmse of 0.312\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "best_lambda, best_rmse = cross_validation_demo(10, 4, np.logspace(-10, -2, 30))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the previous task we did a grid search over several values of $\\lambda$ for a fixed degree. We can also perform a grid search amongst $\\lambda$ and degrees simultaneously:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:03:59.889173Z",
     "start_time": "2025-09-28T17:03:59.855624Z"
    }
   },
   "outputs": [],
   "source": [
    "def best_degree_selection(degrees, k_fold, lambdas, seed=1):\n",
    "    \"\"\"cross validation over regularisation parameter lambda and degree.\n",
    "\n",
    "    Args:\n",
    "        degrees: shape = (d,), where d is the number of degrees to test\n",
    "        k_fold: integer, the number of folds\n",
    "        lambdas: shape = (p, ) where p is the number of values of lambda to test\n",
    "    Returns:\n",
    "        best_degree : integer, value of the best degree\n",
    "        best_lambda : scalar, value of the best lambda\n",
    "        best_rmse : value of the rmse for the couple (best_degree, best_lambda)\n",
    "\n",
    "    >>> best_degree_selection(np.arange(2,11), 4, np.logspace(-4, 0, 30))\n",
    "    (7, 0.004520353656360241, 0.2895728056656946)\n",
    "    \"\"\"\n",
    "\n",
    "    # split data in k fold\n",
    "    k_indices = build_k_indices(y, k_fold, seed)\n",
    "\n",
    "    ### SOLUTION\n",
    "\n",
    "    # for each degree, we compute the best lambdas and the associated rmse\n",
    "    best_lambdas = []\n",
    "    best_rmses = []\n",
    "\n",
    "    # vary degree\n",
    "    for degree in degrees:\n",
    "        # cross validation\n",
    "        rmse_te = []\n",
    "        for lambda_ in lambdas:\n",
    "            rmse_te_tmp = []\n",
    "            for k in range(k_fold):\n",
    "                _, loss_te = cross_validation(y, x, k_indices, k, lambda_, degree)\n",
    "                rmse_te_tmp.append(loss_te)\n",
    "            rmse_te.append(np.mean(rmse_te_tmp))\n",
    "\n",
    "        ind_lambda_opt = np.argmin(rmse_te)\n",
    "        best_lambdas.append(lambdas[ind_lambda_opt])\n",
    "        best_rmses.append(rmse_te[ind_lambda_opt])\n",
    "\n",
    "    ind_best_degree = np.argmin(best_rmses)\n",
    "    best_degree = degrees[ind_best_degree]\n",
    "    best_lambda = best_lambdas[ind_best_degree]\n",
    "    best_rmse = best_rmses[ind_best_degree]\n",
    "\n",
    "    ### TEMPLATE\n",
    "    # # ***************************************************\n",
    "    # # INSERT YOUR CODE HERE\n",
    "    # # cross validation over degrees and lambdas: TODO\n",
    "    # # ***************************************************\n",
    "    # raise NotImplementedError\n",
    "    ### END SOLUTION\n",
    "\n",
    "    return int(best_degree), float(best_lambda), float(best_rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:04:01.609582Z",
     "start_time": "2025-09-28T17:04:01.477625Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Your `best_degree_selection` passes some basic tests.\n",
      "The best rmse of 0.290 is obtained for a degree of 7 and a lambda of 0.00452.\n"
     ]
    }
   ],
   "source": [
    "# can lead to a numerical error if you use an older version than Python 3.9\n",
    "test(best_degree_selection)\n",
    "\n",
    "best_degree, best_lambda, best_rmse = best_degree_selection(\n",
    "    np.arange(2, 11), 4, np.logspace(-4, 0, 30)\n",
    ")\n",
    "print(\n",
    "    \"The best rmse of %.3f is obtained for a degree of %.f and a lambda of %.5f.\"\n",
    "    % (best_rmse, best_degree, best_lambda)\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bias-Variance Decomposition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:04:05.923229Z",
     "start_time": "2025-09-28T17:04:05.911253Z"
    }
   },
   "outputs": [],
   "source": [
    "# true function we want to learn\n",
    "def f_star(x):\n",
    "    return x**3 - x**2 + 0.5\n",
    "\n",
    "\n",
    "# plotting function for f_star\n",
    "def plot_fstar(ax):\n",
    "    xvals = np.arange(-1, 1, 0.01)\n",
    "    ax.plot(xvals, f_star(xvals), linestyle=\"--\", color=\"k\", label=\"f_star\")\n",
    "    ax.set_ylim(-2, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:04:07.211306Z",
     "start_time": "2025-09-28T17:04:07.199147Z"
    }
   },
   "outputs": [],
   "source": [
    "# helper plot function\n",
    "def plot_poly(x, y, weights, degree, ax, alpha=0.3):\n",
    "    xvals = np.arange(-1, 1, 0.01)\n",
    "    tx = build_poly(xvals, degree)\n",
    "    f = tx.dot(weights)\n",
    "    ax.plot(xvals, f, color=\"orange\", alpha=alpha)\n",
    "    ax.scatter(x, y, color=\"b\", alpha=alpha, s=10)\n",
    "    ax.set_xlabel(\"x\")\n",
    "    ax.set_ylabel(\"y\")\n",
    "    ax.set_title(\"Polynomial degree \" + str(degree))\n",
    "    ax.set_ylim(-1, 2)\n",
    "\n",
    "\n",
    "# helper plot function\n",
    "def plot_f(weights, degree, ax, label=None):\n",
    "    xvals = np.arange(-1, 1, 0.01)\n",
    "    tx = build_poly(xvals, degree)\n",
    "    f = tx.dot(weights)\n",
    "    ax.plot(xvals, f, color=\"black\", alpha=1, label=label)\n",
    "    ax.set_ylim(-1, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Implement the following function: for 15 random datapoints, it finds the optimal fit (using the least square formula, with no regularisation λ) for a polynomial expansion of degree 1, 3 and 6."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:04:10.186222Z",
     "start_time": "2025-09-28T17:04:10.042062Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from least_squares import least_squares\n",
    "\n",
    "\n",
    "def bias_variance_one_seed(sigma, degrees, seed):\n",
    "    \"\"\"One run of the optimal fit for 15 random points and different polynomial expansion degrees.\n",
    "\n",
    "    Args:\n",
    "        sigma: scalar, noise variance\n",
    "        degrees: shape = (3,), 3 different degrees to consider\n",
    "        seed: integer, random see\n",
    "    Returns:\n",
    "    \"\"\"\n",
    "\n",
    "    # we will generate 15 random datapoints from the [-1, 1] uniform distribuion\n",
    "    num_data = 15\n",
    "    np.random.seed(seed)  # set random seed for reproducibility\n",
    "    xs = np.random.uniform(-1, 1, num_data)\n",
    "    # the outputs will be f_star(x) + some random gaussian noise of variance sigma**2\n",
    "    ys = f_star(xs) + sigma * np.random.randn(num_data)\n",
    "\n",
    "    fig, axs = plt.subplots(1, len(degrees), figsize=(20, 5))\n",
    "    for index_degree, degree in enumerate(degrees):\n",
    "        ### SOLUTION\n",
    "\n",
    "        # form polynomial data\n",
    "        tx = build_poly(xs, degree)\n",
    "        # least square\n",
    "        w, _ = least_squares(ys, tx)\n",
    "        plot_poly(xs, ys, w, degree, axs[index_degree], alpha=1)\n",
    "\n",
    "        ### TEMPLATE\n",
    "        # # ***************************************************\n",
    "        # # INSERT YOUR CODE HERE\n",
    "        # # ***************************************************\n",
    "        ### END SOLUTION\n",
    "\n",
    "        plot_fstar(axs[index_degree])\n",
    "        axs[index_degree].legend()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "bias_variance_one_seed(0.1, [1, 3, 6], seed=2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Your output should ressemble (for seed = 2) to this: \n",
    "![alt text](bias_variance_one_run.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now to illustrate the bias variance tradeoff we will repeat many times the previous experiment but using a different random seed each time. We also plot (in plain black) the mean of all the orange functions obtained."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-28T17:04:37.227604Z",
     "start_time": "2025-09-28T17:04:33.986346Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def bias_variance_demo(sigma, degrees):\n",
    "    \"\"\"Illustration of the bias-variance tradeoff.\n",
    "\n",
    "    Args:\n",
    "        sigma: scalar, noise variance\n",
    "        degrees: shape = (3,), 3 different degrees to consider\n",
    "    Returns:\n",
    "    \"\"\"\n",
    "    # define parameters\n",
    "    seeds = range(400)  # number of runs\n",
    "    num_data = 15\n",
    "\n",
    "    fig, axs = plt.subplots(1, len(degrees), figsize=(20, 5))\n",
    "    for index_degree, degree in enumerate(degrees):\n",
    "        ### SOLUTION\n",
    "        ws = []\n",
    "        for index_seed, seed in enumerate(seeds):\n",
    "            # generate random data\n",
    "            np.random.seed(seed)\n",
    "            xs = np.random.uniform(-1, 1, num_data)\n",
    "            ys = f_star(xs) + sigma * np.random.randn(num_data).T\n",
    "\n",
    "            # form polynomial data\n",
    "            tx = build_poly(xs, degree)\n",
    "            # least square\n",
    "            w, _ = least_squares(ys, tx)\n",
    "            ws += [w]\n",
    "\n",
    "            plot_poly(xs, ys, w, degree, axs[index_degree])\n",
    "\n",
    "        # plotting the empirical mean function\n",
    "        mean_w = np.mean(ws, axis=0)\n",
    "        plot_f(mean_w, degree, axs[index_degree], label=\"E[f_S(x)]\")\n",
    "\n",
    "        ### TEMPLATE\n",
    "        # # ***************************************************\n",
    "        # # INSERT YOUR CODE HERE\n",
    "        # # ***************************************************\n",
    "        ### END SOLUTION\n",
    "\n",
    "        plot_fstar(axs[index_degree])\n",
    "        axs[index_degree].legend()\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "bias_variance_demo(0.1, [1, 3, 6])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Your output should ressemble to this: \n",
    "![alt text](bias_variance.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
