From 5b46877b7a7e7e88cdd4db952ad7b65e2bd2c009 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Pawe=C5=82=20Sk=C3=B3rzewski?= <pms@amu.edu.pl>
Date: Fri, 4 Mar 2022 08:14:16 +0100
Subject: [PATCH] =?UTF-8?q?Wyk=C5=82ad=202=20-=20poprawki?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 wyk/02_Regresja_liniowa.ipynb | 3694 ++++++++++++++++-----------------
 1 file changed, 1847 insertions(+), 1847 deletions(-)

diff --git a/wyk/02_Regresja_liniowa.ipynb b/wyk/02_Regresja_liniowa.ipynb
index 5268f3d..566499c 100644
--- a/wyk/02_Regresja_liniowa.ipynb
+++ b/wyk/02_Regresja_liniowa.ipynb
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 71,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -75,7 +75,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 37,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -107,7 +107,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": 38,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -230,7 +230,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": 39,
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
@@ -276,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 40,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -326,89 +326,89 @@
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        "C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
        "z\r\n",
-       "\" id=\"m60bb03830c\" style=\"stroke:#ff0000;\"/>\r\n",
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        "    </defs>\r\n",
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@@ -619,7 +619,7 @@
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@@ -1357,7 +1357,7 @@
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@@ -1393,7 +1393,7 @@
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@@ -1416,7 +1416,7 @@
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@@ -1432,7 +1432,7 @@
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@@ -1453,7 +1453,7 @@
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@@ -1480,7 +1480,7 @@
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@@ -1609,7 +1609,7 @@
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@@ -1698,7 +1698,7 @@
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@@ -1733,7 +1733,7 @@
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@@ -1768,7 +1768,7 @@
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@@ -1795,7 +1795,7 @@
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@@ -1806,7 +1806,7 @@
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@@ -38860,7 +38860,7 @@
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      "slide_type": "subslide"
@@ -38948,7 +38948,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 98,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38962,7 +38962,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 99,
+   "execution_count": 74,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -39043,7 +39043,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 75,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -39211,7 +39211,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 76,
    "metadata": {
     "slideshow": {
      "slide_type": "skip"
@@ -39225,7 +39225,7 @@
     "    return X * theta\n",
     "\n",
     "def regdotsMx(X, y):    \n",
-    "    fig = pl.figure(figsize=(16*.6, 9*.6))\n",
+    "    fig = plt.figure(figsize=(16*.6, 9*.6))\n",
     "    ax = fig.add_subplot(111)\n",
     "    fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n",
     "    ax.scatter([X[:, 1]], [y], c='r', s=50, label='Dane')\n",
@@ -39233,8 +39233,8 @@
     "    ax.set_xlabel('Populacja')\n",
     "    ax.set_ylabel('Zysk')\n",
     "    ax.margins(.05, .05)\n",
-    "    pl.ylim(y.min() - 1, y.max() + 1)\n",
-    "    pl.xlim(np.min(X[:, 1]) - 1, np.max(X[:, 1]) + 1)\n",
+    "    plt.ylim(y.min() - 1, y.max() + 1)\n",
+    "    plt.xlim(np.min(X[:, 1]) - 1, np.max(X[:, 1]) + 1)\n",
     "    return fig\n",
     "\n",
     "def reglineMx(fig, fun, theta, X):\n",
@@ -39251,7 +39251,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 77,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -39325,7 +39325,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 78,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -39384,7 +39384,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 79,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -39442,7 +39442,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 80,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -39544,7 +39544,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": 81,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -39594,89 +39594,89 @@
        "C -3.535534 0.937635 -3.163008 1.836992 -2.5 2.5 \r\n",
        "C -1.836992 3.163008 -0.937635 3.535534 0 3.535534 \r\n",
        "z\r\n",
-       "\" id=\"md9b97e080b\" style=\"stroke:#ff0000;\"/>\r\n",
+       "\" id=\"m4d46537e59\" style=\"stroke:#ff0000;\"/>\r\n",
        "    </defs>\r\n",
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+       "     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"135.98073\" xlink:href=\"#m4d46537e59\" y=\"237.30184\"/>\r\n",
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+       "     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"220.743843\" xlink:href=\"#m4d46537e59\" y=\"207.881776\"/>\r\n",
+       "     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"71.76896\" xlink:href=\"#m4d46537e59\" y=\"258.539054\"/>\r\n",
        "    </g>\r\n",
        "   </g>\r\n",
        "   <g id=\"matplotlib.axis_1\">\r\n",
@@ -39685,10 +39685,10 @@
        "      <defs>\r\n",
        "       <path d=\"M 0 0 \r\n",
        "L 0 3.5 \r\n",
-       "\" id=\"mad0b872ff1\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
+       "\" id=\"m03ac70de77\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
        "      </defs>\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"68.663334\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"68.663334\" xlink:href=\"#m03ac70de77\" y=\"320.453144\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_1\">\r\n",
@@ -39756,7 +39756,7 @@
        "    <g id=\"xtick_2\">\r\n",
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.753071\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"140.753071\" xlink:href=\"#m03ac70de77\" y=\"320.453144\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_2\">\r\n",
@@ -39782,7 +39782,7 @@
        "    <g id=\"xtick_3\">\r\n",
        "     <g id=\"line2d_3\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"212.842808\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"212.842808\" xlink:href=\"#m03ac70de77\" y=\"320.453144\"/>\r\n",
        "      </g>\r\n",
        "     </g>\r\n",
        "     <g id=\"text_3\">\r\n",
@@ -39813,7 +39813,7 @@
        "    <g id=\"xtick_4\">\r\n",
        "     <g id=\"line2d_4\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.932544\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"284.932544\" xlink:href=\"#m03ac70de77\" y=\"320.453144\"/>\r\n",
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@@ -39855,7 +39855,7 @@
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"357.022281\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"357.022281\" xlink:href=\"#m03ac70de77\" y=\"320.453144\"/>\r\n",
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@@ -39871,7 +39871,7 @@
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        "     <g id=\"line2d_6\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"429.112018\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"429.112018\" xlink:href=\"#m03ac70de77\" y=\"320.453144\"/>\r\n",
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@@ -39887,7 +39887,7 @@
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        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"501.201754\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
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@@ -39903,7 +39903,7 @@
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        "     <g id=\"line2d_8\">\r\n",
        "      <g>\r\n",
-       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"573.291491\" xlink:href=\"#mad0b872ff1\" y=\"320.453144\"/>\r\n",
+       "       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"573.291491\" xlink:href=\"#m03ac70de77\" y=\"320.453144\"/>\r\n",
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@@ -40102,10 +40102,10 @@
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        "L -3.5 0 \r\n",
-       "\" id=\"m32b13c1dbb\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
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@@ -40118,7 +40118,7 @@
        "    <g id=\"ytick_2\">\r\n",
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        "      <g>\r\n",
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@@ -40131,7 +40131,7 @@
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        "      <g>\r\n",
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@@ -40145,7 +40145,7 @@
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@@ -40159,7 +40159,7 @@
        "    <g id=\"ytick_5\">\r\n",
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@@ -40173,7 +40173,7 @@
        "    <g id=\"ytick_6\">\r\n",
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@@ -40269,12 +40269,12 @@
        "    </g>\r\n",
        "   </g>\r\n",
        "   <g id=\"line2d_15\">\r\n",
-       "    <path clip-path=\"url(#p7ff22387d4)\" d=\"M 69.43902 234.797684 \r\n",
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        "\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:2;\"/>\r\n",
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-       "    <path clip-path=\"url(#p7ff22387d4)\" d=\"M 69.43902 254.467109 \r\n",
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        "\" style=\"fill:none;stroke:#ff7f0e;stroke-linecap:square;stroke-width:2;\"/>\r\n",
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@@ -40514,7 +40514,7 @@
        "   </g>\r\n",
        "   <g id=\"PathCollection_2\">\r\n",
        "    <g>\r\n",
-       "     <use style=\"fill:#ff0000;stroke:#ff0000;\" x=\"491.233125\" xlink:href=\"#md9b97e080b\" y=\"338.476113\"/>\r\n",
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@@ -40591,7 +40591,7 @@
        "  </g>\r\n",
        " </g>\r\n",
        " <defs>\r\n",
-       "  <clipPath id=\"p7ff22387d4\">\r\n",
+       "  <clipPath id=\"p8e92241062\">\r\n",
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        " </defs>\r\n",
@@ -40630,7 +40630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 82,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -40668,7 +40668,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 83,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -40679,7 +40679,7 @@
     "# Jak zmienia się koszt w kolejnych krokach w zależności od alfa\n",
     "\n",
     "def costchangeplot(logs):\n",
-    "    fig = pl.figure(figsize=(16*.6, 9*.6))\n",
+    "    fig = plt.figure(figsize=(16*.6, 9*.6))\n",
     "    ax = fig.add_subplot(111)\n",
     "    fig.subplots_adjust(left=0.1, right=0.9, bottom=0.1, top=0.9)\n",
     "    ax.set_xlabel('krok')\n",
@@ -40700,7 +40700,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 84,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -40710,7 +40710,7 @@
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "0def0c86d7d54fb88d35ea80303b5a30",
+       "model_id": "68bdd2c08dfc42cc9bf033cb4eb7e213",
        "version_major": 2,
        "version_minor": 0
       },
@@ -40727,7 +40727,7 @@
        "<function __main__.slide7(alpha)>"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 84,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -40771,7 +40771,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 85,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -40883,7 +40883,7 @@
        "9  604836.00      4         40"
       ]
      },
-     "execution_count": 38,
+     "execution_count": 85,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -40898,7 +40898,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 86,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -40918,7 +40918,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 87,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -40955,7 +40955,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 88,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -41017,7 +41017,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 89,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -41035,15 +41035,15 @@
     "            thetaT = np.matrix([1.0, element, element2]).reshape(3,1)\n",
     "            J_vals[t1, t2] = JMx(thetaT, X, y) / rescale\n",
     "            \n",
-    "    pl.figure()\n",
-    "    pl.contour(theta0_vals, theta1_vals, J_vals.T, np.logspace(-2, 3, 20))\n",
-    "    pl.xlabel(r'$\\theta_1$')\n",
-    "    pl.ylabel(r'$\\theta_2$')"
+    "    plt.figure()\n",
+    "    plt.contour(theta0_vals, theta1_vals, J_vals.T, np.logspace(-2, 3, 20))\n",
+    "    plt.xlabel(r'$\\theta_1$')\n",
+    "    plt.ylabel(r'$\\theta_2$')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 90,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -41087,10 +41087,10 @@
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        "       <path d=\"M 0 0 \r\n",
        "L 0 3.5 \r\n",
-       "\" id=\"m564cfb2089\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
+       "\" id=\"m3b569fb710\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n",
        "      </defs>\r\n",
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