From 62dc502edde8089fd68ce3fcf28a73ab42a797ce Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Pawe=C5=82=20Sk=C3=B3rzewski?= <pawel.skorzewski@amu.edu.pl>
Date: Fri, 11 Mar 2022 10:23:27 +0100
Subject: [PATCH] =?UTF-8?q?Wyk=C5=82ad=203?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 wyk/03_Regresja_logistyczna.ipynb | 4715 +----------------------------
 1 file changed, 92 insertions(+), 4623 deletions(-)

diff --git a/wyk/03_Regresja_logistyczna.ipynb b/wyk/03_Regresja_logistyczna.ipynb
index eff31d8..91043a1 100644
--- a/wyk/03_Regresja_logistyczna.ipynb
+++ b/wyk/03_Regresja_logistyczna.ipynb
@@ -256,8 +256,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": 3,
    "metadata": {
+    "scrolled": true,
     "slideshow": {
      "slide_type": "subslide"
     }
@@ -288,7 +289,24 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "\n",
+    "# Przygotowanie danych\n",
+    "m, n_plus_1 = data_iris_setosa.values.shape\n",
+    "n = n_plus_1 - 1\n",
+    "Xn = data_iris_setosa.values[:, 0:n].reshape(m, n)\n",
+    "\n",
+    "XMx3 = np.matrix(np.concatenate((np.ones((m, 1)), Xn), axis=1)).reshape(m, n_plus_1)\n",
+    "yMx3 = np.matrix(data_iris_setosa.values[:, 1]).reshape(m, 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -297,957 +315,7 @@
    "outputs": [
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       "text/plain": [
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   {
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+   "execution_count": 19,
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+   "execution_count": 20,
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@@ -5562,8 +1031,8 @@
       " [ 0.14887292]\n",
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       "x0 = [[1.  6.3 1.8 7.3 2.9]]\n",
-      "h(x0) = 1.6061436959824898e-05\n",
-      "c(x0) = (0, 1.6061436959824898e-05) \n",
+      "h(x0) = 1.6061436959824844e-05\n",
+      "c(x0) = (0, 1.6061436959824844e-05) \n",
       "\n"
      ]
     }
@@ -5592,7 +1061,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 70,
+   "execution_count": 25,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -5604,17 +1073,17 @@
      "output_type": "stream",
      "text": [
       "0 <=> 0 -- prob: 0.0\n",
-      "1 <=> 0 -- prob: 0.0\n",
-      "0 <=> 0 -- prob: 0.0\n",
-      "0 <=> 0 -- prob: 0.0\n",
-      "0 <=> 0 -- prob: 0.0\n",
-      "1 <=> 0 -- prob: 0.0\n",
-      "0 <=> 0 -- prob: 0.0\n",
-      "0 <=> 0 -- prob: 0.0\n",
-      "0 <=> 0 -- prob: 0.0\n",
-      "0 <=> 0 -- prob: 0.0\n",
+      "1 <=> 1 -- prob: 0.9816\n",
+      "0 <=> 0 -- prob: 0.0001\n",
+      "0 <=> 0 -- prob: 0.0005\n",
+      "0 <=> 0 -- prob: 0.0001\n",
+      "1 <=> 1 -- prob: 0.9936\n",
+      "0 <=> 0 -- prob: 0.0059\n",
+      "0 <=> 0 -- prob: 0.0992\n",
+      "0 <=> 0 -- prob: 0.0001\n",
+      "0 <=> 0 -- prob: 0.0001\n",
       "\n",
-      "Accuracy: 0.64\n"
+      "Accuracy: 1.0\n"
      ]
     }
    ],
@@ -5653,7 +1122,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 26,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -5751,7 +1220,7 @@
        "5  6.0  2.7  5.1  1.6  Iris-versicolor"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -5764,7 +1233,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 27,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5871,7 +1340,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 28,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -5900,7 +1369,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 29,
    "metadata": {
     "slideshow": {
      "slide_type": "notes"
@@ -5972,7 +1441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 30,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -5998,7 +1467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 31,
    "metadata": {
     "slideshow": {
      "slide_type": "fragment"
@@ -6021,7 +1490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 71,
+   "execution_count": 32,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -6033,25 +1502,25 @@
      "output_type": "stream",
      "text": [
       "Otrzymana macierz parametrów theta dla klasy 0:\n",
-      " [[ 1.05767831]\n",
-      " [ 0.30970419]\n",
-      " [ 1.13792475]\n",
-      " [-2.13905814]\n",
-      " [-0.53802923]] \n",
+      " [[ 0.49207837]\n",
+      " [ 0.32297899]\n",
+      " [ 1.27518552]\n",
+      " [-2.10699503]\n",
+      " [-0.55887263]] \n",
       "\n",
       "Otrzymana macierz parametrów theta dla klasy 1:\n",
-      " [[ 0.73149124]\n",
-      " [-0.11032207]\n",
-      " [-0.81958212]\n",
-      " [ 0.78124841]\n",
-      " [-0.97778026]] \n",
+      " [[ 0.49531628]\n",
+      " [ 0.36093408]\n",
+      " [-1.27157499]\n",
+      " [ 0.28948428]\n",
+      " [-0.38775578]] \n",
       "\n",
       "Otrzymana macierz parametrów theta dla klasy 2:\n",
-      " [[-0.49344709]\n",
-      " [-1.55820591]\n",
-      " [-1.80752353]\n",
-      " [ 2.20683991]\n",
-      " [ 2.80287164]] \n",
+      " [[-0.14368885]\n",
+      " [-1.59697421]\n",
+      " [-2.03887846]\n",
+      " [ 2.40910042]\n",
+      " [ 2.54991032]] \n",
       "\n"
      ]
     }
@@ -6092,7 +1561,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 33,
    "metadata": {
     "slideshow": {
      "slide_type": "subslide"
@@ -6104,36 +1573,36 @@
      "output_type": "stream",
      "text": [
       "Dla x = [[1.  7.3 2.9 6.3 1.8]]:\n",
-      "Po zastosowaniu regresji:  [-7.65100992  0.69850185  2.04768197]\n",
-      "Otrzymane prawdopodobieństwa:  [0.    0.206 0.794]\n",
+      "Po zastosowaniu regresji:  [-7.73217642  0.56835819  2.05282303]\n",
+      "Otrzymane prawdopodobieństwa:  [0.    0.185 0.815]\n",
       "Wybrana klasa:  2\n",
       "Obliczone y = 2\n",
       "Oczekiwane y = 2\n",
       "\n",
       "Dla x = [[1.  4.8 3.  1.4 0.3]]:\n",
-      "Po zastosowaniu regresji:  [ 2.77540823 -1.43690137 -9.84646144]\n",
-      "Otrzymane prawdopodobieństwa:  [0.985 0.015 0.   ]\n",
+      "Po zastosowaniu regresji:  [ 2.75047926 -1.29797382 -9.78808679]\n",
+      "Otrzymane prawdopodobieństwa:  [0.983 0.017 0.   ]\n",
       "Wybrana klasa:  0\n",
       "Obliczone y = 0\n",
       "Oczekiwane y = 0\n",
       "\n",
       "Dla x = [[1.  7.1 3.  5.9 2.1]]:\n",
-      "Po zastosowaniu regresji:  [-6.97828463  0.06730206  1.92319849]\n",
-      "Otrzymane prawdopodobieństwa:  [0.    0.135 0.865]\n",
+      "Po zastosowaniu regresji:  [-6.99411744  0.13689343  1.96966296]\n",
+      "Otrzymane prawdopodobieństwa:  [0.    0.138 0.862]\n",
       "Wybrana klasa:  2\n",
       "Obliczone y = 2\n",
       "Oczekiwane y = 2\n",
       "\n",
       "Dla x = [[1.  5.9 3.  5.1 1.8]]:\n",
-      "Po zastosowaniu regresji:  [-5.65251882 -0.19682757  1.29828629]\n",
-      "Otrzymane prawdopodobieństwa:  [0.001 0.183 0.816]\n",
+      "Po zastosowaniu regresji:  [-5.52843441 -0.41148816  1.19377859]\n",
+      "Otrzymane prawdopodobieństwa:  [0.001 0.167 0.832]\n",
       "Wybrana klasa:  2\n",
       "Obliczone y = 2\n",
       "Oczekiwane y = 2\n",
       "\n",
       "Dla x = [[1.  6.1 2.6 5.6 1.4]]:\n",
-      "Po zastosowaniu regresji:  [-6.81421782  0.85689139  1.97667224]\n",
-      "Otrzymane prawdopodobieństwa:  [0.    0.246 0.754]\n",
+      "Po zastosowaniu regresji:  [-6.80386129  0.4691731   1.87452121]\n",
+      "Otrzymane prawdopodobieństwa:  [0.    0.197 0.803]\n",
       "Wybrana klasa:  2\n",
       "Obliczone y = 2\n",
       "Oczekiwane y = 2\n",
@@ -6180,7 +1649,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.7.6"
   },
   "livereveal": {
    "start_slideshow_at": "selected",