update

doc/pub/week39/html/week39-reveal.html

@@ -808,7 +808,7 @@ i = <span style="color: #B452CD">0</span>
 plt.figure()
 
 plt.plot(np.log10(lambdas), estimated_mse_sklearn, label = <span style="color: #CD5555">&#39;cross_val_score&#39;</span>)
-plt.plot(np.log10(lambdas), estimated_mse_KFold, <span style="color: #CD5555">&#39;r--&#39;</span>, label = <span style="color: #CD5555">&#39;KFold&#39;</span>)
+<span style="color: #228B22">#plt.plot(np.log10(lambdas), estimated_mse_KFold, &#39;r--&#39;, label = &#39;KFold&#39;)</span>
 
 plt.xlabel(<span style="color: #CD5555">&#39;log10(lambda)&#39;</span>)
 plt.ylabel(<span style="color: #CD5555">&#39;mse&#39;</span>)
@@ -1192,7 +1192,6 @@ the probability of a given category. This leads us to the logistic function.
 <span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">sklearn.metrics</span> <span style="color: #8B008B; font-weight: bold">import</span> mean_squared_error
 <span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">IPython.display</span> <span style="color: #8B008B; font-weight: bold">import</span> display
 <span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">pylab</span> <span style="color: #8B008B; font-weight: bold">import</span> plt, mpl
-plt.style.use(<span style="color: #CD5555">&#39;seaborn&#39;</span>)
 mpl.rcParams[<span style="color: #CD5555">&#39;font.family&#39;</span>] = <span style="color: #CD5555">&#39;serif&#39;</span>
 
 <span style="color: #228B22"># Where to save the figures and data files</span>

doc/pub/week39/html/week39-solarized.html

@@ -816,7 +816,7 @@ i = <span style="color: #B452CD">0</span>
 plt.figure()
 
 plt.plot(np.log10(lambdas), estimated_mse_sklearn, label = <span style="color: #CD5555">&#39;cross_val_score&#39;</span>)
-plt.plot(np.log10(lambdas), estimated_mse_KFold, <span style="color: #CD5555">&#39;r--&#39;</span>, label = <span style="color: #CD5555">&#39;KFold&#39;</span>)
+<span style="color: #228B22">#plt.plot(np.log10(lambdas), estimated_mse_KFold, &#39;r--&#39;, label = &#39;KFold&#39;)</span>
 
 plt.xlabel(<span style="color: #CD5555">&#39;log10(lambda)&#39;</span>)
 plt.ylabel(<span style="color: #CD5555">&#39;mse&#39;</span>)
@@ -1190,7 +1190,6 @@ the probability of a given category. This leads us to the logistic function.
 <span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">sklearn.metrics</span> <span style="color: #8B008B; font-weight: bold">import</span> mean_squared_error
 <span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">IPython.display</span> <span style="color: #8B008B; font-weight: bold">import</span> display
 <span style="color: #8B008B; font-weight: bold">from</span> <span style="color: #008b45; text-decoration: underline">pylab</span> <span style="color: #8B008B; font-weight: bold">import</span> plt, mpl
-plt.style.use(<span style="color: #CD5555">&#39;seaborn&#39;</span>)
 mpl.rcParams[<span style="color: #CD5555">&#39;font.family&#39;</span>] = <span style="color: #CD5555">&#39;serif&#39;</span>
 
 <span style="color: #228B22"># Where to save the figures and data files</span>

doc/pub/week39/html/week39.html

@@ -893,7 +893,7 @@ i <span style="color: #666666">=</span> <span style="color: #666666">0</span>
 plt<span style="color: #666666">.</span>figure()
 
 plt<span style="color: #666666">.</span>plot(np<span style="color: #666666">.</span>log10(lambdas), estimated_mse_sklearn, label <span style="color: #666666">=</span> <span style="color: #BA2121">&#39;cross_val_score&#39;</span>)
-plt<span style="color: #666666">.</span>plot(np<span style="color: #666666">.</span>log10(lambdas), estimated_mse_KFold, <span style="color: #BA2121">&#39;r--&#39;</span>, label <span style="color: #666666">=</span> <span style="color: #BA2121">&#39;KFold&#39;</span>)
+<span style="color: #408080; font-style: italic">#plt.plot(np.log10(lambdas), estimated_mse_KFold, &#39;r--&#39;, label = &#39;KFold&#39;)</span>
 
 plt<span style="color: #666666">.</span>xlabel(<span style="color: #BA2121">&#39;log10(lambda)&#39;</span>)
 plt<span style="color: #666666">.</span>ylabel(<span style="color: #BA2121">&#39;mse&#39;</span>)
@@ -1267,7 +1267,6 @@ the probability of a given category. This leads us to the logistic function.
 <span style="color: #008000; font-weight: bold">from</span> <span style="color: #0000FF; font-weight: bold">sklearn.metrics</span> <span style="color: #008000; font-weight: bold">import</span> mean_squared_error
 <span style="color: #008000; font-weight: bold">from</span> <span style="color: #0000FF; font-weight: bold">IPython.display</span> <span style="color: #008000; font-weight: bold">import</span> display
 <span style="color: #008000; font-weight: bold">from</span> <span style="color: #0000FF; font-weight: bold">pylab</span> <span style="color: #008000; font-weight: bold">import</span> plt, mpl
-plt<span style="color: #666666">.</span>style<span style="color: #666666">.</span>use(<span style="color: #BA2121">&#39;seaborn&#39;</span>)
 mpl<span style="color: #666666">.</span>rcParams[<span style="color: #BA2121">&#39;font.family&#39;</span>] <span style="color: #666666">=</span> <span style="color: #BA2121">&#39;serif&#39;</span>
 
 <span style="color: #408080; font-style: italic"># Where to save the figures and data files</span>

doc/pub/week39/ipynb/week39.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "24abf018",
+   "id": "c97a2725",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ed320440",
+   "id": "070b7cc8",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bed7f6b2",
+   "id": "4385be11",
    "metadata": {
     "editable": true
    },
@@ -45,7 +45,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c1ffcc13",
+   "id": "ec4e8943",
    "metadata": {
     "editable": true
    },
@@ -64,7 +64,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "46137c4b",
+   "id": "dc3b1767",
    "metadata": {
     "editable": true
    },
@@ -81,7 +81,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c6edc330",
+   "id": "cefdaf7c",
    "metadata": {
     "editable": true
    },
@@ -103,7 +103,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef27169f",
+   "id": "fbb24096",
    "metadata": {
     "editable": true
    },
@@ -113,7 +113,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5bd4d2b0",
+   "id": "c9126b85",
    "metadata": {
     "editable": true
    },
@@ -140,7 +140,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1ae30629",
+   "id": "679efa22",
    "metadata": {
     "editable": true
    },
@@ -166,7 +166,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "500c4cb6",
+   "id": "0c96d590",
    "metadata": {
     "editable": true
    },
@@ -183,7 +183,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c2b3d83",
+   "id": "ec250de7",
    "metadata": {
     "editable": true
    },
@@ -203,7 +203,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1a925456",
+   "id": "22ab044b",
    "metadata": {
     "editable": true
    },
@@ -232,7 +232,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f4056ff",
+   "id": "e27daf77",
    "metadata": {
     "editable": true
    },
@@ -255,7 +255,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "01113cba",
+   "id": "7b2275d7",
    "metadata": {
     "editable": true
    },
@@ -273,7 +273,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d3ab456a",
+   "id": "2b0295f8",
    "metadata": {
     "editable": true
    },
@@ -285,7 +285,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "03ea9a2b",
+   "id": "828b25ee",
    "metadata": {
     "editable": true
    },
@@ -302,7 +302,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8d8cdec2",
+   "id": "8ec9a91b",
    "metadata": {
     "editable": true
    },
@@ -314,7 +314,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ef09ae6f",
+   "id": "2266ffc6",
    "metadata": {
     "editable": true
    },
@@ -324,7 +324,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a706d82a",
+   "id": "8bed120b",
    "metadata": {
     "editable": true
    },
@@ -336,7 +336,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f9e0d15d",
+   "id": "539bd7d5",
    "metadata": {
     "editable": true
    },
@@ -353,7 +353,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0a4056b5",
+   "id": "661d93b3",
    "metadata": {
     "editable": true
    },
@@ -365,7 +365,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc20fce8",
+   "id": "3d98eae0",
    "metadata": {
     "editable": true
    },
@@ -375,7 +375,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08fcc960",
+   "id": "ffaef949",
    "metadata": {
     "editable": true
    },
@@ -387,7 +387,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "50947ecf",
+   "id": "381dd749",
    "metadata": {
     "editable": true
    },
@@ -397,7 +397,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "57039525",
+   "id": "adbfd538",
    "metadata": {
     "editable": true
    },
@@ -409,7 +409,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6bc16e70",
+   "id": "92ced820",
    "metadata": {
     "editable": true
    },
@@ -421,7 +421,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4b1d24c0",
+   "id": "687bda84",
    "metadata": {
     "editable": true
    },
@@ -437,7 +437,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5bfcc00f",
+   "id": "981efd6a",
    "metadata": {
     "editable": true
    },
@@ -448,7 +448,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "96dac6f5",
+   "id": "474f69ae",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -507,7 +507,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6f7e475d",
+   "id": "fa7dd318",
    "metadata": {
     "editable": true
    },
@@ -545,7 +545,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d79bd003",
+   "id": "af1012c6",
    "metadata": {
     "editable": true
    },
@@ -572,7 +572,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "35a26b1a",
+   "id": "7e6811d1",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -634,7 +634,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f33d8525",
+   "id": "42a5df81",
    "metadata": {
     "editable": true
    },
@@ -659,7 +659,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "def18e0b",
+   "id": "c11bc4fd",
    "metadata": {
     "editable": true
    },
@@ -687,7 +687,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "86185e19",
+   "id": "4e9e8540",
    "metadata": {
     "editable": true
    },
@@ -700,7 +700,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "837eb6db",
+   "id": "71d9652c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -788,7 +788,7 @@
     "plt.figure()\n",
     "\n",
     "plt.plot(np.log10(lambdas), estimated_mse_sklearn, label = 'cross_val_score')\n",
-    "plt.plot(np.log10(lambdas), estimated_mse_KFold, 'r--', label = 'KFold')\n",
+    "#plt.plot(np.log10(lambdas), estimated_mse_KFold, 'r--', label = 'KFold')\n",
     "\n",
     "plt.xlabel('log10(lambda)')\n",
     "plt.ylabel('mse')\n",
@@ -800,7 +800,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "246a6330",
+   "id": "1cab90d5",
    "metadata": {
     "editable": true
    },
@@ -811,7 +811,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "d8b02f78",
+   "id": "4c46a192",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -900,7 +900,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a70eda65",
+   "id": "c6fad6a8",
    "metadata": {
     "editable": true
    },
@@ -910,7 +910,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89d0a804",
+   "id": "903bfeeb",
    "metadata": {
     "editable": true
    },
@@ -923,7 +923,7 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "id": "befb782e",
+   "id": "bc57344c",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1001,7 +1001,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f279a89f",
+   "id": "fac96540",
    "metadata": {
     "editable": true
    },
@@ -1023,7 +1023,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "de1348db",
+   "id": "a78fefa8",
    "metadata": {
     "editable": true
    },
@@ -1049,7 +1049,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "671bc801",
+   "id": "7438f07d",
    "metadata": {
     "editable": true
    },
@@ -1073,7 +1073,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e91cbb81",
+   "id": "d1cc297a",
    "metadata": {
     "editable": true
    },
@@ -1098,7 +1098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dfc053a0",
+   "id": "0805b4af",
    "metadata": {
     "editable": true
    },
@@ -1110,7 +1110,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4282dc50",
+   "id": "a1f867e7",
    "metadata": {
     "editable": true
    },
@@ -1128,7 +1128,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f025673",
+   "id": "20731785",
    "metadata": {
     "editable": true
    },
@@ -1146,7 +1146,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5dfdb4c4",
+   "id": "c7c44a14",
    "metadata": {
     "editable": true
    },
@@ -1157,7 +1157,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f6af246",
+   "id": "2d371022",
    "metadata": {
     "editable": true
    },
@@ -1184,7 +1184,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "399a5233",
+   "id": "0390d9c1",
    "metadata": {
     "editable": true
    },
@@ -1197,7 +1197,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "bfda37ae",
+   "id": "f8533d41",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1215,7 +1215,6 @@
     "from sklearn.metrics import mean_squared_error\n",
     "from IPython.display import display\n",
     "from pylab import plt, mpl\n",
-    "plt.style.use('seaborn')\n",
     "mpl.rcParams['font.family'] = 'serif'\n",
     "\n",
     "# Where to save the figures and data files\n",
@@ -1262,7 +1261,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b4b3f084",
+   "id": "a51c0a93",
    "metadata": {
     "editable": true
    },
@@ -1275,7 +1274,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "ce3ceda9",
+   "id": "67fb6914",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1294,7 +1293,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6a2be8a1",
+   "id": "b6099431",
    "metadata": {
     "editable": true
    },
@@ -1305,7 +1304,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d749d39b",
+   "id": "91701709",
    "metadata": {
     "editable": true
    },
@@ -1317,7 +1316,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ea5c8f3",
+   "id": "1ef17e2a",
    "metadata": {
     "editable": true
    },
@@ -1336,7 +1335,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "925afdd2",
+   "id": "a719aaa9",
    "metadata": {
     "editable": true
    },
@@ -1358,7 +1357,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "901107a1",
+   "id": "3530f32e",
    "metadata": {
     "editable": true
    },
@@ -1370,7 +1369,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8974b273",
+   "id": "cca694e7",
    "metadata": {
     "editable": true
    },
@@ -1380,7 +1379,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "54f99567",
+   "id": "88104181",
    "metadata": {
     "editable": true
    },
@@ -1393,7 +1392,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "cd0ca302",
+   "id": "6b6798ef",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1458,7 +1457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "eb99abc1",
+   "id": "2c54ff1e",
    "metadata": {
     "editable": true
    },
@@ -1470,7 +1469,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2168208b",
+   "id": "20384e4a",
    "metadata": {
     "editable": true
    },
@@ -1485,7 +1484,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69b20587",
+   "id": "916c5a1c",
    "metadata": {
     "editable": true
    },
@@ -1497,7 +1496,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0e405775",
+   "id": "7674d764",
    "metadata": {
     "editable": true
    },
@@ -1509,7 +1508,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d499554",
+   "id": "8ef98332",
    "metadata": {
     "editable": true
    },
@@ -1526,7 +1525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f514bdf0",
+   "id": "25ededd4",
    "metadata": {
     "editable": true
    },
@@ -1540,7 +1539,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cef661b9",
+   "id": "eb3e2d69",
    "metadata": {
     "editable": true
    },
@@ -1550,7 +1549,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "26fe55f0",
+   "id": "feffa955",
    "metadata": {
     "editable": true
    },
@@ -1562,7 +1561,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87dfcfc8",
+   "id": "abbeec83",
    "metadata": {
     "editable": true
    },
@@ -1574,7 +1573,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6bd311af",
+   "id": "9719902a",
    "metadata": {
     "editable": true
    },
@@ -1586,7 +1585,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b667f9c8",
+   "id": "0513774d",
    "metadata": {
     "editable": true
    },
@@ -1597,7 +1596,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c18601fe",
+   "id": "d1679ff1",
    "metadata": {
     "editable": true
    },
@@ -1609,7 +1608,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bd809e78",
+   "id": "9567f760",
    "metadata": {
     "editable": true
    },
@@ -1620,7 +1619,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cfe1139a",
+   "id": "5a5c7cd0",
    "metadata": {
     "editable": true
    },
@@ -1636,7 +1635,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c34e2ce7",
+   "id": "bcd3dd45",
    "metadata": {
     "editable": true
    },
@@ -1648,7 +1647,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8b5e67b7",
+   "id": "5fdbc39f",
    "metadata": {
     "editable": true
    },
@@ -1658,7 +1657,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "95fa1261",
+   "id": "ad655a22",
    "metadata": {
     "editable": true
    },
@@ -1670,7 +1669,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "475c0e60",
+   "id": "5e9fbc37",
    "metadata": {
     "editable": true
    },
@@ -1685,7 +1684,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1fcc2920",
+   "id": "dfba34dd",
    "metadata": {
     "editable": true
    },
@@ -1697,7 +1696,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2b8ca280",
+   "id": "368a61af",
    "metadata": {
     "editable": true
    },
@@ -1708,7 +1707,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c13c8084",
+   "id": "22ea395e",
    "metadata": {
     "editable": true
    },
@@ -1720,7 +1719,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28c175f9",
+   "id": "2e9061e6",
    "metadata": {
     "editable": true
    },
@@ -1732,7 +1731,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "822f9d8f",
+   "id": "5478dfcf",
    "metadata": {
     "editable": true
    },
@@ -1744,7 +1743,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b7ef7713",
+   "id": "ee3b3f11",
    "metadata": {
     "editable": true
    },
@@ -1754,7 +1753,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e0d677b0",
+   "id": "ba4abaf7",
    "metadata": {
     "editable": true
    },
@@ -1766,7 +1765,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1bd3a1e4",
+   "id": "49034035",
    "metadata": {
     "editable": true
    },
@@ -1780,7 +1779,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2229abec",
+   "id": "ac971cb1",
    "metadata": {
     "editable": true
    },
@@ -1792,7 +1791,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20185c58",
+   "id": "05fd7d42",
    "metadata": {
     "editable": true
    },
@@ -1802,7 +1801,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9bca0545",
+   "id": "035035dc",
    "metadata": {
     "editable": true
    },
@@ -1814,7 +1813,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b7a80eb4",
+   "id": "790836d0",
    "metadata": {
     "editable": true
    },
@@ -1824,7 +1823,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d9d417b0",
+   "id": "3be49378",
    "metadata": {
     "editable": true
    },
@@ -1836,7 +1835,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3405d5d0",
+   "id": "af2acbd8",
    "metadata": {
     "editable": true
    },
@@ -1847,7 +1846,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b1fe4b02",
+   "id": "1ff433e0",
    "metadata": {
     "editable": true
    },
@@ -1870,7 +1869,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fab2b45c",
+   "id": "7b40d96f",
    "metadata": {
     "editable": true
    },
@@ -1882,7 +1881,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "599b6e62",
+   "id": "bb9dcd5e",
    "metadata": {
     "editable": true
    },
@@ -1892,7 +1891,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a90fb4f",
+   "id": "a88f89b8",
    "metadata": {
     "editable": true
    },
@@ -1904,7 +1903,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "64b0f466",
+   "id": "3b06d53a",
    "metadata": {
     "editable": true
    },
@@ -1921,7 +1920,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e82c6a01",
+   "id": "fdbc41f1",
    "metadata": {
     "editable": true
    },
@@ -1940,7 +1939,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3da5eca8",
+   "id": "beac8e5d",
    "metadata": {
     "editable": true
    },
@@ -1957,7 +1956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "62626aea",
+   "id": "e1bb0759",
    "metadata": {
     "editable": true
    },
@@ -1972,7 +1971,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b54b2119",
+   "id": "c981e68b",
    "metadata": {
     "editable": true
    },
@@ -1982,7 +1981,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cc6c3444",
+   "id": "bcc80f6a",
    "metadata": {
     "editable": true
    },
@@ -1998,7 +1997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "fd89c356",
+   "id": "494e2809",
    "metadata": {
     "editable": true
    },
@@ -2010,7 +2009,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dc825324",
+   "id": "bec907c8",
    "metadata": {
     "editable": true
    },
@@ -2021,7 +2020,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cb6495ee",
+   "id": "d9e91ef8",
    "metadata": {
     "editable": true
    },
@@ -2033,7 +2032,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3416b1d9",
+   "id": "b9edd237",
    "metadata": {
     "editable": true
    },
@@ -2043,7 +2042,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0c251c1b",
+   "id": "5af4086e",
    "metadata": {
     "editable": true
    },
@@ -2057,7 +2056,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1284b5bd",
+   "id": "00d037d1",
    "metadata": {
     "editable": true
    },
@@ -2069,7 +2068,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "853bad30",
+   "id": "dc1a264e",
    "metadata": {
     "editable": true
    },
@@ -2079,7 +2078,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf24f7e5",
+   "id": "b65899bd",
    "metadata": {
     "editable": true
    },
@@ -2091,7 +2090,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bcbb9dd2",
+   "id": "5951fc7a",
    "metadata": {
     "editable": true
    },
@@ -2103,7 +2102,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "29afa420",
+   "id": "6e3eb5ff",
    "metadata": {
     "editable": true
    },
@@ -2116,7 +2115,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "e226ab3b",
+   "id": "e1b62460",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2259,7 +2258,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0981d00d",
+   "id": "bde30fac",
    "metadata": {
     "editable": true
    },
@@ -2278,7 +2277,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "297a1581",
+   "id": "9fb3602e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -2321,7 +2320,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b12732fb",
+   "id": "9d92d000",
    "metadata": {
     "editable": true
    },
@@ -2335,7 +2334,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "6bf79dfe",
+   "id": "fa95e885",
    "metadata": {
     "collapsed": false,
     "editable": true

doc/src/week39/week39.do.txt

@@ -527,7 +527,7 @@ for lmb in lambdas:
 plt.figure()
 
 plt.plot(np.log10(lambdas), estimated_mse_sklearn, label = 'cross_val_score')
-plt.plot(np.log10(lambdas), estimated_mse_KFold, 'r--', label = 'KFold')
+#plt.plot(np.log10(lambdas), estimated_mse_KFold, 'r--', label = 'KFold')
 
 plt.xlabel('log10(lambda)')
 plt.ylabel('mse')
@@ -845,7 +845,6 @@ from sklearn.utils import resample
 from sklearn.metrics import mean_squared_error
 from IPython.display import display
 from pylab import plt, mpl
-plt.style.use('seaborn')
 mpl.rcParams['font.family'] = 'serif'
 
 # Where to save the figures and data files