diff --git a/doc/pub/week36/html/._week36-bs001.html b/doc/pub/week36/html/._week36-bs001.html
index d4aadd337..7e16ec0fe 100644
--- a/doc/pub/week36/html/._week36-bs001.html
+++ b/doc/pub/week36/html/._week36-bs001.html
@@ -272,7 +272,8 @@ MathJax.Hub.Config({
 <li> Material for the lecture on Thursday September 7</li>
 <ul>
   <li> Linear Regression and links with Statistics, Resampling methods</li>
-  <li> Recommended Reading: Hastie et al chapter 3, see <a href="https://link.springer.com/book/10.1007/978-0-387-84858-7" target="_self"><tt>https://link.springer.com/book/10.1007/978-0-387-84858-7</tt></a></li>
+  <li> Recommended Reading: Goodfellow et al chapter 3 on probability theory, see URL:""</li>
+  <li> See also Murphy, sections 2.4 (Gaussian distributions) and 3.2 (Bayesian Statistics, basis)</li>
 </ul>
 </ul>
 <p>
diff --git a/doc/pub/week36/html/week36-reveal.html b/doc/pub/week36/html/week36-reveal.html
index 3526c85e9..f056e4b72 100644
--- a/doc/pub/week36/html/week36-reveal.html
+++ b/doc/pub/week36/html/week36-reveal.html
@@ -213,7 +213,9 @@ MathJax.Hub.Config({
 
 <p><li> Linear Regression and links with Statistics, Resampling methods</li>
 
-<p><li> Recommended Reading: Hastie et al chapter 3, see <a href="https://link.springer.com/book/10.1007/978-0-387-84858-7" target="_blank"><tt>https://link.springer.com/book/10.1007/978-0-387-84858-7</tt></a></li>
+<p><li> Recommended Reading: Goodfellow et al chapter 3 on probability theory, see URL:""</li>
+
+<p><li> See also Murphy, sections 2.4 (Gaussian distributions) and 3.2 (Bayesian Statistics, basis)</li>
 </ul>
 <p>
 </ul>
diff --git a/doc/pub/week36/html/week36-solarized.html b/doc/pub/week36/html/week36-solarized.html
index ecd472b6a..0cb35d965 100644
--- a/doc/pub/week36/html/week36-solarized.html
+++ b/doc/pub/week36/html/week36-solarized.html
@@ -247,7 +247,8 @@ MathJax.Hub.Config({
 <li> Material for the lecture on Thursday September 7</li>
 <ul>
   <li> Linear Regression and links with Statistics, Resampling methods</li>
-  <li> Recommended Reading: Hastie et al chapter 3, see <a href="https://link.springer.com/book/10.1007/978-0-387-84858-7" target="_blank"><tt>https://link.springer.com/book/10.1007/978-0-387-84858-7</tt></a></li>
+  <li> Recommended Reading: Goodfellow et al chapter 3 on probability theory, see URL:""</li>
+  <li> See also Murphy, sections 2.4 (Gaussian distributions) and 3.2 (Bayesian Statistics, basis)</li>
 </ul>
 </ul>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week36/html/week36.html b/doc/pub/week36/html/week36.html
index c04caeaf6..60c4ef6ab 100644
--- a/doc/pub/week36/html/week36.html
+++ b/doc/pub/week36/html/week36.html
@@ -324,7 +324,8 @@ MathJax.Hub.Config({
 <li> Material for the lecture on Thursday September 7</li>
 <ul>
   <li> Linear Regression and links with Statistics, Resampling methods</li>
-  <li> Recommended Reading: Hastie et al chapter 3, see <a href="https://link.springer.com/book/10.1007/978-0-387-84858-7" target="_blank"><tt>https://link.springer.com/book/10.1007/978-0-387-84858-7</tt></a></li>
+  <li> Recommended Reading: Goodfellow et al chapter 3 on probability theory, see URL:""</li>
+  <li> See also Murphy, sections 2.4 (Gaussian distributions) and 3.2 (Bayesian Statistics, basis)</li>
 </ul>
 </ul>
 <!-- !split --><br><br><br><br><br><br><br><br><br><br>
diff --git a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz
index 349fd48c7..cfd38406f 100644
Binary files a/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz and b/doc/pub/week36/ipynb/ipynb-week36-src.tar.gz differ
diff --git a/doc/pub/week36/ipynb/week36.ipynb b/doc/pub/week36/ipynb/week36.ipynb
index 9efcba09c..991b0f568 100644
--- a/doc/pub/week36/ipynb/week36.ipynb
+++ b/doc/pub/week36/ipynb/week36.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
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-   "id": "ee2ba647",
+   "id": "b49fd9eb",
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@@ -14,7 +14,7 @@
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+   "id": "138fe268",
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@@ -27,7 +27,7 @@
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+   "id": "c20f461b",
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@@ -46,12 +46,14 @@
     "\n",
     "  * Linear Regression and links with Statistics, Resampling methods\n",
     "\n",
-    "  * Recommended Reading: Hastie et al chapter 3, see <https://link.springer.com/book/10.1007/978-0-387-84858-7>"
+    "  * Recommended Reading: Goodfellow et al chapter 3 on probability theory, see URL:\"\"\n",
+    "\n",
+    "  * See also Murphy, sections 2.4 (Gaussian distributions) and 3.2 (Bayesian Statistics, basis)"
    ]
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   {
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@@ -63,7 +65,7 @@
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@@ -75,7 +77,7 @@
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@@ -87,7 +89,7 @@
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@@ -97,7 +99,7 @@
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@@ -109,7 +111,7 @@
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@@ -119,7 +121,7 @@
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@@ -136,7 +138,7 @@
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@@ -146,7 +148,7 @@
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+   "id": "d7c1c21b",
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@@ -158,7 +160,7 @@
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@@ -168,7 +170,7 @@
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@@ -180,7 +182,7 @@
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@@ -194,7 +196,7 @@
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@@ -206,7 +208,7 @@
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@@ -240,7 +242,7 @@
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@@ -255,7 +257,7 @@
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@@ -267,7 +269,7 @@
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@@ -279,7 +281,7 @@
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@@ -289,7 +291,7 @@
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@@ -311,7 +313,7 @@
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@@ -323,7 +325,7 @@
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@@ -333,7 +335,7 @@
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@@ -345,7 +347,7 @@
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@@ -362,7 +364,7 @@
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+   "id": "2b3c22fb",
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@@ -376,7 +378,7 @@
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-   "id": "612e5f12",
+   "id": "12637a17",
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@@ -388,7 +390,7 @@
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@@ -399,7 +401,7 @@
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-   "id": "ceb4218a",
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@@ -439,7 +441,7 @@
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@@ -459,7 +461,7 @@
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@@ -471,7 +473,7 @@
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@@ -482,7 +484,7 @@
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@@ -516,7 +518,7 @@
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@@ -539,7 +541,7 @@
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@@ -551,7 +553,7 @@
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@@ -561,7 +563,7 @@
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@@ -574,7 +576,7 @@
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@@ -624,7 +626,7 @@
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@@ -673,7 +675,7 @@
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@@ -1068,7 +1070,7 @@
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@@ -1090,7 +1092,7 @@
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@@ -1112,7 +1114,7 @@
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@@ -1124,7 +1126,7 @@
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@@ -1134,7 +1136,7 @@
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@@ -1149,7 +1151,7 @@
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@@ -1161,7 +1163,7 @@
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@@ -1263,7 +1265,7 @@
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@@ -1285,7 +1287,7 @@
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@@ -1299,7 +1301,7 @@
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@@ -1309,7 +1311,7 @@
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@@ -1321,7 +1323,7 @@
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@@ -1343,7 +1345,7 @@
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@@ -1365,7 +1367,7 @@
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@@ -1377,7 +1379,7 @@
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@@ -1389,7 +1391,7 @@
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@@ -1411,7 +1413,7 @@
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@@ -1421,7 +1423,7 @@
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@@ -1433,7 +1435,7 @@
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@@ -1445,7 +1447,7 @@
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@@ -1455,7 +1457,7 @@
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@@ -1467,7 +1469,7 @@
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@@ -1480,7 +1482,7 @@
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@@ -1492,7 +1494,7 @@
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@@ -1504,7 +1506,7 @@
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@@ -1516,7 +1518,7 @@
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@@ -1526,7 +1528,7 @@
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@@ -1538,7 +1540,7 @@
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@@ -1548,7 +1550,7 @@
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@@ -1560,7 +1562,7 @@
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@@ -1570,7 +1572,7 @@
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@@ -1582,7 +1584,7 @@
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@@ -1592,7 +1594,7 @@
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@@ -1605,7 +1607,7 @@
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@@ -1617,7 +1619,7 @@
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@@ -1629,7 +1631,7 @@
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@@ -1639,7 +1641,7 @@
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@@ -1651,7 +1653,7 @@
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@@ -1668,7 +1670,7 @@
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@@ -1680,7 +1682,7 @@
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@@ -1692,7 +1694,7 @@
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@@ -1702,7 +1704,7 @@
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@@ -1714,7 +1716,7 @@
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@@ -1724,7 +1726,7 @@
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@@ -1736,7 +1738,7 @@
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@@ -1746,7 +1748,7 @@
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@@ -1758,7 +1760,7 @@
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@@ -1768,7 +1770,7 @@
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@@ -1783,7 +1785,7 @@
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@@ -1845,7 +1847,7 @@
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@@ -1855,7 +1857,7 @@
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@@ -1866,7 +1868,7 @@
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@@ -1933,7 +1935,7 @@
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@@ -1944,7 +1946,7 @@
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@@ -2033,7 +2035,7 @@
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@@ -2043,7 +2045,7 @@
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@@ -2072,7 +2074,7 @@
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@@ -2088,7 +2090,7 @@
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@@ -2107,7 +2109,7 @@
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@@ -2121,7 +2123,7 @@
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@@ -2133,7 +2135,7 @@
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@@ -2144,7 +2146,7 @@
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@@ -2156,7 +2158,7 @@
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@@ -2168,7 +2170,7 @@
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@@ -2184,7 +2186,7 @@
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@@ -2195,7 +2197,7 @@
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@@ -2218,7 +2220,7 @@
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@@ -2229,7 +2231,7 @@
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@@ -2241,7 +2243,7 @@
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@@ -2253,7 +2255,7 @@
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@@ -2267,7 +2269,7 @@
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@@ -2298,7 +2300,7 @@
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@@ -2320,7 +2322,7 @@
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@@ -2332,7 +2334,7 @@
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@@ -2345,7 +2347,7 @@
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@@ -2357,7 +2359,7 @@
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@@ -2369,7 +2371,7 @@
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@@ -2381,7 +2383,7 @@
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@@ -2393,7 +2395,7 @@
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@@ -2416,7 +2418,7 @@
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@@ -2428,7 +2430,7 @@
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@@ -2441,7 +2443,7 @@
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@@ -2453,7 +2455,7 @@
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@@ -2465,7 +2467,7 @@
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@@ -2477,7 +2479,7 @@
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@@ -2488,7 +2490,7 @@
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@@ -2500,7 +2502,7 @@
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@@ -2511,7 +2513,7 @@
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     "editable": true
    },
@@ -2523,7 +2525,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3811980a",
+   "id": "b9be32b5",
    "metadata": {
     "editable": true
    },
@@ -2533,7 +2535,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2707c2eb",
+   "id": "b378b2c9",
    "metadata": {
     "editable": true
    },
@@ -2564,7 +2566,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3c4cd272",
+   "id": "6ddc5457",
    "metadata": {
     "editable": true
    },
@@ -2576,7 +2578,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8301c5a1",
+   "id": "bb0f5795",
    "metadata": {
     "editable": true
    },
@@ -2588,7 +2590,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a30da502",
+   "id": "c969ba54",
    "metadata": {
     "editable": true
    },
@@ -2598,7 +2600,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c1c94f1",
+   "id": "630a5421",
    "metadata": {
     "editable": true
    },
@@ -2610,7 +2612,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "49e2010b",
+   "id": "49969ea1",
    "metadata": {
     "editable": true
    },
@@ -2620,7 +2622,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "97f93a6b",
+   "id": "93b3d19b",
    "metadata": {
     "editable": true
    },
@@ -2632,7 +2634,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "afbcb9af",
+   "id": "f61d06bf",
    "metadata": {
     "editable": true
    },
@@ -2642,7 +2644,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "93207c14",
+   "id": "8c25aa29",
    "metadata": {
     "editable": true
    },
@@ -2654,7 +2656,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2efea408",
+   "id": "add3ac78",
    "metadata": {
     "editable": true
    },
@@ -2664,7 +2666,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90076093",
+   "id": "2cb62527",
    "metadata": {
     "editable": true
    },
@@ -2684,7 +2686,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "69141a3b",
+   "id": "3704ebb3",
    "metadata": {
     "editable": true
    },
@@ -2696,7 +2698,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "89452cd0",
+   "id": "76f1d92c",
    "metadata": {
     "editable": true
    },
@@ -2706,7 +2708,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f05a69d7",
+   "id": "31ef87a3",
    "metadata": {
     "editable": true
    },
@@ -2718,7 +2720,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "547cef6c",
+   "id": "9f87e53d",
    "metadata": {
     "editable": true
    },
@@ -2730,7 +2732,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6ba512de",
+   "id": "b465eba1",
    "metadata": {
     "editable": true
    },
@@ -2742,7 +2744,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6d343461",
+   "id": "b522f15f",
    "metadata": {
     "editable": true
    },
@@ -2754,7 +2756,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "04bc8ab7",
+   "id": "a8bf634f",
    "metadata": {
     "editable": true
    },
@@ -2766,7 +2768,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2ce70b51",
+   "id": "51e8bfb6",
    "metadata": {
     "editable": true
    },
@@ -2778,7 +2780,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "35ab3aef",
+   "id": "bfb3c814",
    "metadata": {
     "editable": true
    },
@@ -2790,7 +2792,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "deb44b01",
+   "id": "dfff0c7c",
    "metadata": {
     "editable": true
    },
@@ -2802,7 +2804,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0677959b",
+   "id": "cad0634f",
    "metadata": {
     "editable": true
    },
@@ -2812,7 +2814,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ad9c8f22",
+   "id": "1de5e07a",
    "metadata": {
     "editable": true
    },
@@ -2824,7 +2826,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "db8a66f1",
+   "id": "43f1714e",
    "metadata": {
     "editable": true
    },
@@ -2834,7 +2836,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c7fa472",
+   "id": "166406ab",
    "metadata": {
     "editable": true
    },
@@ -2853,7 +2855,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4a8a1a7f",
+   "id": "d547f8dd",
    "metadata": {
     "editable": true
    },
@@ -2874,7 +2876,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3adc0e59",
+   "id": "f848f875",
    "metadata": {
     "editable": true
    },
@@ -2886,7 +2888,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f75be3fc",
+   "id": "8c506872",
    "metadata": {
     "editable": true
    },
@@ -2897,7 +2899,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "be935acf",
+   "id": "317558b2",
    "metadata": {
     "editable": true
    },
@@ -2910,7 +2912,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "17d32015",
+   "id": "8f8f8c5c",
    "metadata": {
     "editable": true
    },
@@ -2922,7 +2924,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b3410381",
+   "id": "acb7607d",
    "metadata": {
     "editable": true
    },
@@ -2932,7 +2934,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "12b17a56",
+   "id": "c5866ceb",
    "metadata": {
     "editable": true
    },
@@ -2944,7 +2946,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d4e76137",
+   "id": "e3648f6b",
    "metadata": {
     "editable": true
    },
@@ -2954,7 +2956,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8c83d020",
+   "id": "0b2cef16",
    "metadata": {
     "editable": true
    },
@@ -2966,7 +2968,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d1fe4782",
+   "id": "94233096",
    "metadata": {
     "editable": true
    },
@@ -2976,7 +2978,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9221d3a9",
+   "id": "91284f6d",
    "metadata": {
     "editable": true
    },
@@ -2993,7 +2995,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "722112d9",
+   "id": "3debb528",
    "metadata": {
     "editable": true
    },
@@ -3012,7 +3014,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "6c482130",
+   "id": "a4cf2a42",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -3086,7 +3088,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "378e9603",
+   "id": "26270da6",
    "metadata": {
     "editable": true
    },
@@ -3096,7 +3098,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "cacdd10a",
+   "id": "d8f0e20a",
    "metadata": {
     "editable": true
    },
@@ -3110,7 +3112,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dd7f1606",
+   "id": "6c93bc4b",
    "metadata": {
     "editable": true
    },
@@ -3122,7 +3124,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2edbf9bb",
+   "id": "8c8b6cc8",
    "metadata": {
     "editable": true
    },
@@ -3132,7 +3134,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4d4dc3a2",
+   "id": "f76e3a40",
    "metadata": {
     "editable": true
    },
@@ -3144,7 +3146,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "544848ed",
+   "id": "af323d99",
    "metadata": {
     "editable": true
    },
@@ -3154,7 +3156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a9f03fb5",
+   "id": "49a0988c",
    "metadata": {
     "editable": true
    },
@@ -3166,7 +3168,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "6204b76d",
+   "id": "38568afe",
    "metadata": {
     "editable": true
    },
@@ -3176,7 +3178,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "08ce9df4",
+   "id": "c3d0eeb9",
    "metadata": {
     "editable": true
    },
@@ -3188,7 +3190,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e19dc99",
+   "id": "1d0ba152",
    "metadata": {
     "editable": true
    },
@@ -3198,7 +3200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14989c13",
+   "id": "f936c1ce",
    "metadata": {
     "editable": true
    },
@@ -3214,7 +3216,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3226be2b",
+   "id": "dd10cea6",
    "metadata": {
     "editable": true
    },
@@ -3226,7 +3228,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d403ca13",
+   "id": "2534eb1d",
    "metadata": {
     "editable": true
    },
@@ -3236,7 +3238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0abdf9e1",
+   "id": "104af119",
    "metadata": {
     "editable": true
    },
@@ -3248,7 +3250,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a2e025d6",
+   "id": "5e8e89cf",
    "metadata": {
     "editable": true
    },
@@ -3261,7 +3263,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28303da1",
+   "id": "467910cd",
    "metadata": {
     "editable": true
    },
@@ -3273,7 +3275,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "153fc85e",
+   "id": "16f15265",
    "metadata": {
     "editable": true
    },
@@ -3283,7 +3285,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "beda56df",
+   "id": "1cd22464",
    "metadata": {
     "editable": true
    },
@@ -3295,7 +3297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b7c3386c",
+   "id": "90676d1e",
    "metadata": {
     "editable": true
    },
@@ -3305,7 +3307,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5ef954eb",
+   "id": "2082d057",
    "metadata": {
     "editable": true
    },
@@ -3317,7 +3319,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "115b1b81",
+   "id": "544b15d3",
    "metadata": {
     "editable": true
    },
@@ -3329,7 +3331,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "00e87f7d",
+   "id": "592804c7",
    "metadata": {
     "editable": true
    },
@@ -3339,7 +3341,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "72c35594",
+   "id": "c11e6e06",
    "metadata": {
     "editable": true
    },
@@ -3351,7 +3353,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba4879b6",
+   "id": "fdc6e9b5",
    "metadata": {
     "editable": true
    },
@@ -3363,7 +3365,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7fa53bd0",
+   "id": "a0e8571d",
    "metadata": {
     "editable": true
    },
@@ -3375,7 +3377,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a66633e",
+   "id": "84eca415",
    "metadata": {
     "editable": true
    },
@@ -3385,7 +3387,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "596ea206",
+   "id": "0924d8d4",
    "metadata": {
     "editable": true
    },
@@ -3397,7 +3399,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24084cd1",
+   "id": "7270fef7",
    "metadata": {
     "editable": true
    },
diff --git a/doc/src/week36/week36.do.txt b/doc/src/week36/week36.do.txt
index 80abd95e0..cfa3050eb 100644
--- a/doc/src/week36/week36.do.txt
+++ b/doc/src/week36/week36.do.txt
@@ -12,8 +12,9 @@ DATE: September 4-8, 2023
   * Presentation and discussion of first project
 * Material for the lecture on Thursday September 7
   * Linear Regression and links with Statistics, Resampling methods
-  * Recommended Reading: Hastie et al chapter 3, see URL:"https://link.springer.com/book/10.1007/978-0-387-84858-7"
-
+  * Recommended Reading: Goodfellow et al chapter 3 on probability theory, see URL:""
+  * See also Murphy, sections 2.4 (Gaussian distributions) and 3.2 (Bayesian Statistics, basis)
+  
 !split
 ===== Material for the active learning sessions Tuesday and Wednesday =====