diff --git a/doc/pub/week37/html/._week37-bs001.html b/doc/pub/week37/html/._week37-bs001.html
index 0f8966c1b..e9ca9e6e4 100644
--- a/doc/pub/week37/html/._week37-bs001.html
+++ b/doc/pub/week37/html/._week37-bs001.html
@@ -277,6 +277,7 @@ MathJax.Hub.Config({
Lectures on Resampling methods (these lectures), see also lectures from week 36
Bishop 1.3 (cross-validation) and 3.2 (bias-variance tradeoff)
Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
+ See also the excellent videos on the SVD at http://databookuw.com/page-2/page-4/. The texboook by Brunton and Kutz at http://databookuw.com is highly recommended
diff --git a/doc/pub/week37/html/week37-reveal.html b/doc/pub/week37/html/week37-reveal.html
index d417f17bb..f42802883 100644
--- a/doc/pub/week37/html/week37-reveal.html
+++ b/doc/pub/week37/html/week37-reveal.html
@@ -207,6 +207,7 @@ MathJax.Hub.Config({
Lectures on Resampling methods (these lectures), see also lectures from week 36
Bishop 1.3 (cross-validation) and 3.2 (bias-variance tradeoff)
Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
+ See also the excellent videos on the SVD at http://databookuw.com/page-2/page-4/. The texboook by Brunton and Kutz at http://databookuw.com is highly recommended
diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html
index 91c1e70c7..842f8dde2 100644
--- a/doc/pub/week37/html/week37-solarized.html
+++ b/doc/pub/week37/html/week37-solarized.html
@@ -253,6 +253,7 @@ MathJax.Hub.Config({
Lectures on Resampling methods (these lectures), see also lectures from week 36
Bishop 1.3 (cross-validation) and 3.2 (bias-variance tradeoff)
Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
+ See also the excellent videos on the SVD at http://databookuw.com/page-2/page-4/. The texboook by Brunton and Kutz at http://databookuw.com is highly recommended
Thursday September 15, Summary of Ridge and Lasso Regression and start Resampling methods
diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html
index 1467101b7..9c8a75530 100644
--- a/doc/pub/week37/html/week37.html
+++ b/doc/pub/week37/html/week37.html
@@ -330,6 +330,7 @@ MathJax.Hub.Config({
Lectures on Resampling methods (these lectures), see also lectures from week 36
Bishop 1.3 (cross-validation) and 3.2 (bias-variance tradeoff)
Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
+ See also the excellent videos on the SVD at http://databookuw.com/page-2/page-4/. The texboook by Brunton and Kutz at http://databookuw.com is highly recommended
Thursday September 15, Summary of Ridge and Lasso Regression and start Resampling methods
diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz
index 5818d9cb4..c11c8f8a2 100644
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diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb
index dc3046bbc..75609c200 100644
--- a/doc/pub/week37/ipynb/week37.ipynb
+++ b/doc/pub/week37/ipynb/week37.ipynb
@@ -2,7 +2,7 @@
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"\n",
"2. Bishop 1.3 (cross-validation) and 3.2 (bias-variance tradeoff)\n",
"\n",
- "3. Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap)."
+ "3. Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). \n",
+ "\n",
+ "4. See also the excellent videos on the SVD at . The texboook by Brunton and Kutz at is highly recommended"
]
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@@ -614,7 +616,7 @@
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+ "id": "6b68e21c",
"metadata": {
"editable": true
},
@@ -1427,7 +1429,7 @@
},
{
"cell_type": "markdown",
- "id": "741cf949",
+ "id": "c064927f",
"metadata": {
"editable": true
},
@@ -1440,7 +1442,7 @@
},
{
"cell_type": "markdown",
- "id": "b03e520b",
+ "id": "bd6f2af8",
"metadata": {
"editable": true
},
@@ -1452,7 +1454,7 @@
},
{
"cell_type": "markdown",
- "id": "932f5148",
+ "id": "4bc2e02a",
"metadata": {
"editable": true
},
@@ -1465,7 +1467,7 @@
},
{
"cell_type": "markdown",
- "id": "f983ece0",
+ "id": "4637631d",
"metadata": {
"editable": true
},
@@ -1485,7 +1487,7 @@
},
{
"cell_type": "markdown",
- "id": "83f3b99d",
+ "id": "87484b04",
"metadata": {
"editable": true
},
@@ -1508,7 +1510,7 @@
},
{
"cell_type": "markdown",
- "id": "95c69c13",
+ "id": "d30b88ad",
"metadata": {
"editable": true
},
@@ -1523,7 +1525,7 @@
},
{
"cell_type": "markdown",
- "id": "def8c712",
+ "id": "19a51268",
"metadata": {
"editable": true
},
@@ -1535,7 +1537,7 @@
},
{
"cell_type": "markdown",
- "id": "fed214e6",
+ "id": "092ec17d",
"metadata": {
"editable": true
},
@@ -1555,7 +1557,7 @@
},
{
"cell_type": "markdown",
- "id": "a12f3f4c",
+ "id": "8d84872b",
"metadata": {
"editable": true
},
@@ -1575,7 +1577,7 @@
},
{
"cell_type": "markdown",
- "id": "1ab8287e",
+ "id": "3dd88f81",
"metadata": {
"editable": true
},
@@ -1599,7 +1601,7 @@
},
{
"cell_type": "markdown",
- "id": "a4daee9d",
+ "id": "ce917249",
"metadata": {
"editable": true
},
@@ -1620,7 +1622,7 @@
},
{
"cell_type": "markdown",
- "id": "a559d208",
+ "id": "2cc13083",
"metadata": {
"editable": true
},
@@ -1650,7 +1652,7 @@
},
{
"cell_type": "markdown",
- "id": "d5c619c2",
+ "id": "5e682243",
"metadata": {
"editable": true
},
@@ -1674,7 +1676,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "42aa13d3",
+ "id": "d6ebffac",
"metadata": {
"collapsed": false,
"editable": true
@@ -1711,7 +1713,7 @@
},
{
"cell_type": "markdown",
- "id": "5b32b983",
+ "id": "3d6257e1",
"metadata": {
"editable": true
},
@@ -1721,7 +1723,7 @@
},
{
"cell_type": "markdown",
- "id": "24dcdae9",
+ "id": "3a3dd7aa",
"metadata": {
"editable": true
},
@@ -1732,7 +1734,7 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "e038fb6b",
+ "id": "40125c84",
"metadata": {
"collapsed": false,
"editable": true
@@ -1752,7 +1754,7 @@
},
{
"cell_type": "markdown",
- "id": "eb9caf6b",
+ "id": "2119f7bb",
"metadata": {
"editable": true
},
@@ -1770,7 +1772,7 @@
},
{
"cell_type": "markdown",
- "id": "cc1d06da",
+ "id": "abe48459",
"metadata": {
"editable": true
},
@@ -1782,7 +1784,7 @@
},
{
"cell_type": "markdown",
- "id": "dfb1b704",
+ "id": "fd853ea6",
"metadata": {
"editable": true
},
@@ -1799,7 +1801,7 @@
},
{
"cell_type": "markdown",
- "id": "3d93e855",
+ "id": "9829f79d",
"metadata": {
"editable": true
},
@@ -1811,7 +1813,7 @@
},
{
"cell_type": "markdown",
- "id": "5b79ccc3",
+ "id": "420938b9",
"metadata": {
"editable": true
},
@@ -1821,7 +1823,7 @@
},
{
"cell_type": "markdown",
- "id": "4b2d6e68",
+ "id": "74cfd107",
"metadata": {
"editable": true
},
@@ -1833,7 +1835,7 @@
},
{
"cell_type": "markdown",
- "id": "aa62484b",
+ "id": "dea58a93",
"metadata": {
"editable": true
},
@@ -1850,7 +1852,7 @@
},
{
"cell_type": "markdown",
- "id": "0fb9398c",
+ "id": "7bd3ab11",
"metadata": {
"editable": true
},
@@ -1862,7 +1864,7 @@
},
{
"cell_type": "markdown",
- "id": "d94aea55",
+ "id": "7a5e87be",
"metadata": {
"editable": true
},
@@ -1872,7 +1874,7 @@
},
{
"cell_type": "markdown",
- "id": "ddca7050",
+ "id": "42a2a3c9",
"metadata": {
"editable": true
},
@@ -1884,7 +1886,7 @@
},
{
"cell_type": "markdown",
- "id": "df7ad791",
+ "id": "708c0c2f",
"metadata": {
"editable": true
},
@@ -1894,7 +1896,7 @@
},
{
"cell_type": "markdown",
- "id": "a19d5dac",
+ "id": "4af60215",
"metadata": {
"editable": true
},
@@ -1906,7 +1908,7 @@
},
{
"cell_type": "markdown",
- "id": "503b9df7",
+ "id": "0e8b7db0",
"metadata": {
"editable": true
},
@@ -1916,7 +1918,7 @@
},
{
"cell_type": "markdown",
- "id": "1c04399e",
+ "id": "c76df46f",
"metadata": {
"editable": true
},
@@ -1932,7 +1934,7 @@
},
{
"cell_type": "markdown",
- "id": "bd0138ef",
+ "id": "d59ec9ec",
"metadata": {
"editable": true
},
@@ -1943,7 +1945,7 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "cdce420f",
+ "id": "9955db36",
"metadata": {
"collapsed": false,
"editable": true
@@ -2008,7 +2010,7 @@
},
{
"cell_type": "markdown",
- "id": "1169b12e",
+ "id": "b347ea24",
"metadata": {
"editable": true
},
@@ -2019,7 +2021,7 @@
{
"cell_type": "code",
"execution_count": 7,
- "id": "d2ee42db",
+ "id": "1fb55d01",
"metadata": {
"collapsed": false,
"editable": true
@@ -2076,7 +2078,7 @@
},
{
"cell_type": "markdown",
- "id": "97e771c4",
+ "id": "2fa43e94",
"metadata": {
"editable": true
},
@@ -2114,7 +2116,7 @@
},
{
"cell_type": "markdown",
- "id": "d0a84fb4",
+ "id": "a4be972b",
"metadata": {
"editable": true
},
@@ -2125,7 +2127,7 @@
{
"cell_type": "code",
"execution_count": 8,
- "id": "d08bc54e",
+ "id": "516fe302",
"metadata": {
"collapsed": false,
"editable": true
@@ -2207,7 +2209,7 @@
},
{
"cell_type": "markdown",
- "id": "2dc60c5e",
+ "id": "2b9c803f",
"metadata": {
"editable": true
},
@@ -2232,7 +2234,7 @@
},
{
"cell_type": "markdown",
- "id": "a8297c6e",
+ "id": "a6ee646b",
"metadata": {
"editable": true
},
@@ -2248,7 +2250,7 @@
},
{
"cell_type": "markdown",
- "id": "daafc8a2",
+ "id": "501f4d86",
"metadata": {
"editable": true
},
@@ -2264,7 +2266,7 @@
},
{
"cell_type": "markdown",
- "id": "a24ca548",
+ "id": "0e766301",
"metadata": {
"editable": true
},
@@ -2278,7 +2280,7 @@
},
{
"cell_type": "markdown",
- "id": "c5a64589",
+ "id": "1cd697ea",
"metadata": {
"editable": true
},
@@ -2292,7 +2294,7 @@
},
{
"cell_type": "markdown",
- "id": "09118133",
+ "id": "6287dd1e",
"metadata": {
"editable": true
},
@@ -2320,7 +2322,7 @@
},
{
"cell_type": "markdown",
- "id": "b2a1bff5",
+ "id": "8bb9c1a7",
"metadata": {
"editable": true
},
@@ -2333,7 +2335,7 @@
{
"cell_type": "code",
"execution_count": 9,
- "id": "8dfc410f",
+ "id": "11f97622",
"metadata": {
"collapsed": false,
"editable": true
@@ -2433,7 +2435,7 @@
},
{
"cell_type": "markdown",
- "id": "42c1af79",
+ "id": "011a1ff0",
"metadata": {
"editable": true
},
@@ -2444,7 +2446,7 @@
{
"cell_type": "code",
"execution_count": 10,
- "id": "3acf50ce",
+ "id": "2316ac04",
"metadata": {
"collapsed": false,
"editable": true
@@ -2533,7 +2535,7 @@
},
{
"cell_type": "markdown",
- "id": "716eb418",
+ "id": "535b779d",
"metadata": {
"editable": true
},
@@ -2543,7 +2545,7 @@
},
{
"cell_type": "markdown",
- "id": "537c7691",
+ "id": "7a0f8fe1",
"metadata": {
"editable": true
},
@@ -2556,7 +2558,7 @@
{
"cell_type": "code",
"execution_count": 11,
- "id": "26f77159",
+ "id": "48f25a4d",
"metadata": {
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"editable": true
diff --git a/doc/src/week37/week37.do.txt b/doc/src/week37/week37.do.txt
index ef91f8c1b..e65a106b7 100644
--- a/doc/src/week37/week37.do.txt
+++ b/doc/src/week37/week37.do.txt
@@ -12,7 +12,7 @@ Recommended Reading:
o Lectures on Resampling methods (these lectures), see also lectures from week 36
o Bishop 1.3 (cross-validation) and 3.2 (bias-variance tradeoff)
o Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
-
+o See also the excellent videos on the SVD at URL:"http://databookuw.com/page-2/page-4/". The texboook by Brunton and Kutz at URL:"http://databookuw.com" is highly recommended
!split