diff --git a/doc/pub/week37/html/._week37-bs001.html b/doc/pub/week37/html/._week37-bs001.html
index b38df33f2..17b37a655 100644
--- a/doc/pub/week37/html/._week37-bs001.html
+++ b/doc/pub/week37/html/._week37-bs001.html
@@ -311,14 +311,12 @@ MathJax.Hub.Config({
- Statistical interpretation of Ridge and Lasso regression
- Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff
- - Reads and Videos:
-
- - Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
- - Video on cross validation
-
+ - Reads and Videos:
+
-
+
diff --git a/doc/pub/week37/html/week37-reveal.html b/doc/pub/week37/html/week37-reveal.html
index e7ceb58d1..702dc9460 100644
--- a/doc/pub/week37/html/week37-reveal.html
+++ b/doc/pub/week37/html/week37-reveal.html
@@ -225,18 +225,15 @@ MathJax.Hub.Config({
Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff
- Reads and Videos:
-
+ Reads and Videos:
+
diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html
index 89c29f8ce..8cef67364 100644
--- a/doc/pub/week37/html/week37-solarized.html
+++ b/doc/pub/week37/html/week37-solarized.html
@@ -282,14 +282,12 @@ MathJax.Hub.Config({
- Statistical interpretation of Ridge and Lasso regression
- Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff
- - Reads and Videos:
-
- - Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
- - Video on cross validation
-
+ - Reads and Videos:
+
-
+
diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html
index f0a003695..6833d1fed 100644
--- a/doc/pub/week37/html/week37.html
+++ b/doc/pub/week37/html/week37.html
@@ -359,14 +359,12 @@ MathJax.Hub.Config({
- Statistical interpretation of Ridge and Lasso regression
- Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff
- - Reads and Videos:
-
- - Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
- - Video on cross validation
-
+ - Reads and Videos:
+
-
+
diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz
index 0e39cfbb8..1499c5c00 100644
Binary files a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz and b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz differ
diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb
index cc97f3920..181bc4287 100644
--- a/doc/pub/week37/ipynb/week37.ipynb
+++ b/doc/pub/week37/ipynb/week37.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
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+ "id": "037efae8",
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@@ -14,7 +14,7 @@
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@@ -31,7 +31,7 @@
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"\n",
" * Reads and Videos:\n",
"\n",
- "a. Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). \n",
+ " * Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). \n",
"\n",
- "b. [Video on cross validation](https://www.youtube.com/watch?v=fSytzGwwBVw)\n",
+ " * [Video on cross validation](https://www.youtube.com/watch?v=fSytzGwwBVw)\n",
"\n",
- "1. [Video on bias-variance tradeoff](https://www.youtube.com/watch?v=EuBBz3bI-aA)"
+ " * [Video on bias-variance tradeoff](https://www.youtube.com/watch?v=EuBBz3bI-aA)"
]
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{
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@@ -78,7 +78,7 @@
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@@ -635,7 +635,7 @@
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@@ -645,7 +645,7 @@
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@@ -667,7 +667,7 @@
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"metadata": {
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@@ -1290,7 +1290,7 @@
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{
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- "id": "af23961f",
+ "id": "7330eec8",
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@@ -1302,7 +1302,7 @@
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{
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- "id": "dcb35147",
+ "id": "969d3252",
"metadata": {
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@@ -1312,7 +1312,7 @@
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{
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@@ -1324,7 +1324,7 @@
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+ "id": "0548637f",
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@@ -1334,7 +1334,7 @@
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{
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- "id": "886c23d9",
+ "id": "e48d8dc7",
"metadata": {
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@@ -1353,7 +1353,7 @@
{
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- "id": "d85e186c",
+ "id": "e02dbcf3",
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"editable": true
@@ -1429,7 +1429,7 @@
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{
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- "id": "92320794",
+ "id": "293d6923",
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@@ -1439,7 +1439,7 @@
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{
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+ "id": "fcefc1b2",
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@@ -1469,7 +1469,7 @@
{
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- "id": "73338e5e",
+ "id": "cf4592d0",
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@@ -1518,7 +1518,7 @@
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{
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+ "id": "bf43afa2",
"metadata": {
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@@ -1537,7 +1537,7 @@
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{
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+ "id": "fe8d4069",
"metadata": {
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@@ -1565,7 +1565,7 @@
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{
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- "id": "07a08246",
+ "id": "dd189be3",
"metadata": {
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@@ -1591,7 +1591,7 @@
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{
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+ "id": "2cd833e0",
"metadata": {
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@@ -1608,7 +1608,7 @@
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{
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- "id": "f2ffd411",
+ "id": "84dbf216",
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@@ -1628,7 +1628,7 @@
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{
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@@ -1657,7 +1657,7 @@
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{
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+ "id": "06d3addd",
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@@ -1682,7 +1682,7 @@
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{
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+ "id": "aa7c0645",
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@@ -1702,7 +1702,7 @@
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{
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@@ -1714,7 +1714,7 @@
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{
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- "id": "80240e41",
+ "id": "eca2c4a2",
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@@ -1724,7 +1724,7 @@
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{
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+ "id": "7273bbd7",
"metadata": {
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@@ -1739,7 +1739,7 @@
},
{
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+ "id": "75175080",
"metadata": {
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@@ -1752,7 +1752,7 @@
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{
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+ "id": "efc7827a",
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@@ -1765,7 +1765,7 @@
},
{
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- "id": "4ea3d00d",
+ "id": "9e0cf589",
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@@ -1777,7 +1777,7 @@
},
{
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+ "id": "bbc835fb",
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@@ -1790,7 +1790,7 @@
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{
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- "id": "f06605f3",
+ "id": "3cb1025d",
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@@ -1801,7 +1801,7 @@
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{
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- "id": "bfbff4b0",
+ "id": "637db062",
"metadata": {
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@@ -1815,7 +1815,7 @@
},
{
"cell_type": "markdown",
- "id": "bf027c40",
+ "id": "91eb90ca",
"metadata": {
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@@ -1825,7 +1825,7 @@
},
{
"cell_type": "markdown",
- "id": "1a6c358c",
+ "id": "41dcf80f",
"metadata": {
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@@ -1839,7 +1839,7 @@
},
{
"cell_type": "markdown",
- "id": "ca21ac8a",
+ "id": "1505863d",
"metadata": {
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@@ -1852,7 +1852,7 @@
},
{
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- "id": "e2a2138c",
+ "id": "bfb61a10",
"metadata": {
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@@ -1865,7 +1865,7 @@
},
{
"cell_type": "markdown",
- "id": "0fe07df0",
+ "id": "99ff01ca",
"metadata": {
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@@ -1875,7 +1875,7 @@
},
{
"cell_type": "markdown",
- "id": "b7065082",
+ "id": "779ac685",
"metadata": {
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@@ -1888,7 +1888,7 @@
},
{
"cell_type": "markdown",
- "id": "f30c25d1",
+ "id": "1aebe5aa",
"metadata": {
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@@ -1898,7 +1898,7 @@
},
{
"cell_type": "markdown",
- "id": "ceabbf5a",
+ "id": "d2f1901e",
"metadata": {
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@@ -1911,7 +1911,7 @@
},
{
"cell_type": "markdown",
- "id": "bf4192c1",
+ "id": "a2fc0eac",
"metadata": {
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@@ -1923,7 +1923,7 @@
},
{
"cell_type": "markdown",
- "id": "bdea26d3",
+ "id": "613167b4",
"metadata": {
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@@ -1942,7 +1942,7 @@
},
{
"cell_type": "markdown",
- "id": "7b7b7cd5",
+ "id": "37c1c838",
"metadata": {
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@@ -1955,7 +1955,7 @@
},
{
"cell_type": "markdown",
- "id": "36798a32",
+ "id": "707b0c70",
"metadata": {
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@@ -1967,7 +1967,7 @@
},
{
"cell_type": "markdown",
- "id": "050a629e",
+ "id": "0d359fdc",
"metadata": {
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@@ -1980,7 +1980,7 @@
},
{
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- "id": "379954a2",
+ "id": "a4d7ab9b",
"metadata": {
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@@ -2000,7 +2000,7 @@
},
{
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+ "id": "8500c84e",
"metadata": {
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@@ -2023,7 +2023,7 @@
},
{
"cell_type": "markdown",
- "id": "39758f21",
+ "id": "d5e95153",
"metadata": {
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},
@@ -2038,7 +2038,7 @@
},
{
"cell_type": "markdown",
- "id": "0df0f9da",
+ "id": "ae89de87",
"metadata": {
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@@ -2050,7 +2050,7 @@
},
{
"cell_type": "markdown",
- "id": "afab14dd",
+ "id": "df86641a",
"metadata": {
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@@ -2070,7 +2070,7 @@
},
{
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- "id": "f660896d",
+ "id": "0e6fb586",
"metadata": {
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@@ -2090,7 +2090,7 @@
},
{
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- "id": "ae5dbbb7",
+ "id": "cba0dde9",
"metadata": {
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@@ -2114,7 +2114,7 @@
},
{
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- "id": "8c7d89fd",
+ "id": "a03353ff",
"metadata": {
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@@ -2135,7 +2135,7 @@
},
{
"cell_type": "markdown",
- "id": "007fc517",
+ "id": "f3c80f57",
"metadata": {
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@@ -2165,7 +2165,7 @@
},
{
"cell_type": "markdown",
- "id": "ffa15f0f",
+ "id": "e9a7a1fb",
"metadata": {
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},
@@ -2189,7 +2189,7 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "148980bb",
+ "id": "3bd31ca6",
"metadata": {
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"editable": true
@@ -2226,7 +2226,7 @@
},
{
"cell_type": "markdown",
- "id": "50102556",
+ "id": "401474ad",
"metadata": {
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@@ -2236,7 +2236,7 @@
},
{
"cell_type": "markdown",
- "id": "3270ab07",
+ "id": "2524316c",
"metadata": {
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},
@@ -2247,7 +2247,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "79a91fd5",
+ "id": "89201846",
"metadata": {
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"editable": true
@@ -2267,7 +2267,7 @@
},
{
"cell_type": "markdown",
- "id": "3ef95383",
+ "id": "3e6a04ef",
"metadata": {
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},
@@ -2285,7 +2285,7 @@
},
{
"cell_type": "markdown",
- "id": "052ad629",
+ "id": "644a9cdd",
"metadata": {
"editable": true
},
@@ -2297,7 +2297,7 @@
},
{
"cell_type": "markdown",
- "id": "679bcbe9",
+ "id": "2ac3b829",
"metadata": {
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},
@@ -2314,7 +2314,7 @@
},
{
"cell_type": "markdown",
- "id": "d1e190f6",
+ "id": "bfad28ab",
"metadata": {
"editable": true
},
@@ -2326,7 +2326,7 @@
},
{
"cell_type": "markdown",
- "id": "c7900d3e",
+ "id": "c40c87c5",
"metadata": {
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},
@@ -2336,7 +2336,7 @@
},
{
"cell_type": "markdown",
- "id": "a3037a95",
+ "id": "727d76b4",
"metadata": {
"editable": true
},
@@ -2348,7 +2348,7 @@
},
{
"cell_type": "markdown",
- "id": "2ebea5d5",
+ "id": "395d5ad2",
"metadata": {
"editable": true
},
@@ -2365,7 +2365,7 @@
},
{
"cell_type": "markdown",
- "id": "53873c37",
+ "id": "4c7a1316",
"metadata": {
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@@ -2377,7 +2377,7 @@
},
{
"cell_type": "markdown",
- "id": "e3c28704",
+ "id": "ddb2c1fa",
"metadata": {
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},
@@ -2387,7 +2387,7 @@
},
{
"cell_type": "markdown",
- "id": "54aedc50",
+ "id": "f738b834",
"metadata": {
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@@ -2399,7 +2399,7 @@
},
{
"cell_type": "markdown",
- "id": "45da140f",
+ "id": "936b8dac",
"metadata": {
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@@ -2409,7 +2409,7 @@
},
{
"cell_type": "markdown",
- "id": "a3718cb8",
+ "id": "bf5f64fe",
"metadata": {
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},
@@ -2421,7 +2421,7 @@
},
{
"cell_type": "markdown",
- "id": "cee0f294",
+ "id": "a0f6bb19",
"metadata": {
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@@ -2431,7 +2431,7 @@
},
{
"cell_type": "markdown",
- "id": "9ad0456d",
+ "id": "873434d6",
"metadata": {
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},
@@ -2447,7 +2447,7 @@
},
{
"cell_type": "markdown",
- "id": "48f6b197",
+ "id": "a4b7f618",
"metadata": {
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@@ -2458,7 +2458,7 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "e763164f",
+ "id": "606ee41d",
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"editable": true
@@ -2523,7 +2523,7 @@
},
{
"cell_type": "markdown",
- "id": "c61c9a39",
+ "id": "e704551f",
"metadata": {
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},
@@ -2534,7 +2534,7 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "dbaa91c0",
+ "id": "e0a7c207",
"metadata": {
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"editable": true
@@ -2591,7 +2591,7 @@
},
{
"cell_type": "markdown",
- "id": "92b2b3b4",
+ "id": "e244e379",
"metadata": {
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@@ -2629,7 +2629,7 @@
},
{
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- "id": "ea30e4f6",
+ "id": "dae68b0f",
"metadata": {
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@@ -2640,7 +2640,7 @@
{
"cell_type": "code",
"execution_count": 7,
- "id": "bdf694bb",
+ "id": "b766a0eb",
"metadata": {
"collapsed": false,
"editable": true
@@ -2722,7 +2722,7 @@
},
{
"cell_type": "markdown",
- "id": "945905cd",
+ "id": "bdf8bdf7",
"metadata": {
"editable": true
},
@@ -2747,7 +2747,7 @@
},
{
"cell_type": "markdown",
- "id": "e17e6eb9",
+ "id": "1445f7db",
"metadata": {
"editable": true
},
@@ -2775,7 +2775,7 @@
},
{
"cell_type": "markdown",
- "id": "31961c30",
+ "id": "c3c1ffcd",
"metadata": {
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},
@@ -2788,7 +2788,7 @@
{
"cell_type": "code",
"execution_count": 8,
- "id": "870e0bac",
+ "id": "915c9179",
"metadata": {
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"editable": true
@@ -2888,7 +2888,7 @@
},
{
"cell_type": "markdown",
- "id": "e2b755f5",
+ "id": "dd60b7b8",
"metadata": {
"editable": true
},
@@ -2899,7 +2899,7 @@
{
"cell_type": "code",
"execution_count": 9,
- "id": "55fb097e",
+ "id": "0ac3e6d1",
"metadata": {
"collapsed": false,
"editable": true
@@ -2988,7 +2988,7 @@
},
{
"cell_type": "markdown",
- "id": "84f9c9d4",
+ "id": "af490576",
"metadata": {
"editable": true
},
@@ -2998,7 +2998,7 @@
},
{
"cell_type": "markdown",
- "id": "ddbfdfd5",
+ "id": "857a0631",
"metadata": {
"editable": true
},
@@ -3011,7 +3011,7 @@
{
"cell_type": "code",
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- "id": "fc0518f6",
+ "id": "93b9722e",
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diff --git a/doc/src/week37/week37.do.txt b/doc/src/week37/week37.do.txt
index b0603c151..9a19a85dd 100644
--- a/doc/src/week37/week37.do.txt
+++ b/doc/src/week37/week37.do.txt
@@ -19,9 +19,9 @@ DATE: today
* Statistical interpretation of Ridge and Lasso regression
* Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff
* Reads and Videos:
- o Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
- o "Video on cross validation":"https://www.youtube.com/watch?v=fSytzGwwBVw"
- o "Video on bias-variance tradeoff":"https://www.youtube.com/watch?v=EuBBz3bI-aA"
+ * Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap).
+ * "Video on cross validation":"https://www.youtube.com/watch?v=fSytzGwwBVw"
+ * "Video on bias-variance tradeoff":"https://www.youtube.com/watch?v=EuBBz3bI-aA"
!eblock