@@ -1052,8 +1052,8 @@ const thebe_selector_output = ".output, .cell_output"
-
-
Week38: Logistic Regression and Optimization¶
+
+
Week 38: Logistic Regression and Optimization¶
Morten Hjorth-Jensen, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University
Date: September 18-22
@@ -1994,7 +1994,7 @@ case under study.
RandomizedSearchCV(estimator=Ridge(), n_iter=100,
- param_distributions={'alpha': <scipy.stats._distn_infrastructure.rv_frozen object at 0x128a2b580>})
+ param_distributions={'alpha': <scipy.stats._distn_infrastructure.rv_frozen object at 0x1309f4ca0>})
Best estimated lambda-value: 0.9849967686928113
MSE score: 1.0853136633465326
R2 score: -0.0002382102844775691
diff --git a/doc/LectureNotes/_build/jupyter_execute/week38.ipynb b/doc/LectureNotes/_build/jupyter_execute/week38.ipynb
index 51e4653ba..502d4850c 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week38.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week38.ipynb
@@ -2,24 +2,24 @@
"cells": [
{
"cell_type": "markdown",
- "id": "0b494ea6",
+ "id": "92c39815",
"metadata": {
"editable": true
},
"source": [
"\n",
- ""
+ ""
]
},
{
"cell_type": "markdown",
- "id": "90da9d2b",
+ "id": "c28ac15e",
"metadata": {
"editable": true
},
"source": [
- "# Week38: Logistic Regression and Optimization\n",
+ "# Week 38: Logistic Regression and Optimization\n",
"**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University\n",
"\n",
"Date: **September 18-22**"
@@ -27,7 +27,7 @@
},
{
"cell_type": "markdown",
- "id": "c3a6f1f1",
+ "id": "04bf16b5",
"metadata": {
"editable": true
},
@@ -68,7 +68,7 @@
},
{
"cell_type": "markdown",
- "id": "2e6697dc",
+ "id": "e47b1a7c",
"metadata": {
"editable": true
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@@ -78,7 +78,7 @@
},
{
"cell_type": "markdown",
- "id": "2c3857b9",
+ "id": "1ad44c38",
"metadata": {
"editable": true
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@@ -103,7 +103,7 @@
},
{
"cell_type": "markdown",
- "id": "898f5fbd",
+ "id": "48181efc",
"metadata": {
"editable": true
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@@ -119,7 +119,7 @@
},
{
"cell_type": "markdown",
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+ "id": "62106e79",
"metadata": {
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@@ -135,7 +135,7 @@
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{
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- "id": "d2ff91ea",
+ "id": "7d392fb4",
"metadata": {
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@@ -149,7 +149,7 @@
},
{
"cell_type": "markdown",
- "id": "0405c112",
+ "id": "883c8ba9",
"metadata": {
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@@ -177,7 +177,7 @@
},
{
"cell_type": "markdown",
- "id": "d9f25fad",
+ "id": "2db06c8a",
"metadata": {
"editable": true
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@@ -190,7 +190,7 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "4ab6ce4c",
+ "id": "7487b649",
"metadata": {
"collapsed": false,
"editable": true
@@ -307,7 +307,7 @@
},
{
"cell_type": "markdown",
- "id": "5e114f13",
+ "id": "3d38a274",
"metadata": {
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@@ -317,7 +317,7 @@
},
{
"cell_type": "markdown",
- "id": "c60627a6",
+ "id": "53cb96b0",
"metadata": {
"editable": true
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@@ -339,7 +339,7 @@
},
{
"cell_type": "markdown",
- "id": "60b88002",
+ "id": "6120b1c7",
"metadata": {
"editable": true
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@@ -365,7 +365,7 @@
},
{
"cell_type": "markdown",
- "id": "167ecda4",
+ "id": "936083c0",
"metadata": {
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@@ -389,7 +389,7 @@
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{
"cell_type": "markdown",
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+ "id": "32780c62",
"metadata": {
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@@ -414,7 +414,7 @@
},
{
"cell_type": "markdown",
- "id": "9c222482",
+ "id": "20d08abd",
"metadata": {
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@@ -426,7 +426,7 @@
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{
"cell_type": "markdown",
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+ "id": "58b3452f",
"metadata": {
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@@ -444,7 +444,7 @@
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{
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- "id": "e90ec9af",
+ "id": "7f605f89",
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@@ -462,7 +462,7 @@
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{
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+ "id": "40905342",
"metadata": {
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@@ -473,7 +473,7 @@
},
{
"cell_type": "markdown",
- "id": "997ef897",
+ "id": "77f09c4f",
"metadata": {
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@@ -500,7 +500,7 @@
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{
"cell_type": "markdown",
- "id": "f0c5fe42",
+ "id": "4eea9d16",
"metadata": {
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@@ -513,7 +513,7 @@
{
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- "id": "2bec70c4",
+ "id": "fdccf16e",
"metadata": {
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@@ -723,7 +723,7 @@
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{
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+ "id": "3db91831",
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@@ -736,7 +736,7 @@
{
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+ "id": "b570a592",
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@@ -770,7 +770,7 @@
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{
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"metadata": {
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@@ -781,7 +781,7 @@
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{
"cell_type": "markdown",
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+ "id": "21d22b13",
"metadata": {
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@@ -793,7 +793,7 @@
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{
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- "id": "88cffa5f",
+ "id": "e6b2b13a",
"metadata": {
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@@ -812,7 +812,7 @@
},
{
"cell_type": "markdown",
- "id": "df301565",
+ "id": "038a694a",
"metadata": {
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@@ -834,7 +834,7 @@
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{
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"metadata": {
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@@ -846,7 +846,7 @@
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{
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+ "id": "8e6ff605",
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@@ -856,7 +856,7 @@
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{
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+ "id": "07e8c6c7",
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@@ -869,7 +869,7 @@
{
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- "id": "d227cb61",
+ "id": "82e381c1",
"metadata": {
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@@ -977,7 +977,7 @@
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{
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+ "id": "cffc710d",
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@@ -989,7 +989,7 @@
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{
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+ "id": "077523d2",
"metadata": {
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@@ -1004,7 +1004,7 @@
},
{
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- "id": "cb5b89a3",
+ "id": "378c1ba1",
"metadata": {
"editable": true
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@@ -1016,7 +1016,7 @@
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{
"cell_type": "markdown",
- "id": "3aaa8cb2",
+ "id": "12641f70",
"metadata": {
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@@ -1028,7 +1028,7 @@
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{
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+ "id": "72d4d322",
"metadata": {
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@@ -1045,7 +1045,7 @@
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{
"cell_type": "markdown",
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+ "id": "218bad85",
"metadata": {
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@@ -1059,7 +1059,7 @@
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{
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- "id": "51bd5d67",
+ "id": "7f1151b5",
"metadata": {
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@@ -1069,7 +1069,7 @@
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{
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+ "id": "c31ffe4e",
"metadata": {
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@@ -1081,7 +1081,7 @@
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{
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- "id": "4bccbbfa",
+ "id": "f653cea3",
"metadata": {
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@@ -1093,7 +1093,7 @@
},
{
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- "id": "ac368dcc",
+ "id": "d117384a",
"metadata": {
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@@ -1105,7 +1105,7 @@
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{
"cell_type": "markdown",
- "id": "e55fc1db",
+ "id": "3f7763f2",
"metadata": {
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@@ -1116,7 +1116,7 @@
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{
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- "id": "3d545f73",
+ "id": "0c5d4782",
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@@ -1128,7 +1128,7 @@
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{
"cell_type": "markdown",
- "id": "0c524099",
+ "id": "e47ac025",
"metadata": {
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@@ -1139,7 +1139,7 @@
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{
"cell_type": "markdown",
- "id": "3650ccf4",
+ "id": "0775be1d",
"metadata": {
"editable": true
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@@ -1155,7 +1155,7 @@
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{
"cell_type": "markdown",
- "id": "4c4c8aca",
+ "id": "2c6d8021",
"metadata": {
"editable": true
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@@ -1167,7 +1167,7 @@
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{
"cell_type": "markdown",
- "id": "e4c3881f",
+ "id": "934b3029",
"metadata": {
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@@ -1177,7 +1177,7 @@
},
{
"cell_type": "markdown",
- "id": "23de5d28",
+ "id": "5736ce62",
"metadata": {
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@@ -1189,7 +1189,7 @@
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{
"cell_type": "markdown",
- "id": "aa0c436c",
+ "id": "24448336",
"metadata": {
"editable": true
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@@ -1204,7 +1204,7 @@
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{
"cell_type": "markdown",
- "id": "f8ffa13e",
+ "id": "62af3134",
"metadata": {
"editable": true
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@@ -1216,7 +1216,7 @@
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{
"cell_type": "markdown",
- "id": "7144f6c1",
+ "id": "e75f8b6b",
"metadata": {
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@@ -1227,7 +1227,7 @@
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{
"cell_type": "markdown",
- "id": "77421ac2",
+ "id": "afbcdd5a",
"metadata": {
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@@ -1239,7 +1239,7 @@
},
{
"cell_type": "markdown",
- "id": "b6f7ac07",
+ "id": "6a4b6b7f",
"metadata": {
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@@ -1251,7 +1251,7 @@
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{
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- "id": "b8d2d928",
+ "id": "0487a05f",
"metadata": {
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@@ -1263,7 +1263,7 @@
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{
"cell_type": "markdown",
- "id": "4b37082b",
+ "id": "55d00e90",
"metadata": {
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@@ -1273,7 +1273,7 @@
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{
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- "id": "5158d23f",
+ "id": "13f16948",
"metadata": {
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@@ -1285,7 +1285,7 @@
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{
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+ "id": "99af8c4d",
"metadata": {
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@@ -1299,7 +1299,7 @@
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{
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- "id": "394b9ebc",
+ "id": "8ba91bb6",
"metadata": {
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@@ -1311,7 +1311,7 @@
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{
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- "id": "0367a358",
+ "id": "f5833039",
"metadata": {
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@@ -1321,7 +1321,7 @@
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{
"cell_type": "markdown",
- "id": "1ce428ea",
+ "id": "451f2890",
"metadata": {
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@@ -1333,7 +1333,7 @@
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{
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+ "id": "1ae365e3",
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@@ -1343,7 +1343,7 @@
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{
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- "id": "2483ed50",
+ "id": "b3187ffb",
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@@ -1355,7 +1355,7 @@
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- "id": "89f8e150",
+ "id": "edc72487",
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@@ -1366,7 +1366,7 @@
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{
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+ "id": "1e550b7a",
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@@ -1389,7 +1389,7 @@
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+ "id": "dc2781ed",
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@@ -1401,7 +1401,7 @@
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- "id": "ec09edd7",
+ "id": "720ee440",
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@@ -1411,7 +1411,7 @@
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+ "id": "eaa0254a",
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@@ -1423,7 +1423,7 @@
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+ "id": "f6bc3445",
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@@ -1440,7 +1440,7 @@
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@@ -1450,7 +1450,7 @@
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@@ -1469,7 +1469,7 @@
{
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- "id": "f6da358e",
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@@ -1539,7 +1539,7 @@
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@@ -1551,7 +1551,7 @@
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@@ -1566,7 +1566,7 @@
{
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- "id": "77d97499",
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@@ -1633,7 +1633,7 @@
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@@ -1648,7 +1648,7 @@
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@@ -1668,7 +1668,7 @@
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- "id": "da22d163",
+ "id": "fadead70",
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"editable": true
@@ -1679,7 +1679,7 @@
"output_type": "stream",
"text": [
"RandomizedSearchCV(estimator=Ridge(), n_iter=100,\n",
- " param_distributions={'alpha': })\n",
+ " param_distributions={'alpha': })\n",
"Best estimated lambda-value: 0.9849967686928113\n",
"MSE score: 1.0853136633465326\n",
"R2 score: -0.0002382102844775691\n"
@@ -1734,7 +1734,7 @@
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@@ -1749,7 +1749,7 @@
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@@ -1800,7 +1800,7 @@
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@@ -1814,7 +1814,7 @@
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@@ -1888,7 +1888,7 @@
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@@ -1913,7 +1913,7 @@
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@@ -1925,7 +1925,7 @@
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@@ -1936,7 +1936,7 @@
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@@ -1948,7 +1948,7 @@
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@@ -1961,7 +1961,7 @@
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@@ -2184,7 +2184,7 @@
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@@ -2201,7 +2201,7 @@
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@@ -2216,7 +2216,7 @@
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@@ -2226,7 +2226,7 @@
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@@ -2242,7 +2242,7 @@
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@@ -2254,7 +2254,7 @@
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@@ -2265,7 +2265,7 @@
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@@ -2277,7 +2277,7 @@
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@@ -2287,7 +2287,7 @@
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@@ -2301,7 +2301,7 @@
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@@ -2313,7 +2313,7 @@
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@@ -2323,7 +2323,7 @@
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@@ -2335,7 +2335,7 @@
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{
"cell_type": "markdown",
- "id": "50ee0bd0",
+ "id": "4fd11bf8",
"metadata": {
"editable": true
},
@@ -2347,7 +2347,7 @@
},
{
"cell_type": "markdown",
- "id": "45e6ddc2",
+ "id": "9b7f27a4",
"metadata": {
"editable": true
},
@@ -2367,7 +2367,7 @@
},
{
"cell_type": "markdown",
- "id": "49965ec9",
+ "id": "50e2e1f0",
"metadata": {
"editable": true
},
@@ -2383,7 +2383,7 @@
},
{
"cell_type": "markdown",
- "id": "ce01e249",
+ "id": "5605583d",
"metadata": {
"editable": true
},
@@ -2399,7 +2399,7 @@
},
{
"cell_type": "markdown",
- "id": "7188f0fd",
+ "id": "d6ce1a0c",
"metadata": {
"editable": true
},
@@ -2410,7 +2410,7 @@
},
{
"cell_type": "markdown",
- "id": "4fe27528",
+ "id": "7462cf59",
"metadata": {
"editable": true
},
@@ -2422,7 +2422,7 @@
},
{
"cell_type": "markdown",
- "id": "a10d21c7",
+ "id": "b3609230",
"metadata": {
"editable": true
},
@@ -2432,7 +2432,7 @@
},
{
"cell_type": "markdown",
- "id": "911c23ed",
+ "id": "63c5804e",
"metadata": {
"editable": true
},
@@ -2444,7 +2444,7 @@
},
{
"cell_type": "markdown",
- "id": "a021ace4",
+ "id": "2f6643d0",
"metadata": {
"editable": true
},
@@ -2454,7 +2454,7 @@
},
{
"cell_type": "markdown",
- "id": "6762bf3a",
+ "id": "58afbcf0",
"metadata": {
"editable": true
},
@@ -2466,7 +2466,7 @@
},
{
"cell_type": "markdown",
- "id": "f1fa9dbe",
+ "id": "61a12296",
"metadata": {
"editable": true
},
@@ -2488,7 +2488,7 @@
},
{
"cell_type": "markdown",
- "id": "4ea539dd",
+ "id": "39144130",
"metadata": {
"editable": true
},
@@ -2501,7 +2501,7 @@
},
{
"cell_type": "markdown",
- "id": "b55586b9",
+ "id": "b98db024",
"metadata": {
"editable": true
},
@@ -2514,7 +2514,7 @@
},
{
"cell_type": "markdown",
- "id": "1e3daa87",
+ "id": "79154f84",
"metadata": {
"editable": true
},
@@ -2524,7 +2524,7 @@
},
{
"cell_type": "markdown",
- "id": "914b3064",
+ "id": "2b225307",
"metadata": {
"editable": true
},
@@ -2542,7 +2542,7 @@
},
{
"cell_type": "markdown",
- "id": "6e347a22",
+ "id": "72363dfd",
"metadata": {
"editable": true
},
@@ -2552,7 +2552,7 @@
},
{
"cell_type": "markdown",
- "id": "811236e6",
+ "id": "7608f604",
"metadata": {
"editable": true
},
@@ -2567,7 +2567,7 @@
},
{
"cell_type": "markdown",
- "id": "41d436ef",
+ "id": "d10f9e88",
"metadata": {
"editable": true
},
@@ -2577,7 +2577,7 @@
},
{
"cell_type": "markdown",
- "id": "aed63914",
+ "id": "e8a79127",
"metadata": {
"editable": true
},
@@ -2591,7 +2591,7 @@
},
{
"cell_type": "markdown",
- "id": "d76da720",
+ "id": "d8451a71",
"metadata": {
"editable": true
},
@@ -2601,7 +2601,7 @@
},
{
"cell_type": "markdown",
- "id": "3bf89cee",
+ "id": "8c2c4387",
"metadata": {
"editable": true
},
@@ -2615,7 +2615,7 @@
},
{
"cell_type": "markdown",
- "id": "b3cb9607",
+ "id": "3dc3a90d",
"metadata": {
"editable": true
},
@@ -2630,7 +2630,7 @@
},
{
"cell_type": "markdown",
- "id": "f12cccf8",
+ "id": "fee016c8",
"metadata": {
"editable": true
},
@@ -2647,7 +2647,7 @@
},
{
"cell_type": "markdown",
- "id": "a872b818",
+ "id": "e4340278",
"metadata": {
"editable": true
},
@@ -2659,7 +2659,7 @@
},
{
"cell_type": "markdown",
- "id": "df8dc1b7",
+ "id": "d2af5812",
"metadata": {
"editable": true
},
@@ -2673,7 +2673,7 @@
},
{
"cell_type": "markdown",
- "id": "47077f1c",
+ "id": "a8237bc8",
"metadata": {
"editable": true
},
@@ -2688,7 +2688,7 @@
},
{
"cell_type": "markdown",
- "id": "a99e0558",
+ "id": "079c64d8",
"metadata": {
"editable": true
},
@@ -2700,7 +2700,7 @@
},
{
"cell_type": "markdown",
- "id": "69ca8e78",
+ "id": "08da6b25",
"metadata": {
"editable": true
},
@@ -2711,7 +2711,7 @@
},
{
"cell_type": "markdown",
- "id": "ce013df2",
+ "id": "7c1a4917",
"metadata": {
"editable": true
},
@@ -2739,7 +2739,7 @@
},
{
"cell_type": "markdown",
- "id": "712af387",
+ "id": "4d2aabf0",
"metadata": {
"editable": true
},
@@ -2761,7 +2761,7 @@
},
{
"cell_type": "markdown",
- "id": "b8a484b6",
+ "id": "7377154c",
"metadata": {
"editable": true
},
@@ -2783,7 +2783,7 @@
},
{
"cell_type": "markdown",
- "id": "af202251",
+ "id": "697326eb",
"metadata": {
"editable": true
},
@@ -2795,7 +2795,7 @@
},
{
"cell_type": "markdown",
- "id": "c7bfe7e2",
+ "id": "a532b777",
"metadata": {
"editable": true
},
@@ -2832,7 +2832,7 @@
},
{
"cell_type": "markdown",
- "id": "71875b49",
+ "id": "ad4152f5",
"metadata": {
"editable": true
},
@@ -2860,7 +2860,7 @@
},
{
"cell_type": "markdown",
- "id": "5cfcecf6",
+ "id": "e48d339b",
"metadata": {
"editable": true
},
@@ -2890,7 +2890,7 @@
},
{
"cell_type": "markdown",
- "id": "19b80b94",
+ "id": "9ae5c509",
"metadata": {
"editable": true
},
@@ -2914,7 +2914,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "8f73b2a8",
+ "id": "dd182f20",
"metadata": {
"collapsed": false,
"editable": true
@@ -2939,7 +2939,7 @@
},
{
"cell_type": "markdown",
- "id": "9989b8c3",
+ "id": "eef5bc40",
"metadata": {
"editable": true
},
@@ -2950,7 +2950,7 @@
},
{
"cell_type": "markdown",
- "id": "852fe5d5",
+ "id": "2af1247d",
"metadata": {
"editable": true
},
@@ -2962,7 +2962,7 @@
},
{
"cell_type": "markdown",
- "id": "091f8620",
+ "id": "20fcf8f2",
"metadata": {
"editable": true
},
@@ -2972,7 +2972,7 @@
},
{
"cell_type": "markdown",
- "id": "0dd232b7",
+ "id": "2b6947aa",
"metadata": {
"editable": true
},
@@ -2984,7 +2984,7 @@
},
{
"cell_type": "markdown",
- "id": "3222d227",
+ "id": "c5838344",
"metadata": {
"editable": true
},
@@ -2998,7 +2998,7 @@
},
{
"cell_type": "markdown",
- "id": "a59b3f1e",
+ "id": "c5af1dca",
"metadata": {
"editable": true
},
@@ -3014,7 +3014,7 @@
},
{
"cell_type": "markdown",
- "id": "30b95a6d",
+ "id": "f380504f",
"metadata": {
"editable": true
},
@@ -3024,7 +3024,7 @@
},
{
"cell_type": "markdown",
- "id": "11018a2d",
+ "id": "c4e7530e",
"metadata": {
"editable": true
},
@@ -3036,7 +3036,7 @@
},
{
"cell_type": "markdown",
- "id": "c14db566",
+ "id": "babaeeee",
"metadata": {
"editable": true
},
@@ -3046,7 +3046,7 @@
},
{
"cell_type": "markdown",
- "id": "7b77152c",
+ "id": "1f25dc02",
"metadata": {
"editable": true
},
@@ -3058,7 +3058,7 @@
},
{
"cell_type": "markdown",
- "id": "6d7e84ae",
+ "id": "58eb4735",
"metadata": {
"editable": true
},
@@ -3072,7 +3072,7 @@
},
{
"cell_type": "markdown",
- "id": "67b0c185",
+ "id": "32f33b17",
"metadata": {
"editable": true
},
@@ -3082,7 +3082,7 @@
},
{
"cell_type": "markdown",
- "id": "049ced67",
+ "id": "02ffa8c7",
"metadata": {
"editable": true
},
@@ -3093,7 +3093,7 @@
},
{
"cell_type": "markdown",
- "id": "94228d75",
+ "id": "7009c819",
"metadata": {
"editable": true
},
@@ -3108,7 +3108,7 @@
},
{
"cell_type": "markdown",
- "id": "3bbb056f",
+ "id": "71cf8211",
"metadata": {
"editable": true
},
@@ -3118,7 +3118,7 @@
},
{
"cell_type": "markdown",
- "id": "6644d6e8",
+ "id": "b41b50aa",
"metadata": {
"editable": true
},
@@ -3130,7 +3130,7 @@
},
{
"cell_type": "markdown",
- "id": "bcee0d8a",
+ "id": "1b52d696",
"metadata": {
"editable": true
},
@@ -3142,7 +3142,7 @@
},
{
"cell_type": "markdown",
- "id": "4ab67fa4",
+ "id": "ef629c8b",
"metadata": {
"editable": true
},
@@ -3157,7 +3157,7 @@
},
{
"cell_type": "markdown",
- "id": "b42565b3",
+ "id": "0c30718a",
"metadata": {
"editable": true
},
@@ -3170,7 +3170,7 @@
{
"cell_type": "code",
"execution_count": 14,
- "id": "3654008d",
+ "id": "84f33bde",
"metadata": {
"collapsed": false,
"editable": true
@@ -3227,7 +3227,7 @@
},
{
"cell_type": "markdown",
- "id": "1e30a1cf",
+ "id": "d332552b",
"metadata": {
"editable": true
},
@@ -3238,7 +3238,7 @@
{
"cell_type": "code",
"execution_count": 15,
- "id": "c140f1de",
+ "id": "c46612a1",
"metadata": {
"collapsed": false,
"editable": true
@@ -3265,7 +3265,7 @@
},
{
"cell_type": "markdown",
- "id": "7f5519e5",
+ "id": "2aa00fc2",
"metadata": {
"editable": true
},
@@ -3277,7 +3277,7 @@
},
{
"cell_type": "markdown",
- "id": "b38c88bf",
+ "id": "c2d248a4",
"metadata": {
"editable": true
},
@@ -3289,7 +3289,7 @@
},
{
"cell_type": "markdown",
- "id": "077beecb",
+ "id": "fa969e77",
"metadata": {
"editable": true
},
@@ -3299,7 +3299,7 @@
},
{
"cell_type": "markdown",
- "id": "a995831b",
+ "id": "60d7d114",
"metadata": {
"editable": true
},
@@ -3313,7 +3313,7 @@
},
{
"cell_type": "markdown",
- "id": "d2822925",
+ "id": "a281f2c0",
"metadata": {
"editable": true
},
@@ -3323,7 +3323,7 @@
},
{
"cell_type": "markdown",
- "id": "d13a3641",
+ "id": "5c40a890",
"metadata": {
"editable": true
},
@@ -3335,7 +3335,7 @@
},
{
"cell_type": "markdown",
- "id": "5616c93b",
+ "id": "5e848da6",
"metadata": {
"editable": true
},
@@ -3346,7 +3346,7 @@
},
{
"cell_type": "markdown",
- "id": "11a11f4c",
+ "id": "54b17645",
"metadata": {
"editable": true
},
@@ -3361,7 +3361,7 @@
},
{
"cell_type": "markdown",
- "id": "4fbaf22a",
+ "id": "a8bb3901",
"metadata": {
"editable": true
},
@@ -3375,7 +3375,7 @@
},
{
"cell_type": "markdown",
- "id": "8023c1cf",
+ "id": "61ab0a41",
"metadata": {
"editable": true
},
@@ -3386,7 +3386,7 @@
{
"cell_type": "code",
"execution_count": 16,
- "id": "08c00808",
+ "id": "630a15e8",
"metadata": {
"collapsed": false,
"editable": true
@@ -3447,7 +3447,7 @@
},
{
"cell_type": "markdown",
- "id": "f4019c2a",
+ "id": "21abaca5",
"metadata": {
"editable": true
},
@@ -3469,7 +3469,7 @@
},
{
"cell_type": "markdown",
- "id": "da1cbe60",
+ "id": "5753b51d",
"metadata": {
"editable": true
},
diff --git a/doc/LectureNotes/_build/jupyter_execute/week38.py b/doc/LectureNotes/_build/jupyter_execute/week38.py
index c18fcbd1d..97564587a 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week38.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week38.py
@@ -3,9 +3,9 @@
#
-#
+#
-# # Week38: Logistic Regression and Optimization
+# # Week 38: Logistic Regression and Optimization
# **Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University
#
# Date: **September 18-22**
diff --git a/doc/LectureNotes/week38.ipynb b/doc/LectureNotes/week38.ipynb
index e1272fd7b..a9e42c232 100644
--- a/doc/LectureNotes/week38.ipynb
+++ b/doc/LectureNotes/week38.ipynb
@@ -2,24 +2,24 @@
"cells": [
{
"cell_type": "markdown",
- "id": "0b494ea6",
+ "id": "92c39815",
"metadata": {
"editable": true
},
"source": [
"\n",
- ""
+ ""
]
},
{
"cell_type": "markdown",
- "id": "90da9d2b",
+ "id": "c28ac15e",
"metadata": {
"editable": true
},
"source": [
- "# Week38: Logistic Regression and Optimization\n",
+ "# Week 38: Logistic Regression and Optimization\n",
"**Morten Hjorth-Jensen**, Department of Physics and Center for Computing in Science Education, University of Oslo and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University\n",
"\n",
"Date: **September 18-22**"
@@ -27,7 +27,7 @@
},
{
"cell_type": "markdown",
- "id": "c3a6f1f1",
+ "id": "04bf16b5",
"metadata": {
"editable": true
},
@@ -68,7 +68,7 @@
},
{
"cell_type": "markdown",
- "id": "2e6697dc",
+ "id": "e47b1a7c",
"metadata": {
"editable": true
},
@@ -78,7 +78,7 @@
},
{
"cell_type": "markdown",
- "id": "2c3857b9",
+ "id": "1ad44c38",
"metadata": {
"editable": true
},
@@ -103,7 +103,7 @@
},
{
"cell_type": "markdown",
- "id": "898f5fbd",
+ "id": "48181efc",
"metadata": {
"editable": true
},
@@ -119,7 +119,7 @@
},
{
"cell_type": "markdown",
- "id": "125ee9e7",
+ "id": "62106e79",
"metadata": {
"editable": true
},
@@ -135,7 +135,7 @@
},
{
"cell_type": "markdown",
- "id": "d2ff91ea",
+ "id": "7d392fb4",
"metadata": {
"editable": true
},
@@ -149,7 +149,7 @@
},
{
"cell_type": "markdown",
- "id": "0405c112",
+ "id": "883c8ba9",
"metadata": {
"editable": true
},
@@ -177,7 +177,7 @@
},
{
"cell_type": "markdown",
- "id": "d9f25fad",
+ "id": "2db06c8a",
"metadata": {
"editable": true
},
@@ -190,7 +190,7 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "4ab6ce4c",
+ "id": "7487b649",
"metadata": {
"collapsed": false,
"editable": true
@@ -292,7 +292,7 @@
},
{
"cell_type": "markdown",
- "id": "5e114f13",
+ "id": "3d38a274",
"metadata": {
"editable": true
},
@@ -302,7 +302,7 @@
},
{
"cell_type": "markdown",
- "id": "c60627a6",
+ "id": "53cb96b0",
"metadata": {
"editable": true
},
@@ -324,7 +324,7 @@
},
{
"cell_type": "markdown",
- "id": "60b88002",
+ "id": "6120b1c7",
"metadata": {
"editable": true
},
@@ -350,7 +350,7 @@
},
{
"cell_type": "markdown",
- "id": "167ecda4",
+ "id": "936083c0",
"metadata": {
"editable": true
},
@@ -374,7 +374,7 @@
},
{
"cell_type": "markdown",
- "id": "bbd29f6f",
+ "id": "32780c62",
"metadata": {
"editable": true
},
@@ -399,7 +399,7 @@
},
{
"cell_type": "markdown",
- "id": "9c222482",
+ "id": "20d08abd",
"metadata": {
"editable": true
},
@@ -411,7 +411,7 @@
},
{
"cell_type": "markdown",
- "id": "dfb0f83c",
+ "id": "58b3452f",
"metadata": {
"editable": true
},
@@ -429,7 +429,7 @@
},
{
"cell_type": "markdown",
- "id": "e90ec9af",
+ "id": "7f605f89",
"metadata": {
"editable": true
},
@@ -447,7 +447,7 @@
},
{
"cell_type": "markdown",
- "id": "859f730d",
+ "id": "40905342",
"metadata": {
"editable": true
},
@@ -458,7 +458,7 @@
},
{
"cell_type": "markdown",
- "id": "997ef897",
+ "id": "77f09c4f",
"metadata": {
"editable": true
},
@@ -485,7 +485,7 @@
},
{
"cell_type": "markdown",
- "id": "f0c5fe42",
+ "id": "4eea9d16",
"metadata": {
"editable": true
},
@@ -498,7 +498,7 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "2bec70c4",
+ "id": "fdccf16e",
"metadata": {
"collapsed": false,
"editable": true
@@ -563,7 +563,7 @@
},
{
"cell_type": "markdown",
- "id": "30a17325",
+ "id": "3db91831",
"metadata": {
"editable": true
},
@@ -576,7 +576,7 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "db0681f4",
+ "id": "b570a592",
"metadata": {
"collapsed": false,
"editable": true
@@ -595,7 +595,7 @@
},
{
"cell_type": "markdown",
- "id": "aab92dce",
+ "id": "45e5a12a",
"metadata": {
"editable": true
},
@@ -606,7 +606,7 @@
},
{
"cell_type": "markdown",
- "id": "f7e032e8",
+ "id": "21d22b13",
"metadata": {
"editable": true
},
@@ -618,7 +618,7 @@
},
{
"cell_type": "markdown",
- "id": "88cffa5f",
+ "id": "e6b2b13a",
"metadata": {
"editable": true
},
@@ -637,7 +637,7 @@
},
{
"cell_type": "markdown",
- "id": "df301565",
+ "id": "038a694a",
"metadata": {
"editable": true
},
@@ -659,7 +659,7 @@
},
{
"cell_type": "markdown",
- "id": "06757d21",
+ "id": "581a37c8",
"metadata": {
"editable": true
},
@@ -671,7 +671,7 @@
},
{
"cell_type": "markdown",
- "id": "bc583653",
+ "id": "8e6ff605",
"metadata": {
"editable": true
},
@@ -681,7 +681,7 @@
},
{
"cell_type": "markdown",
- "id": "dc5b4a64",
+ "id": "07e8c6c7",
"metadata": {
"editable": true
},
@@ -694,7 +694,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "d227cb61",
+ "id": "82e381c1",
"metadata": {
"collapsed": false,
"editable": true
@@ -759,7 +759,7 @@
},
{
"cell_type": "markdown",
- "id": "80b0d77c",
+ "id": "cffc710d",
"metadata": {
"editable": true
},
@@ -771,7 +771,7 @@
},
{
"cell_type": "markdown",
- "id": "29f96f4e",
+ "id": "077523d2",
"metadata": {
"editable": true
},
@@ -786,7 +786,7 @@
},
{
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@@ -2564,7 +2564,7 @@
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{
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- "id": "c14db566",
+ "id": "babaeeee",
"metadata": {
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@@ -2574,7 +2574,7 @@
},
{
"cell_type": "markdown",
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+ "id": "1f25dc02",
"metadata": {
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@@ -2586,7 +2586,7 @@
},
{
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- "id": "6d7e84ae",
+ "id": "58eb4735",
"metadata": {
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@@ -2600,7 +2600,7 @@
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{
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+ "id": "32f33b17",
"metadata": {
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@@ -2610,7 +2610,7 @@
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{
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- "id": "049ced67",
+ "id": "02ffa8c7",
"metadata": {
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@@ -2621,7 +2621,7 @@
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{
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- "id": "94228d75",
+ "id": "7009c819",
"metadata": {
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@@ -2636,7 +2636,7 @@
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{
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+ "id": "71cf8211",
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@@ -2646,7 +2646,7 @@
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+ "id": "b41b50aa",
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@@ -2658,7 +2658,7 @@
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{
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+ "id": "1b52d696",
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@@ -2670,7 +2670,7 @@
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{
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+ "id": "ef629c8b",
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@@ -2685,7 +2685,7 @@
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{
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+ "id": "0c30718a",
"metadata": {
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@@ -2698,7 +2698,7 @@
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- "id": "3654008d",
+ "id": "84f33bde",
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"editable": true
@@ -2755,7 +2755,7 @@
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{
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+ "id": "d332552b",
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@@ -2766,7 +2766,7 @@
{
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- "id": "c140f1de",
+ "id": "c46612a1",
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@@ -2793,7 +2793,7 @@
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{
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+ "id": "2aa00fc2",
"metadata": {
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@@ -2805,7 +2805,7 @@
},
{
"cell_type": "markdown",
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+ "id": "c2d248a4",
"metadata": {
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@@ -2817,7 +2817,7 @@
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{
"cell_type": "markdown",
- "id": "077beecb",
+ "id": "fa969e77",
"metadata": {
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@@ -2827,7 +2827,7 @@
},
{
"cell_type": "markdown",
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+ "id": "60d7d114",
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@@ -2841,7 +2841,7 @@
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{
"cell_type": "markdown",
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+ "id": "a281f2c0",
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@@ -2851,7 +2851,7 @@
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{
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+ "id": "5c40a890",
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@@ -2863,7 +2863,7 @@
},
{
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+ "id": "5e848da6",
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@@ -2874,7 +2874,7 @@
},
{
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+ "id": "54b17645",
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@@ -2889,7 +2889,7 @@
},
{
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+ "id": "a8bb3901",
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@@ -2903,7 +2903,7 @@
},
{
"cell_type": "markdown",
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+ "id": "61ab0a41",
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@@ -2914,7 +2914,7 @@
{
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- "id": "08c00808",
+ "id": "630a15e8",
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"editable": true
@@ -2975,7 +2975,7 @@
},
{
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- "id": "f4019c2a",
+ "id": "21abaca5",
"metadata": {
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@@ -2997,7 +2997,7 @@
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{
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- "id": "da1cbe60",
+ "id": "5753b51d",
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diff --git a/doc/pub/week38/html/._week38-bs000.html b/doc/pub/week38/html/._week38-bs000.html
index aa6e18b71..d43a9b66b 100644
--- a/doc/pub/week38/html/._week38-bs000.html
+++ b/doc/pub/week38/html/._week38-bs000.html
@@ -8,8 +8,8 @@ doconce format html week38.do.txt --html_style=bootstrap --pygments_html_style=d
-
-Week38: Logistic Regression and Optimization
+
+Week 38: Logistic Regression and Optimization
@@ -227,7 +227,7 @@ MathJax.Hub.Config({
- Week38: Logistic Regression and Optimization
+ Week 38: Logistic Regression and Optimization