diff --git a/doc/pub/week47/html/._week47-bs001.html b/doc/pub/week47/html/._week47-bs001.html
index 19f8a235f..337ef077c 100644
--- a/doc/pub/week47/html/._week47-bs001.html
+++ b/doc/pub/week47/html/._week47-bs001.html
@@ -358,9 +358,10 @@ MathJax.Hub.Config({
Readings and Videos:
These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
- See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
-
-
+ See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
+ Video of lecture at https://youtu.be/RIHzmLv05DA
+ Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf
+
Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn
Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai
Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
diff --git a/doc/pub/week47/html/week47-reveal.html b/doc/pub/week47/html/week47-reveal.html
index 4106656f1..76e00dfe1 100644
--- a/doc/pub/week47/html/week47-reveal.html
+++ b/doc/pub/week47/html/week47-reveal.html
@@ -217,9 +217,10 @@ MathJax.Hub.Config({
Readings and Videos:
These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
- See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
-
-
+ See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
+ Video of lecture at https://youtu.be/RIHzmLv05DA
+ Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf
+
Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn
Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai
Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
diff --git a/doc/pub/week47/html/week47-solarized.html b/doc/pub/week47/html/week47-solarized.html
index 293865bbd..ccec0142e 100644
--- a/doc/pub/week47/html/week47-solarized.html
+++ b/doc/pub/week47/html/week47-solarized.html
@@ -316,9 +316,10 @@ MathJax.Hub.Config({
Readings and Videos:
These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
- See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
-
-
+ See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
+ Video of lecture at https://youtu.be/RIHzmLv05DA
+ Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf
+
Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn
Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai
Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
diff --git a/doc/pub/week47/html/week47.html b/doc/pub/week47/html/week47.html
index 1b2478dc2..38f9b6dbc 100644
--- a/doc/pub/week47/html/week47.html
+++ b/doc/pub/week47/html/week47.html
@@ -393,9 +393,10 @@ MathJax.Hub.Config({
Readings and Videos:
These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
- See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
-
-
+ See also lecture notes from week 46 at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb. The lecture on Monday starts with a repetition on how to make a decision tree.
+ Video of lecture at https://youtu.be/RIHzmLv05DA
+ Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf
+
Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn
Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai
Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
diff --git a/doc/pub/week47/ipynb/DataFiles/ride.dot b/doc/pub/week47/ipynb/DataFiles/ride.dot
index 7423920c1..ec915a145 100644
--- a/doc/pub/week47/ipynb/DataFiles/ride.dot
+++ b/doc/pub/week47/ipynb/DataFiles/ride.dot
@@ -1,7 +1,7 @@
digraph Tree {
node [shape=box, style="filled, rounded", color="black", fontname="helvetica"] ;
edge [fontname="helvetica"] ;
-0 [label="x[13] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#93f1ba"] ;
+0 [label="x[9] <= 0.5\ngini = 0.48\nsamples = 15\nvalue = [4, 10, 1]", fillcolor="#93f1ba"] ;
1 [label="x[1] <= 0.5\ngini = 0.408\nsamples = 14\nvalue = [4, 10, 0]", fillcolor="#88efb3"] ;
0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ;
2 [label="gini = 0.48\nsamples = 10\nvalue = [4, 6, 0]", fillcolor="#bdf6d5"] ;
diff --git a/doc/pub/week47/ipynb/Results/FigureFiles/baggingboot.png b/doc/pub/week47/ipynb/Results/FigureFiles/baggingboot.png
index c4d248174..6d0fee8bb 100644
Binary files a/doc/pub/week47/ipynb/Results/FigureFiles/baggingboot.png and b/doc/pub/week47/ipynb/Results/FigureFiles/baggingboot.png differ
diff --git a/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz b/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz
index 868e982e5..7298c4d90 100644
Binary files a/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz and b/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz differ
diff --git a/doc/pub/week47/ipynb/week47.ipynb b/doc/pub/week47/ipynb/week47.ipynb
index 25959d227..c237325ab 100644
--- a/doc/pub/week47/ipynb/week47.ipynb
+++ b/doc/pub/week47/ipynb/week47.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "35ef9776",
+ "id": "bd7bd22b",
"metadata": {
"editable": true
},
@@ -14,7 +14,7 @@
},
{
"cell_type": "markdown",
- "id": "e52e5823",
+ "id": "eb5c746f",
"metadata": {
"editable": true
},
@@ -27,7 +27,7 @@
},
{
"cell_type": "markdown",
- "id": "2ec77941",
+ "id": "3ae51d2b",
"metadata": {
"editable": true
},
@@ -51,23 +51,26 @@
"a. These lecture notes at \n",
"\n",
"b. See also lecture notes from week 46 at . The lecture on Monday starts with a repetition on how to make a decision tree.\n",
+ "\n",
+ "c. Video of lecture at \n",
+ "\n",
+ "d. Whiteboard notes at \n",
"\n",
- "\n",
"\n",
- "c. Video on Decision trees \n",
+ "e. Video on Decision trees \n",
"\n",
- "d. Video on boosting methods \n",
+ "f. Video on boosting methods \n",
"\n",
- "e. Video on AdaBoost \n",
+ "g. Video on AdaBoost \n",
"\n",
- "f. Video on Gradient boost, part 1, parts 2-4 follow thereafter \n",
+ "h. Video on Gradient boost, part 1, parts 2-4 follow thereafter \n",
"\n",
- "g. Decision Trees: Rashcka et al chapter 3 pages 86-98, and chapter 7 on Ensemble methods, Voting and Bagging and Gradient Boosting. See also lecture from STK-IN4300, lecture 7 at ."
+ "i. Decision Trees: Rashcka et al chapter 3 pages 86-98, and chapter 7 on Ensemble methods, Voting and Bagging and Gradient Boosting. See also lecture from STK-IN4300, lecture 7 at ."
]
},
{
"cell_type": "markdown",
- "id": "1a0d87d6",
+ "id": "064d6043",
"metadata": {
"editable": true
},
@@ -89,7 +92,7 @@
},
{
"cell_type": "markdown",
- "id": "56e46863",
+ "id": "356eedf2",
"metadata": {
"editable": true
},
@@ -101,7 +104,7 @@
},
{
"cell_type": "markdown",
- "id": "5695a619",
+ "id": "3ce8bad1",
"metadata": {
"editable": true
},
@@ -112,7 +115,7 @@
},
{
"cell_type": "markdown",
- "id": "c992a08c",
+ "id": "6c6451bf",
"metadata": {
"editable": true
},
@@ -134,7 +137,7 @@
},
{
"cell_type": "markdown",
- "id": "3bac813d",
+ "id": "27d6d1ae",
"metadata": {
"editable": true
},
@@ -147,7 +150,7 @@
},
{
"cell_type": "markdown",
- "id": "b60d3e74",
+ "id": "bfa3c24d",
"metadata": {
"editable": true
},
@@ -159,7 +162,7 @@
},
{
"cell_type": "markdown",
- "id": "1117615c",
+ "id": "4bf97950",
"metadata": {
"editable": true
},
@@ -169,7 +172,7 @@
},
{
"cell_type": "markdown",
- "id": "64c09717",
+ "id": "a2984e5e",
"metadata": {
"editable": true
},
@@ -181,7 +184,7 @@
},
{
"cell_type": "markdown",
- "id": "fd337b27",
+ "id": "2b09f417",
"metadata": {
"editable": true
},
@@ -191,7 +194,7 @@
},
{
"cell_type": "markdown",
- "id": "1502885a",
+ "id": "8023a0cb",
"metadata": {
"editable": true
},
@@ -203,7 +206,7 @@
},
{
"cell_type": "markdown",
- "id": "d786f912",
+ "id": "5c997a4e",
"metadata": {
"editable": true
},
@@ -236,7 +239,7 @@
},
{
"cell_type": "markdown",
- "id": "5de98f70",
+ "id": "78cad2c8",
"metadata": {
"editable": true
},
@@ -260,7 +263,7 @@
},
{
"cell_type": "markdown",
- "id": "7e81e271",
+ "id": "4258e9a3",
"metadata": {
"editable": true
},
@@ -272,7 +275,7 @@
},
{
"cell_type": "markdown",
- "id": "8845d92b",
+ "id": "833c6378",
"metadata": {
"editable": true
},
@@ -284,7 +287,7 @@
},
{
"cell_type": "markdown",
- "id": "bdf20e39",
+ "id": "6ef215f9",
"metadata": {
"editable": true
},
@@ -312,7 +315,7 @@
},
{
"cell_type": "markdown",
- "id": "7bbbb688",
+ "id": "f2851a70",
"metadata": {
"editable": true
},
@@ -338,7 +341,7 @@
},
{
"cell_type": "markdown",
- "id": "4ba9ac4b",
+ "id": "a07b0aa4",
"metadata": {
"editable": true
},
@@ -361,7 +364,7 @@
},
{
"cell_type": "markdown",
- "id": "5714cdd7",
+ "id": "68e15819",
"metadata": {
"editable": true
},
@@ -388,7 +391,7 @@
},
{
"cell_type": "markdown",
- "id": "5c15435f",
+ "id": "ad5af0ba",
"metadata": {
"editable": true
},
@@ -407,7 +410,7 @@
},
{
"cell_type": "markdown",
- "id": "eb39940c",
+ "id": "35a39a31",
"metadata": {
"editable": true
},
@@ -419,7 +422,7 @@
},
{
"cell_type": "markdown",
- "id": "4d9b9e2e",
+ "id": "740a044f",
"metadata": {
"editable": true
},
@@ -432,7 +435,7 @@
},
{
"cell_type": "markdown",
- "id": "d5167f74",
+ "id": "c802be71",
"metadata": {
"editable": true
},
@@ -444,7 +447,7 @@
},
{
"cell_type": "markdown",
- "id": "01f67bea",
+ "id": "de5344d3",
"metadata": {
"editable": true
},
@@ -454,7 +457,7 @@
},
{
"cell_type": "markdown",
- "id": "1e531f1a",
+ "id": "72786075",
"metadata": {
"editable": true
},
@@ -466,7 +469,7 @@
},
{
"cell_type": "markdown",
- "id": "efbea2ac",
+ "id": "48d1be9c",
"metadata": {
"editable": true
},
@@ -476,7 +479,7 @@
},
{
"cell_type": "markdown",
- "id": "280b2efb",
+ "id": "a097c295",
"metadata": {
"editable": true
},
@@ -488,7 +491,7 @@
},
{
"cell_type": "markdown",
- "id": "7babf817",
+ "id": "5db28c62",
"metadata": {
"editable": true
},
@@ -499,7 +502,7 @@
{
"cell_type": "code",
"execution_count": 1,
- "id": "055c462e",
+ "id": "5b7a88ad",
"metadata": {
"collapsed": false,
"editable": true
@@ -543,7 +546,7 @@
},
{
"cell_type": "markdown",
- "id": "373cd1f1",
+ "id": "eaa1f08b",
"metadata": {
"editable": true
},
@@ -554,7 +557,7 @@
{
"cell_type": "code",
"execution_count": 2,
- "id": "9ba3d312",
+ "id": "1a763576",
"metadata": {
"collapsed": false,
"editable": true
@@ -589,7 +592,7 @@
},
{
"cell_type": "markdown",
- "id": "d7f37116",
+ "id": "58a2738c",
"metadata": {
"editable": true
},
@@ -602,7 +605,7 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "b58ec950",
+ "id": "f7e18580",
"metadata": {
"collapsed": false,
"editable": true
@@ -620,7 +623,7 @@
},
{
"cell_type": "markdown",
- "id": "d84de959",
+ "id": "8061fe8f",
"metadata": {
"editable": true
},
@@ -634,7 +637,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "2fa071b1",
+ "id": "2a788de7",
"metadata": {
"collapsed": false,
"editable": true
@@ -653,7 +656,7 @@
},
{
"cell_type": "markdown",
- "id": "1e720eed",
+ "id": "41ea7294",
"metadata": {
"editable": true
},
@@ -673,7 +676,7 @@
},
{
"cell_type": "markdown",
- "id": "2af37685",
+ "id": "9e3a8ecf",
"metadata": {
"editable": true
},
@@ -690,7 +693,7 @@
},
{
"cell_type": "markdown",
- "id": "537562c6",
+ "id": "f846fc52",
"metadata": {
"editable": true
},
@@ -702,7 +705,7 @@
},
{
"cell_type": "markdown",
- "id": "68e22aac",
+ "id": "78e24460",
"metadata": {
"editable": true
},
@@ -719,7 +722,7 @@
},
{
"cell_type": "markdown",
- "id": "3f559b28",
+ "id": "bba3805d",
"metadata": {
"editable": true
},
@@ -732,7 +735,7 @@
},
{
"cell_type": "markdown",
- "id": "71b5c257",
+ "id": "e6f8c64d",
"metadata": {
"editable": true
},
@@ -744,7 +747,7 @@
},
{
"cell_type": "markdown",
- "id": "e637fe3d",
+ "id": "94ab70ce",
"metadata": {
"editable": true
},
@@ -754,7 +757,7 @@
},
{
"cell_type": "markdown",
- "id": "4e57f15a",
+ "id": "3fbb5181",
"metadata": {
"editable": true
},
@@ -766,7 +769,7 @@
},
{
"cell_type": "markdown",
- "id": "5a9ef68b",
+ "id": "758a8818",
"metadata": {
"editable": true
},
@@ -776,7 +779,7 @@
},
{
"cell_type": "markdown",
- "id": "b23ecfb6",
+ "id": "a5086097",
"metadata": {
"editable": true
},
@@ -788,7 +791,7 @@
},
{
"cell_type": "markdown",
- "id": "0c46a30e",
+ "id": "20dbf11b",
"metadata": {
"editable": true
},
@@ -801,7 +804,7 @@
},
{
"cell_type": "markdown",
- "id": "f4befc8a",
+ "id": "78091aed",
"metadata": {
"editable": true
},
@@ -816,7 +819,7 @@
},
{
"cell_type": "markdown",
- "id": "25b94011",
+ "id": "5ec19b07",
"metadata": {
"editable": true
},
@@ -842,7 +845,7 @@
},
{
"cell_type": "markdown",
- "id": "25639088",
+ "id": "fff19864",
"metadata": {
"editable": true
},
@@ -870,7 +873,7 @@
},
{
"cell_type": "markdown",
- "id": "b593237d",
+ "id": "1f42931a",
"metadata": {
"editable": true
},
@@ -887,7 +890,7 @@
},
{
"cell_type": "markdown",
- "id": "91f6b55e",
+ "id": "06c4133a",
"metadata": {
"editable": true
},
@@ -898,7 +901,7 @@
{
"cell_type": "code",
"execution_count": 5,
- "id": "2a84d4a4",
+ "id": "67932811",
"metadata": {
"collapsed": false,
"editable": true
@@ -971,7 +974,7 @@
},
{
"cell_type": "markdown",
- "id": "e209e5da",
+ "id": "3c8c7b4e",
"metadata": {
"editable": true
},
@@ -1015,7 +1018,7 @@
},
{
"cell_type": "markdown",
- "id": "d8a45185",
+ "id": "4ff6ef02",
"metadata": {
"editable": true
},
@@ -1026,7 +1029,7 @@
{
"cell_type": "code",
"execution_count": 6,
- "id": "8d46cd6c",
+ "id": "03aefafe",
"metadata": {
"collapsed": false,
"editable": true
@@ -1104,7 +1107,7 @@
},
{
"cell_type": "markdown",
- "id": "bc86c6e2",
+ "id": "b028a4a4",
"metadata": {
"editable": true
},
@@ -1122,7 +1125,7 @@
{
"cell_type": "code",
"execution_count": 7,
- "id": "67cf3feb",
+ "id": "092c0d00",
"metadata": {
"collapsed": false,
"editable": true
@@ -1193,7 +1196,7 @@
},
{
"cell_type": "markdown",
- "id": "2b17db58",
+ "id": "15bd458f",
"metadata": {
"editable": true
},
@@ -1204,7 +1207,7 @@
{
"cell_type": "code",
"execution_count": 8,
- "id": "e2ffd4a9",
+ "id": "a6f65859",
"metadata": {
"collapsed": false,
"editable": true
@@ -1222,7 +1225,7 @@
{
"cell_type": "code",
"execution_count": 9,
- "id": "8447d194",
+ "id": "035252f2",
"metadata": {
"collapsed": false,
"editable": true
@@ -1237,7 +1240,7 @@
},
{
"cell_type": "markdown",
- "id": "874da81e",
+ "id": "c877300c",
"metadata": {
"editable": true
},
@@ -1248,7 +1251,7 @@
{
"cell_type": "code",
"execution_count": 10,
- "id": "b6db9982",
+ "id": "10e26ed7",
"metadata": {
"collapsed": false,
"editable": true
@@ -1298,7 +1301,7 @@
{
"cell_type": "code",
"execution_count": 11,
- "id": "bc19f352",
+ "id": "36b8ee56",
"metadata": {
"collapsed": false,
"editable": true
@@ -1337,7 +1340,7 @@
},
{
"cell_type": "markdown",
- "id": "ff40c7b7",
+ "id": "927fc5e3",
"metadata": {
"editable": true
},
@@ -1361,7 +1364,7 @@
},
{
"cell_type": "markdown",
- "id": "cff76ce7",
+ "id": "6524048a",
"metadata": {
"editable": true
},
@@ -1389,7 +1392,7 @@
},
{
"cell_type": "markdown",
- "id": "290208bf",
+ "id": "1ec86275",
"metadata": {
"editable": true
},
@@ -1420,7 +1423,7 @@
},
{
"cell_type": "markdown",
- "id": "1ba72d76",
+ "id": "fa225481",
"metadata": {
"editable": true
},
@@ -1436,7 +1439,7 @@
},
{
"cell_type": "markdown",
- "id": "70f1b9a0",
+ "id": "d56c3d70",
"metadata": {
"editable": true
},
@@ -1460,7 +1463,7 @@
},
{
"cell_type": "markdown",
- "id": "9c6368b3",
+ "id": "fe0d2007",
"metadata": {
"editable": true
},
@@ -1491,7 +1494,7 @@
},
{
"cell_type": "markdown",
- "id": "831bab47",
+ "id": "2ad9e988",
"metadata": {
"editable": true
},
@@ -1502,7 +1505,7 @@
{
"cell_type": "code",
"execution_count": 12,
- "id": "396a564f",
+ "id": "0ace3709",
"metadata": {
"collapsed": false,
"editable": true
@@ -1550,7 +1553,7 @@
},
{
"cell_type": "markdown",
- "id": "1a47c3dc",
+ "id": "535f88e3",
"metadata": {
"editable": true
},
@@ -1561,7 +1564,7 @@
{
"cell_type": "code",
"execution_count": 13,
- "id": "05709037",
+ "id": "c6b11b3e",
"metadata": {
"collapsed": false,
"editable": true
@@ -1595,7 +1598,7 @@
},
{
"cell_type": "markdown",
- "id": "7567cc03",
+ "id": "a2ee5394",
"metadata": {
"editable": true
},
@@ -1608,7 +1611,7 @@
{
"cell_type": "code",
"execution_count": 14,
- "id": "65319b56",
+ "id": "6269c1ff",
"metadata": {
"collapsed": false,
"editable": true
@@ -1661,7 +1664,7 @@
},
{
"cell_type": "markdown",
- "id": "f5a68723",
+ "id": "8df84aa6",
"metadata": {
"editable": true
},
@@ -1672,7 +1675,7 @@
{
"cell_type": "code",
"execution_count": 15,
- "id": "5813866a",
+ "id": "fa65d150",
"metadata": {
"collapsed": false,
"editable": true
@@ -1702,7 +1705,7 @@
{
"cell_type": "code",
"execution_count": 16,
- "id": "830a0e71",
+ "id": "0ecf981d",
"metadata": {
"collapsed": false,
"editable": true
@@ -1720,7 +1723,7 @@
{
"cell_type": "code",
"execution_count": 17,
- "id": "84ab0a03",
+ "id": "21319626",
"metadata": {
"collapsed": false,
"editable": true
@@ -1740,7 +1743,7 @@
{
"cell_type": "code",
"execution_count": 18,
- "id": "df22a42d",
+ "id": "7de9f334",
"metadata": {
"collapsed": false,
"editable": true
@@ -1757,7 +1760,7 @@
},
{
"cell_type": "markdown",
- "id": "fc679c18",
+ "id": "6b04ea0e",
"metadata": {
"editable": true
},
@@ -1779,7 +1782,7 @@
},
{
"cell_type": "markdown",
- "id": "c338a140",
+ "id": "650ae332",
"metadata": {
"editable": true
},
@@ -1811,7 +1814,7 @@
},
{
"cell_type": "markdown",
- "id": "d6c4024d",
+ "id": "b2251c5a",
"metadata": {
"editable": true
},
@@ -1825,7 +1828,7 @@
{
"cell_type": "code",
"execution_count": 19,
- "id": "3e843b8a",
+ "id": "137517f2",
"metadata": {
"collapsed": false,
"editable": true
@@ -1894,7 +1897,7 @@
},
{
"cell_type": "markdown",
- "id": "a0a80178",
+ "id": "17dd0230",
"metadata": {
"editable": true
},
@@ -1917,7 +1920,7 @@
},
{
"cell_type": "markdown",
- "id": "9f44e8c0",
+ "id": "4bb35e43",
"metadata": {
"editable": true
},
@@ -1929,7 +1932,7 @@
},
{
"cell_type": "markdown",
- "id": "37291a05",
+ "id": "fdd6f879",
"metadata": {
"editable": true
},
@@ -1954,7 +1957,7 @@
},
{
"cell_type": "markdown",
- "id": "0be5b6c3",
+ "id": "a1272ed6",
"metadata": {
"editable": true
},
@@ -1980,7 +1983,7 @@
},
{
"cell_type": "markdown",
- "id": "fede920e",
+ "id": "f7c677df",
"metadata": {
"editable": true
},
@@ -1991,7 +1994,7 @@
{
"cell_type": "code",
"execution_count": 20,
- "id": "bbc27ece",
+ "id": "48016865",
"metadata": {
"collapsed": false,
"editable": true
@@ -2063,7 +2066,7 @@
},
{
"cell_type": "markdown",
- "id": "7913e347",
+ "id": "42470478",
"metadata": {
"editable": true
},
@@ -2079,7 +2082,7 @@
},
{
"cell_type": "markdown",
- "id": "ad87de09",
+ "id": "c7c588f2",
"metadata": {
"editable": true
},
@@ -2090,7 +2093,7 @@
{
"cell_type": "code",
"execution_count": 21,
- "id": "c532317c",
+ "id": "b68e7cd5",
"metadata": {
"collapsed": false,
"editable": true
@@ -2105,7 +2108,7 @@
{
"cell_type": "code",
"execution_count": 22,
- "id": "8c51aedd",
+ "id": "4847e0f9",
"metadata": {
"collapsed": false,
"editable": true
@@ -2123,7 +2126,7 @@
},
{
"cell_type": "markdown",
- "id": "527f134c",
+ "id": "11420034",
"metadata": {
"editable": true
},
@@ -2143,7 +2146,7 @@
},
{
"cell_type": "markdown",
- "id": "4446e3df",
+ "id": "1e9eab7e",
"metadata": {
"editable": true
},
@@ -2157,7 +2160,7 @@
},
{
"cell_type": "markdown",
- "id": "f1775df0",
+ "id": "5acc700e",
"metadata": {
"editable": true
},
@@ -2169,7 +2172,7 @@
},
{
"cell_type": "markdown",
- "id": "22abcdf4",
+ "id": "5d214d54",
"metadata": {
"editable": true
},
@@ -2186,7 +2189,7 @@
},
{
"cell_type": "markdown",
- "id": "3646360d",
+ "id": "863cfd76",
"metadata": {
"editable": true
},
@@ -2198,7 +2201,7 @@
},
{
"cell_type": "markdown",
- "id": "ef362813",
+ "id": "1b7eb8c7",
"metadata": {
"editable": true
},
@@ -2212,7 +2215,7 @@
},
{
"cell_type": "markdown",
- "id": "2aa0474a",
+ "id": "04ee1d98",
"metadata": {
"editable": true
},
@@ -2224,7 +2227,7 @@
},
{
"cell_type": "markdown",
- "id": "04df8e29",
+ "id": "91f6dcfc",
"metadata": {
"editable": true
},
@@ -2237,7 +2240,7 @@
},
{
"cell_type": "markdown",
- "id": "4ce3858e",
+ "id": "4800533c",
"metadata": {
"editable": true
},
@@ -2249,7 +2252,7 @@
},
{
"cell_type": "markdown",
- "id": "5c25282a",
+ "id": "84ca1c80",
"metadata": {
"editable": true
},
@@ -2259,7 +2262,7 @@
},
{
"cell_type": "markdown",
- "id": "a483876b",
+ "id": "fdb42ba6",
"metadata": {
"editable": true
},
@@ -2287,7 +2290,7 @@
},
{
"cell_type": "markdown",
- "id": "34b4f8fa",
+ "id": "11b0e7fc",
"metadata": {
"editable": true
},
@@ -2303,7 +2306,7 @@
},
{
"cell_type": "markdown",
- "id": "52a7a596",
+ "id": "50a7534e",
"metadata": {
"editable": true
},
@@ -2315,7 +2318,7 @@
},
{
"cell_type": "markdown",
- "id": "fdc0273e",
+ "id": "773d41d8",
"metadata": {
"editable": true
},
@@ -2326,7 +2329,7 @@
},
{
"cell_type": "markdown",
- "id": "297a1574",
+ "id": "24db47b7",
"metadata": {
"editable": true
},
@@ -2338,7 +2341,7 @@
},
{
"cell_type": "markdown",
- "id": "871eee02",
+ "id": "3747cb96",
"metadata": {
"editable": true
},
@@ -2348,7 +2351,7 @@
},
{
"cell_type": "markdown",
- "id": "8d396469",
+ "id": "0c63112a",
"metadata": {
"editable": true
},
@@ -2360,7 +2363,7 @@
},
{
"cell_type": "markdown",
- "id": "45079607",
+ "id": "687e52c8",
"metadata": {
"editable": true
},
@@ -2370,7 +2373,7 @@
},
{
"cell_type": "markdown",
- "id": "39e6b26e",
+ "id": "9e403030",
"metadata": {
"editable": true
},
@@ -2382,7 +2385,7 @@
},
{
"cell_type": "markdown",
- "id": "9b3840f3",
+ "id": "2b8828e0",
"metadata": {
"editable": true
},
@@ -2392,7 +2395,7 @@
},
{
"cell_type": "markdown",
- "id": "067eabcc",
+ "id": "4aa164c5",
"metadata": {
"editable": true
},
@@ -2404,7 +2407,7 @@
},
{
"cell_type": "markdown",
- "id": "af02c603",
+ "id": "8a458fb7",
"metadata": {
"editable": true
},
@@ -2418,7 +2421,7 @@
},
{
"cell_type": "markdown",
- "id": "2023c709",
+ "id": "94662536",
"metadata": {
"editable": true
},
@@ -2434,7 +2437,7 @@
},
{
"cell_type": "markdown",
- "id": "663987d3",
+ "id": "29aefb8e",
"metadata": {
"editable": true
},
@@ -2446,7 +2449,7 @@
},
{
"cell_type": "markdown",
- "id": "3e9edc83",
+ "id": "87496088",
"metadata": {
"editable": true
},
@@ -2462,7 +2465,7 @@
},
{
"cell_type": "markdown",
- "id": "3cda9bcd",
+ "id": "899cccf6",
"metadata": {
"editable": true
},
@@ -2474,7 +2477,7 @@
},
{
"cell_type": "markdown",
- "id": "7edaf000",
+ "id": "cc7b5599",
"metadata": {
"editable": true
},
@@ -2484,7 +2487,7 @@
},
{
"cell_type": "markdown",
- "id": "1fa4f58b",
+ "id": "1a20ae23",
"metadata": {
"editable": true
},
@@ -2496,7 +2499,7 @@
},
{
"cell_type": "markdown",
- "id": "e28a8e62",
+ "id": "4f2d5831",
"metadata": {
"editable": true
},
@@ -2508,7 +2511,7 @@
},
{
"cell_type": "markdown",
- "id": "5a37bdc6",
+ "id": "38551f31",
"metadata": {
"editable": true
},
@@ -2520,7 +2523,7 @@
},
{
"cell_type": "markdown",
- "id": "4c4be7c9",
+ "id": "8bb7d465",
"metadata": {
"editable": true
},
@@ -2531,7 +2534,7 @@
},
{
"cell_type": "markdown",
- "id": "38b84a95",
+ "id": "a0fc51e8",
"metadata": {
"editable": true
},
@@ -2543,7 +2546,7 @@
},
{
"cell_type": "markdown",
- "id": "ba895ac8",
+ "id": "c95f100c",
"metadata": {
"editable": true
},
@@ -2554,7 +2557,7 @@
},
{
"cell_type": "markdown",
- "id": "af95caad",
+ "id": "aa5cf190",
"metadata": {
"editable": true
},
@@ -2566,7 +2569,7 @@
},
{
"cell_type": "markdown",
- "id": "646e0ad0",
+ "id": "2685cb24",
"metadata": {
"editable": true
},
@@ -2576,7 +2579,7 @@
},
{
"cell_type": "markdown",
- "id": "51da297b",
+ "id": "3df2e2e1",
"metadata": {
"editable": true
},
@@ -2588,7 +2591,7 @@
},
{
"cell_type": "markdown",
- "id": "5fa1359f",
+ "id": "a6b0bba6",
"metadata": {
"editable": true
},
@@ -2600,7 +2603,7 @@
},
{
"cell_type": "markdown",
- "id": "c2b57438",
+ "id": "ea10764e",
"metadata": {
"editable": true
},
@@ -2612,7 +2615,7 @@
},
{
"cell_type": "markdown",
- "id": "893c5364",
+ "id": "8d1e8370",
"metadata": {
"editable": true
},
@@ -2624,7 +2627,7 @@
},
{
"cell_type": "markdown",
- "id": "aeda7004",
+ "id": "1326eac9",
"metadata": {
"editable": true
},
@@ -2634,7 +2637,7 @@
},
{
"cell_type": "markdown",
- "id": "610ed75e",
+ "id": "c05be8ba",
"metadata": {
"editable": true
},
@@ -2646,7 +2649,7 @@
},
{
"cell_type": "markdown",
- "id": "2b3f30a8",
+ "id": "839f2e77",
"metadata": {
"editable": true
},
@@ -2656,7 +2659,7 @@
},
{
"cell_type": "markdown",
- "id": "0bbb00a7",
+ "id": "bf606be4",
"metadata": {
"editable": true
},
@@ -2668,7 +2671,7 @@
},
{
"cell_type": "markdown",
- "id": "027b1d12",
+ "id": "3d11a5a4",
"metadata": {
"editable": true
},
@@ -2678,7 +2681,7 @@
},
{
"cell_type": "markdown",
- "id": "bef74b85",
+ "id": "fb910dfd",
"metadata": {
"editable": true
},
@@ -2690,7 +2693,7 @@
},
{
"cell_type": "markdown",
- "id": "71e5d396",
+ "id": "2967fd46",
"metadata": {
"editable": true
},
@@ -2700,7 +2703,7 @@
},
{
"cell_type": "markdown",
- "id": "9216bec9",
+ "id": "ec6f136a",
"metadata": {
"editable": true
},
@@ -2712,7 +2715,7 @@
},
{
"cell_type": "markdown",
- "id": "fd01ca82",
+ "id": "be86e23e",
"metadata": {
"editable": true
},
@@ -2722,7 +2725,7 @@
},
{
"cell_type": "markdown",
- "id": "94eafa92",
+ "id": "8fb16115",
"metadata": {
"editable": true
},
@@ -2734,7 +2737,7 @@
},
{
"cell_type": "markdown",
- "id": "257ef84d",
+ "id": "2910e9b5",
"metadata": {
"editable": true
},
@@ -2754,7 +2757,7 @@
},
{
"cell_type": "markdown",
- "id": "387cf524",
+ "id": "22f62661",
"metadata": {
"editable": true
},
@@ -2766,7 +2769,7 @@
},
{
"cell_type": "markdown",
- "id": "7642db24",
+ "id": "899f0fb9",
"metadata": {
"editable": true
},
@@ -2776,7 +2779,7 @@
},
{
"cell_type": "markdown",
- "id": "bfaadd1b",
+ "id": "91e18843",
"metadata": {
"editable": true
},
@@ -2792,7 +2795,7 @@
},
{
"cell_type": "markdown",
- "id": "00ae56a9",
+ "id": "f24bf3b3",
"metadata": {
"editable": true
},
@@ -2804,7 +2807,7 @@
},
{
"cell_type": "markdown",
- "id": "225ecc0c",
+ "id": "901ad2cf",
"metadata": {
"editable": true
},
@@ -2832,7 +2835,7 @@
},
{
"cell_type": "markdown",
- "id": "23d21cb5",
+ "id": "b5fda3f2",
"metadata": {
"editable": true
},
@@ -2845,7 +2848,7 @@
{
"cell_type": "code",
"execution_count": 23,
- "id": "5b306dbb",
+ "id": "cc329c35",
"metadata": {
"collapsed": false,
"editable": true
@@ -2870,7 +2873,7 @@
},
{
"cell_type": "markdown",
- "id": "1ad57bea",
+ "id": "d37f17aa",
"metadata": {
"editable": true
},
@@ -2881,7 +2884,7 @@
{
"cell_type": "code",
"execution_count": 24,
- "id": "9fa47591",
+ "id": "7cbd052b",
"metadata": {
"collapsed": false,
"editable": true
@@ -2970,7 +2973,7 @@
},
{
"cell_type": "markdown",
- "id": "23a21ab9",
+ "id": "0e9991e8",
"metadata": {
"editable": true
},
@@ -2988,7 +2991,7 @@
},
{
"cell_type": "markdown",
- "id": "894970ab",
+ "id": "4557de10",
"metadata": {
"editable": true
},
@@ -3001,7 +3004,7 @@
},
{
"cell_type": "markdown",
- "id": "ba3e00c7",
+ "id": "47bdf294",
"metadata": {
"editable": true
},
@@ -3013,7 +3016,7 @@
},
{
"cell_type": "markdown",
- "id": "025a4a04",
+ "id": "e0a4e031",
"metadata": {
"editable": true
},
@@ -3023,7 +3026,7 @@
},
{
"cell_type": "markdown",
- "id": "00edbd24",
+ "id": "6525fc1f",
"metadata": {
"editable": true
},
@@ -3035,7 +3038,7 @@
},
{
"cell_type": "markdown",
- "id": "b8e706d0",
+ "id": "ccfec431",
"metadata": {
"editable": true
},
@@ -3045,7 +3048,7 @@
},
{
"cell_type": "markdown",
- "id": "15830208",
+ "id": "925f3e26",
"metadata": {
"editable": true
},
@@ -3057,7 +3060,7 @@
},
{
"cell_type": "markdown",
- "id": "0cea352b",
+ "id": "b7ba4191",
"metadata": {
"editable": true
},
@@ -3070,7 +3073,7 @@
},
{
"cell_type": "markdown",
- "id": "80ef3457",
+ "id": "9b740ca0",
"metadata": {
"editable": true
},
@@ -3082,7 +3085,7 @@
},
{
"cell_type": "markdown",
- "id": "f8b48156",
+ "id": "8b2a68d9",
"metadata": {
"editable": true
},
@@ -3094,7 +3097,7 @@
},
{
"cell_type": "markdown",
- "id": "85fd2972",
+ "id": "883d81c4",
"metadata": {
"editable": true
},
@@ -3106,7 +3109,7 @@
},
{
"cell_type": "markdown",
- "id": "2d109d22",
+ "id": "92543f96",
"metadata": {
"editable": true
},
@@ -3116,7 +3119,7 @@
},
{
"cell_type": "markdown",
- "id": "d06bc383",
+ "id": "12ff3de5",
"metadata": {
"editable": true
},
@@ -3128,7 +3131,7 @@
},
{
"cell_type": "markdown",
- "id": "c3aec756",
+ "id": "897198bb",
"metadata": {
"editable": true
},
@@ -3138,7 +3141,7 @@
},
{
"cell_type": "markdown",
- "id": "e3a45e4c",
+ "id": "631dbe1e",
"metadata": {
"editable": true
},
@@ -3154,7 +3157,7 @@
},
{
"cell_type": "markdown",
- "id": "b67a78f2",
+ "id": "929a3f64",
"metadata": {
"editable": true
},
@@ -3166,7 +3169,7 @@
},
{
"cell_type": "markdown",
- "id": "c28b4f95",
+ "id": "64dda38b",
"metadata": {
"editable": true
},
@@ -3187,7 +3190,7 @@
},
{
"cell_type": "markdown",
- "id": "e0537946",
+ "id": "f6f82efe",
"metadata": {
"editable": true
},
@@ -3198,7 +3201,7 @@
{
"cell_type": "code",
"execution_count": 25,
- "id": "aeb13f92",
+ "id": "c467ace7",
"metadata": {
"collapsed": false,
"editable": true
@@ -3250,7 +3253,7 @@
},
{
"cell_type": "markdown",
- "id": "0f3ebcc3",
+ "id": "3e69cfa0",
"metadata": {
"editable": true
},
@@ -3261,7 +3264,7 @@
{
"cell_type": "code",
"execution_count": 26,
- "id": "5cd3bdba",
+ "id": "7623c2af",
"metadata": {
"collapsed": false,
"editable": true
@@ -3312,7 +3315,7 @@
},
{
"cell_type": "markdown",
- "id": "898b364e",
+ "id": "64ab6229",
"metadata": {
"editable": true
},
@@ -3335,7 +3338,7 @@
},
{
"cell_type": "markdown",
- "id": "33ef99cd",
+ "id": "a8d32999",
"metadata": {
"editable": true
},
@@ -3346,7 +3349,7 @@
{
"cell_type": "code",
"execution_count": 27,
- "id": "e824145e",
+ "id": "3e73c2da",
"metadata": {
"collapsed": false,
"editable": true
@@ -3398,7 +3401,7 @@
},
{
"cell_type": "markdown",
- "id": "d3afaeea",
+ "id": "30265e70",
"metadata": {
"editable": true
},
@@ -3411,7 +3414,7 @@
{
"cell_type": "code",
"execution_count": 28,
- "id": "c751b513",
+ "id": "df419103",
"metadata": {
"collapsed": false,
"editable": true
@@ -3474,7 +3477,7 @@
},
{
"cell_type": "markdown",
- "id": "219c871d",
+ "id": "0e3c12cf",
"metadata": {
"editable": true
},
@@ -3485,7 +3488,7 @@
{
"cell_type": "code",
"execution_count": 29,
- "id": "8b7d107b",
+ "id": "77c3cedf",
"metadata": {
"collapsed": false,
"editable": true
diff --git a/doc/src/week47/week47.do.txt b/doc/src/week47/week47.do.txt
index 0f17f46fc..4d2287f50 100644
--- a/doc/src/week47/week47.do.txt
+++ b/doc/src/week47/week47.do.txt
@@ -16,8 +16,10 @@ o Basics of decision trees, classification and regression algorithms and ensembl
o Readings and Videos:
o These lecture notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb"
o See also lecture notes from week 46 at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week46/ipynb/week46.ipynb". The lecture on Monday starts with a repetition on how to make a decision tree.
+ o Video of lecture at URL:"https://youtu.be/RIHzmLv05DA"
+ o Whiteboard notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf"
# * "Video of Lecture":"https://youtu.be/SpWXsvn5I9E"
-# * "Whiteboard notes":"https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2023/NotesNov23.pdf"
+
o Video on Decision trees URL:"https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn"
o Video on boosting methods URL:"https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai"
o Video on AdaBoost URL:"https://www.youtube.com/watch?v=LsK-xG1cLYA"