From d0b6548cb69abd9a5c64e20e937e7b459db8cc76 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 18 Nov 2024 16:45:41 +0100 Subject: [PATCH] added video --- doc/pub/week47/html/._week47-bs001.html | 7 +- doc/pub/week47/html/week47-reveal.html | 7 +- doc/pub/week47/html/week47-solarized.html | 7 +- doc/pub/week47/html/week47.html | 7 +- doc/pub/week47/ipynb/DataFiles/ride.dot | 2 +- .../ipynb/Results/FigureFiles/baggingboot.png | Bin 27421 -> 27441 bytes doc/pub/week47/ipynb/ipynb-week47-src.tar.gz | Bin 79997 -> 79997 bytes doc/pub/week47/ipynb/week47.ipynb | 381 +++++++++--------- doc/src/week47/week47.do.txt | 4 +- 9 files changed, 212 insertions(+), 203 deletions(-) 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:
    1. These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
      2. -
    2. 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. - -
      3. +
    3. 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.
      4. +
    4. Video of lecture at https://youtu.be/RIHzmLv05DA
      5. +
    5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf +
    6. Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn
    7. Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai
    8. Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
      9. 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({

    9. Readings and Videos:

      1. These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
        2. -

      2. 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. - -
        3. +

      3. 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.
        4. +

      4. Video of lecture at https://youtu.be/RIHzmLv05DA
        5. +

      5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf +

      6. Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn

      7. Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai

      8. Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
        9. 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({
      9. Readings and Videos:
        1. These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
          2. -
        2. 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. - -
          3. +
        3. 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.
          4. +
        4. Video of lecture at https://youtu.be/RIHzmLv05DA
          5. +
        5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf +
        6. Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn
        7. Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai
        8. Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
          9. 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({
        9. Readings and Videos:
          1. These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week47/ipynb/week47.ipynb
            2. -
          2. 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. - -
            3. +
          3. 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.
            4. +
          4. Video of lecture at https://youtu.be/RIHzmLv05DA
            5. +
          5. Whiteboard notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesNovember18.pdf +
          6. Video on Decision trees https://www.youtube.com/watch?v=RmajweUFKvM&ab_channel=Simplilearn
          7. Video on boosting methods https://www.youtube.com/watch?v=wPqtzj5VZus&ab_channel=H2O.ai
          8. Video on AdaBoost https://www.youtube.com/watch?v=LsK-xG1cLYA
            9. 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 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868e982e5d64912a18d51f7eb7e559d45c02a58f..7298c4d903ad032a25cbed381e77a03838d742e7 100644 GIT binary patch delta 21 ccmezSf#vT97Iyh=4hE4#>qhpi?2Kg=0AcJ0KL7v# delta 21 ccmezSf#vT97Iyh=4hE&KmW}LN*%`|$0B4*B-v9sr 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"