From df2f85227b474b8f8f48fd956975356d04775057 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Sun, 17 Nov 2024 14:52:45 +0100 Subject: [PATCH] update --- doc/pub/week47/html/._week47-bs001.html | 1 - doc/pub/week47/html/week47-reveal.html | 1 - doc/pub/week47/html/week47-solarized.html | 1 - doc/pub/week47/html/week47.html | 1 - doc/pub/week47/ipynb/DataFiles/cancer.dot | 58 +-- doc/pub/week47/ipynb/DataFiles/cancer.png | Bin 221561 -> 248299 bytes doc/pub/week47/ipynb/DataFiles/ride.dot | 14 +- .../ipynb/Results/FigureFiles/baggingboot.png | Bin 27071 -> 27421 bytes .../FigureFiles/gdclassiffierconfusion.png | Bin 17971 -> 19397 bytes .../Results/FigureFiles/gdclassiffierroc.png | Bin 45184 -> 45336 bytes .../Results/FigureFiles/gdregression.png | Bin 13031 -> 14906 bytes .../FigureFiles/xdclassiffierconfusion.png | Bin 17701 -> 18763 bytes .../ipynb/Results/FigureFiles/xgparams.png | Bin 69209 -> 75386 bytes doc/pub/week47/ipynb/ipynb-week47-src.tar.gz | Bin 79997 -> 79997 bytes doc/pub/week47/ipynb/week47.ipynb | 370 +++++++++--------- doc/src/week47/week47.do.txt | 1 - 16 files changed, 220 insertions(+), 227 deletions(-) diff --git a/doc/pub/week47/html/._week47-bs001.html b/doc/pub/week47/html/._week47-bs001.html index c9186a9a7..19f8a235f 100644 --- a/doc/pub/week47/html/._week47-bs001.html +++ b/doc/pub/week47/html/._week47-bs001.html @@ -367,7 +367,6 @@ MathJax.Hub.Config({
  • Video on Gradient boost, part 1, parts 2-4 follow thereafter https://www.youtube.com/watch?v=3CC4N4z3GJc
  • 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 https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf.
  • -
  • Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from STK-IN4300, lecture 7. Chapter 9.2 of Hastie et al contains also a good discussion.
  • diff --git a/doc/pub/week47/html/week47-reveal.html b/doc/pub/week47/html/week47-reveal.html index 5d71e8ed2..4106656f1 100644 --- a/doc/pub/week47/html/week47-reveal.html +++ b/doc/pub/week47/html/week47-reveal.html @@ -227,7 +227,6 @@ MathJax.Hub.Config({

  • 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 https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf.
  • -

  • Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from STK-IN4300, lecture 7. Chapter 9.2 of Hastie et al contains also a good discussion.
  • diff --git a/doc/pub/week47/html/week47-solarized.html b/doc/pub/week47/html/week47-solarized.html index c2ccd0705..293865bbd 100644 --- a/doc/pub/week47/html/week47-solarized.html +++ b/doc/pub/week47/html/week47-solarized.html @@ -325,7 +325,6 @@ MathJax.Hub.Config({
  • Video on Gradient boost, part 1, parts 2-4 follow thereafter https://www.youtube.com/watch?v=3CC4N4z3GJc
  • 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 https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf.
  • -
  • Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from STK-IN4300, lecture 7. Chapter 9.2 of Hastie et al contains also a good discussion.
  • diff --git a/doc/pub/week47/html/week47.html b/doc/pub/week47/html/week47.html index b67b71dd7..1b2478dc2 100644 --- a/doc/pub/week47/html/week47.html +++ b/doc/pub/week47/html/week47.html @@ -402,7 +402,6 @@ MathJax.Hub.Config({
  • Video on Gradient boost, part 1, parts 2-4 follow thereafter https://www.youtube.com/watch?v=3CC4N4z3GJc
  • 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 https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf.
  • -
  • Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from STK-IN4300, lecture 7. Chapter 9.2 of Hastie et al contains also a good discussion.
  • diff --git a/doc/pub/week47/ipynb/DataFiles/cancer.dot b/doc/pub/week47/ipynb/DataFiles/cancer.dot index 5b4b48a9b..fc4ee6e62 100644 --- a/doc/pub/week47/ipynb/DataFiles/cancer.dot +++ b/doc/pub/week47/ipynb/DataFiles/cancer.dot @@ -1,57 +1,57 @@ digraph Tree { -node [shape=box, style="filled, rounded", color="black", fontname=helvetica] ; -edge [fontname=helvetica] ; -0 [label="worst perimeter <= 106.05\ngini = 0.465\nsamples = 426\nvalue = [[269, 157]\n[157, 269]]", fillcolor="#e5813908"] ; -1 [label="worst concave points <= 0.159\ngini = 0.067\nsamples = 259\nvalue = [[250, 9]\n[9, 250]]", fillcolor="#e58139db"] ; +node [shape=box, style="filled, rounded", color="black", fontname="helvetica"] ; +edge [fontname="helvetica"] ; +0 [label="worst perimeter <= 106.05\ngini = 0.465\nsamples = 426\nvalue = [[269, 157]\n[157, 269]]", fillcolor="#fefbf9"] ; +1 [label="worst concave points <= 0.159\ngini = 0.067\nsamples = 259\nvalue = [[250, 9]\n[9, 250]]", fillcolor="#e99355"] ; 0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; -2 [label="worst concave points <= 0.135\ngini = 0.031\nsamples = 253\nvalue = [[249, 4]\n[4, 249]]", fillcolor="#e58139ee"] ; +2 [label="worst concave points <= 0.135\ngini = 0.031\nsamples = 253\nvalue = [[249, 4]\n[4, 249]]", fillcolor="#e78946"] ; 1 -> 2 ; -3 [label="radius error <= 0.643\ngini = 0.008\nsamples = 242\nvalue = [[241, 1]\n[1, 241]]", fillcolor="#e58139fb"] ; +3 [label="area error <= 48.975\ngini = 0.008\nsamples = 242\nvalue = [[241, 1]\n[1, 241]]", fillcolor="#e5833c"] ; 2 -> 3 ; -4 [label="gini = 0.0\nsamples = 239\nvalue = [[239, 0]\n[0, 239]]", fillcolor="#e58139ff"] ; +4 [label="gini = 0.0\nsamples = 239\nvalue = [[239, 0]\n[0, 239]]", fillcolor="#e58139"] ; 3 -> 4 ; -5 [label="worst symmetry <= 0.208\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#e5813913"] ; +5 [label="mean symmetry <= 0.166\ngini = 0.444\nsamples = 3\nvalue = [[2, 1]\n[1, 2]]", fillcolor="#fdf6f0"] ; 3 -> 5 ; -6 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139ff"] ; +6 [label="gini = 0.0\nsamples = 1\nvalue = [[0, 1]\n[1, 0]]", fillcolor="#e58139"] ; 5 -> 6 ; -7 [label="gini = 0.0\nsamples = 2\nvalue = [[2, 0]\n[0, 2]]", fillcolor="#e58139ff"] ; +7 [label="gini = 0.0\nsamples = 2\nvalue = [[2, 0]\n[0, 2]]", fillcolor="#e58139"] ; 5 -> 7 ; -8 [label="worst texture <= 29.455\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#e581392c"] ; +8 [label="mean texture <= 20.84\ngini = 0.397\nsamples = 11\nvalue = [[8, 3]\n[3, 8]]", fillcolor="#fae9dd"] ; 2 -> 8 ; -9 [label="gini = 0.0\nsamples = 8\nvalue = [[8, 0]\n[0, 8]]", fillcolor="#e58139ff"] ; +9 [label="gini = 0.0\nsamples = 8\nvalue = [[8, 0]\n[0, 8]]", fillcolor="#e58139"] ; 8 -> 9 ; -10 [label="gini = 0.0\nsamples = 3\nvalue = [[0, 3]\n[3, 0]]", fillcolor="#e58139ff"] ; +10 [label="gini = 0.0\nsamples = 3\nvalue = [[0, 3]\n[3, 0]]", fillcolor="#e58139"] ; 8 -> 10 ; -11 [label="mean texture <= 16.22\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#e581396b"] ; +11 [label="worst texture <= 24.785\ngini = 0.278\nsamples = 6\nvalue = [[1, 5]\n[5, 1]]", fillcolor="#f4caac"] ; 1 -> 11 ; -12 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ; +12 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139"] ; 11 -> 12 ; -13 [label="gini = 0.0\nsamples = 5\nvalue = [[0, 5]\n[5, 0]]", fillcolor="#e58139ff"] ; +13 [label="gini = 0.0\nsamples = 5\nvalue = [[0, 5]\n[5, 0]]", fillcolor="#e58139"] ; 11 -> 13 ; -14 [label="worst texture <= 20.645\ngini = 0.202\nsamples = 167\nvalue = [[19, 148]\n[148, 19]]", fillcolor="#e5813994"] ; +14 [label="worst texture <= 20.645\ngini = 0.202\nsamples = 167\nvalue = [[19, 148]\n[148, 19]]", fillcolor="#f0b68c"] ; 0 -> 14 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; -15 [label="worst radius <= 17.74\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#e5813938"] ; +15 [label="worst concavity <= 0.318\ngini = 0.375\nsamples = 16\nvalue = [[12, 4]\n[4, 12]]", fillcolor="#f9e3d4"] ; 14 -> 15 ; -16 [label="gini = 0.0\nsamples = 11\nvalue = [[11, 0]\n[0, 11]]", fillcolor="#e58139ff"] ; +16 [label="gini = 0.0\nsamples = 11\nvalue = [[11, 0]\n[0, 11]]", fillcolor="#e58139"] ; 15 -> 16 ; -17 [label="mean texture <= 13.745\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#e5813955"] ; +17 [label="mean radius <= 15.06\ngini = 0.32\nsamples = 5\nvalue = [[1, 4]\n[4, 1]]", fillcolor="#f6d5bd"] ; 15 -> 17 ; -18 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139ff"] ; +18 [label="gini = 0.0\nsamples = 1\nvalue = [[1, 0]\n[0, 1]]", fillcolor="#e58139"] ; 17 -> 18 ; -19 [label="gini = 0.0\nsamples = 4\nvalue = [[0, 4]\n[4, 0]]", fillcolor="#e58139ff"] ; +19 [label="gini = 0.0\nsamples = 4\nvalue = [[0, 4]\n[4, 0]]", fillcolor="#e58139"] ; 17 -> 19 ; -20 [label="mean concave points <= 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"id": "e52e5823", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "fa24eb3c", + "id": "2ec77941", "metadata": { "editable": true }, @@ -62,14 +62,12 @@ "\n", "f. 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 . \n", - "\n", - "* Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from [STK-IN4300, lecture 7](https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf). Chapter 9.2 of Hastie et al contains also a good discussion." + "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 ." ] }, { "cell_type": "markdown", - "id": "d784b210", + "id": "1a0d87d6", "metadata": { "editable": true }, @@ -91,7 +89,7 @@ }, { "cell_type": "markdown", - "id": "8db0495c", + "id": "56e46863", "metadata": { "editable": true }, @@ -103,7 +101,7 @@ }, { "cell_type": "markdown", - "id": "d2bee1b4", + "id": "5695a619", "metadata": { "editable": true }, @@ -114,7 +112,7 @@ }, { "cell_type": "markdown", - "id": "0811715d", + "id": "c992a08c", "metadata": { "editable": true }, @@ -136,7 +134,7 @@ }, { "cell_type": "markdown", - "id": "e230740b", + "id": "3bac813d", "metadata": { "editable": true }, @@ -149,7 +147,7 @@ }, { "cell_type": "markdown", - "id": "6fb81b46", + "id": "b60d3e74", "metadata": { "editable": true }, @@ -161,7 +159,7 @@ }, { "cell_type": "markdown", - "id": "5a6c7eee", + "id": "1117615c", "metadata": { "editable": true }, @@ -171,7 +169,7 @@ }, { "cell_type": "markdown", - "id": "472962b3", + "id": "64c09717", "metadata": { "editable": true }, @@ -183,7 +181,7 @@ }, { "cell_type": "markdown", - "id": "5569b95d", + "id": "fd337b27", "metadata": { "editable": true }, @@ -193,7 +191,7 @@ }, { "cell_type": "markdown", - "id": "603c97da", + "id": "1502885a", "metadata": { "editable": true }, @@ -205,7 +203,7 @@ }, { "cell_type": "markdown", - "id": "a27085de", + "id": "d786f912", "metadata": { "editable": true }, @@ -238,7 +236,7 @@ }, { "cell_type": "markdown", - "id": "6edce7f4", + "id": "5de98f70", "metadata": { "editable": true }, @@ -262,7 +260,7 @@ }, { "cell_type": "markdown", - "id": "8ef9b6b3", + "id": "7e81e271", "metadata": { "editable": true }, @@ -274,7 +272,7 @@ }, { "cell_type": "markdown", - "id": "fff0f5a7", + "id": "8845d92b", "metadata": { "editable": true }, @@ -286,7 +284,7 @@ }, { "cell_type": "markdown", - "id": "f57b665d", + "id": "bdf20e39", "metadata": { "editable": true }, @@ -314,7 +312,7 @@ }, { "cell_type": "markdown", - "id": "0b74057b", + "id": "7bbbb688", "metadata": { "editable": true }, @@ -340,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "4610be03", + "id": "4ba9ac4b", "metadata": { "editable": true }, @@ -363,7 +361,7 @@ }, { "cell_type": "markdown", - "id": "32f831ba", + "id": "5714cdd7", "metadata": { "editable": true }, @@ -390,7 +388,7 @@ }, { "cell_type": "markdown", - "id": "34d5f655", + "id": "5c15435f", "metadata": { "editable": true }, @@ -409,7 +407,7 @@ }, { "cell_type": "markdown", - "id": "a3de75e0", + "id": "eb39940c", "metadata": { "editable": true }, @@ -421,7 +419,7 @@ }, { "cell_type": "markdown", - "id": "aa43ee50", + "id": "4d9b9e2e", "metadata": { "editable": true }, @@ -434,7 +432,7 @@ }, { "cell_type": "markdown", - "id": "e1222e38", + "id": "d5167f74", "metadata": { "editable": true }, @@ -446,7 +444,7 @@ }, { "cell_type": "markdown", - "id": "1395dc91", + "id": "01f67bea", "metadata": { "editable": true }, @@ -456,7 +454,7 @@ }, { "cell_type": "markdown", - "id": "993d40a8", + "id": "1e531f1a", "metadata": { "editable": true }, @@ -468,7 +466,7 @@ }, { "cell_type": "markdown", - "id": "6bd76b59", + "id": "efbea2ac", "metadata": { "editable": true }, @@ -478,7 +476,7 @@ }, { "cell_type": "markdown", - "id": "e9461b02", + "id": "280b2efb", "metadata": { "editable": true }, @@ -490,7 +488,7 @@ }, { "cell_type": "markdown", - "id": "ba2f5149", + "id": "7babf817", "metadata": { "editable": true }, @@ -501,7 +499,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "94ba287b", + "id": "055c462e", "metadata": { "collapsed": false, "editable": true @@ -545,7 +543,7 @@ }, { "cell_type": "markdown", - "id": "3344c069", + "id": "373cd1f1", "metadata": { "editable": true }, @@ -556,7 +554,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "a00d93af", + "id": "9ba3d312", "metadata": { "collapsed": false, "editable": true @@ -591,7 +589,7 @@ }, { "cell_type": "markdown", - "id": "3d3a793c", + "id": "d7f37116", "metadata": { "editable": true }, @@ -604,7 +602,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "9221c3e4", + "id": "b58ec950", "metadata": { "collapsed": false, "editable": true @@ -622,7 +620,7 @@ }, { "cell_type": "markdown", - "id": "884f2e72", + "id": "d84de959", "metadata": { "editable": true }, @@ -636,7 +634,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "e25589c9", + "id": "2fa071b1", "metadata": { "collapsed": false, "editable": true @@ -655,7 +653,7 @@ }, { "cell_type": "markdown", - "id": "941f9cfb", + "id": "1e720eed", "metadata": { "editable": true }, @@ -675,7 +673,7 @@ }, { "cell_type": "markdown", - "id": "91e465af", + "id": "2af37685", "metadata": { "editable": true }, @@ -692,7 +690,7 @@ }, { "cell_type": "markdown", - "id": "5856c050", + "id": "537562c6", "metadata": { "editable": true }, @@ -704,7 +702,7 @@ }, { "cell_type": "markdown", - "id": "6c6ff8fc", + "id": "68e22aac", "metadata": { "editable": true }, @@ -721,7 +719,7 @@ }, { "cell_type": "markdown", - "id": "9275e55a", + "id": "3f559b28", "metadata": { "editable": true }, @@ -734,7 +732,7 @@ }, { "cell_type": "markdown", - "id": "80931cfb", + "id": "71b5c257", "metadata": { "editable": true }, @@ -746,7 +744,7 @@ }, { "cell_type": "markdown", - "id": "c42166f3", + "id": "e637fe3d", "metadata": { "editable": true }, @@ -756,7 +754,7 @@ }, { "cell_type": "markdown", - "id": "b1d57a3a", + "id": "4e57f15a", "metadata": { "editable": true }, @@ -768,7 +766,7 @@ }, { "cell_type": "markdown", - "id": "583fb1e3", + "id": "5a9ef68b", "metadata": { "editable": true }, @@ -778,7 +776,7 @@ }, { "cell_type": "markdown", - "id": "96924faf", + "id": "b23ecfb6", "metadata": { "editable": true }, @@ -790,7 +788,7 @@ }, { "cell_type": "markdown", - "id": "fa77d3a5", + "id": "0c46a30e", "metadata": { "editable": true }, @@ -803,7 +801,7 @@ }, { "cell_type": "markdown", - "id": "ab9cb860", + "id": "f4befc8a", "metadata": { "editable": true }, @@ -818,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "cfe6346e", + "id": "25b94011", "metadata": { "editable": true }, @@ -844,7 +842,7 @@ }, { "cell_type": "markdown", - "id": "a482c6f0", + "id": "25639088", "metadata": { "editable": true }, @@ -872,7 +870,7 @@ }, { "cell_type": "markdown", - "id": "20fe13e0", + "id": "b593237d", "metadata": { "editable": true }, @@ -889,7 +887,7 @@ }, { "cell_type": "markdown", - "id": "252813aa", + "id": "91f6b55e", "metadata": { "editable": true }, @@ -900,7 +898,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "04414f65", + "id": "2a84d4a4", "metadata": { "collapsed": false, "editable": true @@ -973,7 +971,7 @@ }, { "cell_type": "markdown", - "id": "65ce5bad", + "id": "e209e5da", "metadata": { "editable": true }, @@ -1017,7 +1015,7 @@ }, { "cell_type": "markdown", - "id": "ec8cfb80", + "id": "d8a45185", "metadata": { "editable": true }, @@ -1028,7 +1026,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "a46e6786", + "id": "8d46cd6c", "metadata": { "collapsed": false, "editable": true @@ -1106,7 +1104,7 @@ }, { "cell_type": "markdown", - "id": "c2b31b1e", + "id": "bc86c6e2", "metadata": { "editable": true }, @@ -1124,7 +1122,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "ca7473c6", + "id": "67cf3feb", "metadata": { "collapsed": false, "editable": true @@ -1195,7 +1193,7 @@ }, { "cell_type": "markdown", - "id": "3f5c14cf", + "id": "2b17db58", "metadata": { "editable": true }, @@ -1206,7 +1204,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "0c1057e7", + "id": "e2ffd4a9", "metadata": { "collapsed": false, "editable": true @@ -1224,7 +1222,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "17a775d7", + "id": "8447d194", "metadata": { "collapsed": false, "editable": true @@ -1239,7 +1237,7 @@ }, { "cell_type": "markdown", - "id": "b91522ff", + "id": "874da81e", "metadata": { "editable": true }, @@ -1250,7 +1248,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "485e7be4", + "id": "b6db9982", "metadata": { "collapsed": false, "editable": true @@ -1300,7 +1298,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "9a686cbe", + "id": "bc19f352", "metadata": { "collapsed": false, "editable": true @@ -1339,7 +1337,7 @@ }, { "cell_type": "markdown", - "id": "4305a9c8", + "id": "ff40c7b7", "metadata": { "editable": true }, @@ -1363,7 +1361,7 @@ }, { "cell_type": "markdown", - "id": "cee5ffaa", + "id": "cff76ce7", "metadata": { "editable": true }, @@ -1391,7 +1389,7 @@ }, { "cell_type": "markdown", - "id": "1b09495e", + "id": "290208bf", "metadata": { "editable": true }, @@ -1422,7 +1420,7 @@ }, { "cell_type": "markdown", - "id": "f0b540cb", + "id": "1ba72d76", "metadata": { "editable": true }, @@ -1438,7 +1436,7 @@ }, { "cell_type": "markdown", - "id": "bc94f49e", + "id": "70f1b9a0", "metadata": { "editable": true }, @@ -1462,7 +1460,7 @@ }, { "cell_type": "markdown", - "id": "9e6cdb09", + "id": "9c6368b3", "metadata": { "editable": true }, @@ -1493,7 +1491,7 @@ }, { "cell_type": "markdown", - "id": "12af1c51", + "id": "831bab47", "metadata": { "editable": true }, @@ -1504,7 +1502,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "6375249b", + "id": "396a564f", "metadata": { "collapsed": false, "editable": true @@ -1552,7 +1550,7 @@ }, { "cell_type": "markdown", - "id": "c42c84e2", + "id": "1a47c3dc", "metadata": { "editable": true }, @@ -1563,7 +1561,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "94b4c1b2", + "id": "05709037", "metadata": { "collapsed": false, "editable": true @@ -1597,7 +1595,7 @@ }, { "cell_type": "markdown", - "id": "aaa45dc1", + "id": "7567cc03", "metadata": { "editable": true }, @@ -1610,7 +1608,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "0c4aa73d", + "id": "65319b56", "metadata": { "collapsed": false, "editable": true @@ -1663,7 +1661,7 @@ }, { "cell_type": "markdown", - "id": "032bf507", + "id": "f5a68723", "metadata": { "editable": true }, @@ -1674,7 +1672,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "19477fa5", + "id": "5813866a", "metadata": { "collapsed": false, "editable": true @@ -1704,7 +1702,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "361aa57e", + "id": "830a0e71", "metadata": { "collapsed": false, "editable": true @@ -1722,7 +1720,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "04176e05", + "id": "84ab0a03", "metadata": { "collapsed": false, "editable": true @@ -1742,7 +1740,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "c6ff39f5", + "id": "df22a42d", "metadata": { "collapsed": false, "editable": true @@ -1759,7 +1757,7 @@ }, { "cell_type": "markdown", - "id": "bff9075d", + "id": "fc679c18", "metadata": { "editable": true }, @@ -1781,7 +1779,7 @@ }, { "cell_type": "markdown", - "id": "d3104865", + "id": "c338a140", "metadata": { "editable": true }, @@ -1813,7 +1811,7 @@ }, { "cell_type": "markdown", - "id": "7d1bff00", + "id": "d6c4024d", "metadata": { "editable": true }, @@ -1827,7 +1825,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "edefa4d0", + "id": "3e843b8a", "metadata": { "collapsed": false, "editable": true @@ -1896,7 +1894,7 @@ }, { "cell_type": "markdown", - "id": "6ff8fa07", + "id": "a0a80178", "metadata": { "editable": true }, @@ -1919,7 +1917,7 @@ }, { "cell_type": "markdown", - "id": "aff6c150", + "id": "9f44e8c0", "metadata": { "editable": true }, @@ -1931,7 +1929,7 @@ }, { "cell_type": "markdown", - "id": "ad5c9432", + "id": "37291a05", "metadata": { "editable": true }, @@ -1956,7 +1954,7 @@ }, { "cell_type": "markdown", - "id": "501c940d", + "id": "0be5b6c3", "metadata": { "editable": true }, @@ -1982,7 +1980,7 @@ }, { "cell_type": "markdown", - "id": "8715191e", + "id": "fede920e", "metadata": { "editable": true }, @@ -1993,7 +1991,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "f2de8809", + "id": "bbc27ece", "metadata": { "collapsed": false, "editable": true @@ -2065,7 +2063,7 @@ }, { "cell_type": "markdown", - "id": "65f2eaec", + "id": "7913e347", "metadata": { "editable": true }, @@ -2081,7 +2079,7 @@ }, { "cell_type": "markdown", - "id": "d1bb3982", + "id": "ad87de09", "metadata": { "editable": true }, @@ -2092,7 +2090,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "6d9e9ac7", + "id": "c532317c", "metadata": { "collapsed": false, "editable": true @@ -2107,7 +2105,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "270d38bd", + "id": "8c51aedd", "metadata": { "collapsed": false, "editable": true @@ -2125,7 +2123,7 @@ }, { "cell_type": "markdown", - "id": "a56166a8", + "id": "527f134c", "metadata": { "editable": true }, @@ -2145,7 +2143,7 @@ }, { "cell_type": "markdown", - "id": "9061d6c8", + "id": "4446e3df", "metadata": { "editable": true }, @@ -2159,7 +2157,7 @@ }, { "cell_type": "markdown", - "id": "f041f04f", + "id": "f1775df0", "metadata": { "editable": true }, @@ -2171,7 +2169,7 @@ }, { "cell_type": "markdown", - "id": "4e95c9ca", + "id": "22abcdf4", "metadata": { "editable": true }, @@ -2188,7 +2186,7 @@ }, { "cell_type": "markdown", - "id": "49a3b146", + "id": "3646360d", "metadata": { "editable": true }, @@ -2200,7 +2198,7 @@ }, { "cell_type": "markdown", - "id": "04396798", + "id": "ef362813", "metadata": { "editable": true }, @@ -2214,7 +2212,7 @@ }, { "cell_type": "markdown", - "id": "8fee917c", + "id": "2aa0474a", "metadata": { "editable": true }, @@ -2226,7 +2224,7 @@ }, { "cell_type": "markdown", - "id": "bdc751ec", + "id": "04df8e29", "metadata": { "editable": true }, @@ -2239,7 +2237,7 @@ }, { "cell_type": "markdown", - "id": "93782b13", + "id": "4ce3858e", "metadata": { "editable": true }, @@ -2251,7 +2249,7 @@ }, { "cell_type": "markdown", - "id": "433a5bd0", + "id": "5c25282a", "metadata": { "editable": true }, @@ -2261,7 +2259,7 @@ }, { "cell_type": "markdown", - "id": "3363d871", + "id": "a483876b", "metadata": { "editable": true }, @@ -2289,7 +2287,7 @@ }, { "cell_type": "markdown", - "id": "11d66d8d", + "id": "34b4f8fa", "metadata": { "editable": true }, @@ -2305,7 +2303,7 @@ }, { "cell_type": "markdown", - "id": "2bb642a1", + "id": "52a7a596", "metadata": { "editable": true }, @@ -2317,7 +2315,7 @@ }, { "cell_type": "markdown", - "id": "d17df5e6", + "id": "fdc0273e", "metadata": { "editable": true }, @@ -2328,7 +2326,7 @@ }, { "cell_type": "markdown", - "id": "ee8f7bb1", + "id": "297a1574", "metadata": { "editable": true }, @@ -2340,7 +2338,7 @@ }, { "cell_type": "markdown", - "id": "04fef36a", + "id": "871eee02", "metadata": { "editable": true }, @@ -2350,7 +2348,7 @@ }, { "cell_type": "markdown", - "id": "8e4e0f55", + "id": "8d396469", "metadata": { "editable": true }, @@ -2362,7 +2360,7 @@ }, { "cell_type": "markdown", - "id": "ec2b10b4", + "id": "45079607", "metadata": { "editable": true }, @@ -2372,7 +2370,7 @@ }, { "cell_type": "markdown", - "id": "8e96a2fe", + "id": "39e6b26e", "metadata": { "editable": true }, @@ -2384,7 +2382,7 @@ }, { "cell_type": "markdown", - "id": "2b149e92", + "id": "9b3840f3", "metadata": { "editable": true }, @@ -2394,7 +2392,7 @@ }, { "cell_type": "markdown", - "id": "d24497e6", + "id": "067eabcc", "metadata": { "editable": true }, @@ -2406,7 +2404,7 @@ }, { "cell_type": "markdown", - "id": "80fbbf7b", + "id": "af02c603", "metadata": { "editable": true }, @@ -2420,7 +2418,7 @@ }, { "cell_type": "markdown", - "id": "a3976bc4", + "id": "2023c709", "metadata": { "editable": true }, @@ -2436,7 +2434,7 @@ }, { "cell_type": "markdown", - "id": "05934627", + "id": "663987d3", "metadata": { "editable": true }, @@ -2448,7 +2446,7 @@ }, { "cell_type": "markdown", - "id": "799246ca", + "id": "3e9edc83", "metadata": { "editable": true }, @@ -2464,7 +2462,7 @@ }, { "cell_type": "markdown", - "id": "d4a343c8", + "id": "3cda9bcd", "metadata": { "editable": true }, @@ -2476,7 +2474,7 @@ }, { "cell_type": "markdown", - "id": "ec0f2fcb", + "id": "7edaf000", "metadata": { "editable": true }, @@ -2486,7 +2484,7 @@ }, { "cell_type": "markdown", - "id": "1801906d", + "id": "1fa4f58b", "metadata": { "editable": true }, @@ -2498,7 +2496,7 @@ }, { "cell_type": "markdown", - "id": "49e2b090", + "id": "e28a8e62", "metadata": { "editable": true }, @@ -2510,7 +2508,7 @@ }, { "cell_type": "markdown", - "id": "7f97fab7", + "id": "5a37bdc6", "metadata": { "editable": true }, @@ -2522,7 +2520,7 @@ }, { "cell_type": "markdown", - "id": "2cfb5301", + "id": "4c4be7c9", "metadata": { "editable": true }, @@ -2533,7 +2531,7 @@ }, { "cell_type": "markdown", - "id": "8349219c", + "id": "38b84a95", "metadata": { "editable": true }, @@ -2545,7 +2543,7 @@ }, { "cell_type": "markdown", - "id": "4f888a41", + "id": "ba895ac8", "metadata": { "editable": true }, @@ -2556,7 +2554,7 @@ }, { "cell_type": "markdown", - "id": "ab403ec2", + "id": "af95caad", "metadata": { "editable": true }, @@ -2568,7 +2566,7 @@ }, { "cell_type": "markdown", - "id": "5d998c45", + "id": "646e0ad0", "metadata": { "editable": true }, @@ -2578,7 +2576,7 @@ }, { "cell_type": "markdown", - "id": "0193596d", + "id": "51da297b", "metadata": { "editable": true }, @@ -2590,7 +2588,7 @@ }, { "cell_type": "markdown", - "id": "fd31b59e", + "id": "5fa1359f", "metadata": { "editable": true }, @@ -2602,7 +2600,7 @@ }, { "cell_type": "markdown", - "id": "7c9e1deb", + "id": "c2b57438", "metadata": { "editable": true }, @@ -2614,7 +2612,7 @@ }, { "cell_type": "markdown", - "id": "26a8d426", + "id": "893c5364", "metadata": { "editable": true }, @@ -2626,7 +2624,7 @@ }, { "cell_type": "markdown", - "id": "19047f88", + "id": "aeda7004", "metadata": { "editable": true }, @@ -2636,7 +2634,7 @@ }, { "cell_type": "markdown", - "id": "d0c5a257", + "id": "610ed75e", "metadata": { "editable": true }, @@ -2648,7 +2646,7 @@ }, { "cell_type": "markdown", - "id": "0be1ba7c", + "id": "2b3f30a8", "metadata": { "editable": true }, @@ -2658,7 +2656,7 @@ }, { "cell_type": "markdown", - "id": "65a67361", + "id": "0bbb00a7", "metadata": { "editable": true }, @@ -2670,7 +2668,7 @@ }, { "cell_type": "markdown", - "id": "074f2715", + "id": "027b1d12", "metadata": { "editable": true }, @@ -2680,7 +2678,7 @@ }, { "cell_type": "markdown", - "id": "6b9cd07f", + "id": "bef74b85", "metadata": { "editable": true }, @@ -2692,7 +2690,7 @@ }, { "cell_type": "markdown", - "id": "9e2d6b48", + "id": "71e5d396", "metadata": { "editable": true }, @@ -2702,7 +2700,7 @@ }, { "cell_type": "markdown", - "id": "62ccf0a7", + "id": "9216bec9", "metadata": { "editable": true }, @@ -2714,7 +2712,7 @@ }, { "cell_type": "markdown", - "id": "eb44a82b", + "id": "fd01ca82", "metadata": { "editable": true }, @@ -2724,7 +2722,7 @@ }, { "cell_type": "markdown", - "id": "77d3b6b6", + "id": "94eafa92", "metadata": { "editable": true }, @@ -2736,7 +2734,7 @@ }, { "cell_type": "markdown", - "id": "19833c4c", + "id": "257ef84d", "metadata": { "editable": true }, @@ -2756,7 +2754,7 @@ }, { "cell_type": "markdown", - "id": "16a64fa9", + "id": "387cf524", "metadata": { "editable": true }, @@ -2768,7 +2766,7 @@ }, { "cell_type": "markdown", - "id": "59f6c55e", + "id": "7642db24", "metadata": { "editable": true }, @@ -2778,7 +2776,7 @@ }, { "cell_type": "markdown", - "id": "2924f5c3", + "id": "bfaadd1b", "metadata": { "editable": true }, @@ -2794,7 +2792,7 @@ }, { "cell_type": "markdown", - "id": "90cb44df", + "id": "00ae56a9", "metadata": { "editable": true }, @@ -2806,7 +2804,7 @@ }, { "cell_type": "markdown", - "id": "b717034b", + "id": "225ecc0c", "metadata": { "editable": true }, @@ -2834,7 +2832,7 @@ }, { "cell_type": "markdown", - "id": "69a1c3b2", + "id": "23d21cb5", "metadata": { "editable": true }, @@ -2847,7 +2845,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "d9765eb2", + "id": "5b306dbb", "metadata": { "collapsed": false, "editable": true @@ -2872,7 +2870,7 @@ }, { "cell_type": "markdown", - "id": "c83a724d", + "id": "1ad57bea", "metadata": { "editable": true }, @@ -2883,7 +2881,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "1e813e36", + "id": "9fa47591", "metadata": { "collapsed": false, "editable": true @@ -2972,7 +2970,7 @@ }, { "cell_type": "markdown", - "id": "6fd7e9e4", + "id": "23a21ab9", "metadata": { "editable": true }, @@ -2990,7 +2988,7 @@ }, { "cell_type": "markdown", - "id": "909ccb01", + "id": "894970ab", "metadata": { "editable": true }, @@ -3003,7 +3001,7 @@ }, { "cell_type": "markdown", - "id": "b78e9b5e", + "id": "ba3e00c7", "metadata": { "editable": true }, @@ -3015,7 +3013,7 @@ }, { "cell_type": "markdown", - "id": "7c4fbf62", + "id": "025a4a04", "metadata": { "editable": true }, @@ -3025,7 +3023,7 @@ }, { "cell_type": "markdown", - "id": "39741e57", + "id": "00edbd24", "metadata": { "editable": true }, @@ -3037,7 +3035,7 @@ }, { "cell_type": "markdown", - "id": "65eba5f8", + "id": "b8e706d0", "metadata": { "editable": true }, @@ -3047,7 +3045,7 @@ }, { "cell_type": "markdown", - "id": "be094bbb", + "id": "15830208", "metadata": { "editable": true }, @@ -3059,7 +3057,7 @@ }, { "cell_type": "markdown", - "id": "206a8a07", + "id": "0cea352b", "metadata": { "editable": true }, @@ -3072,7 +3070,7 @@ }, { "cell_type": "markdown", - "id": "9aee47fb", + "id": "80ef3457", "metadata": { "editable": true }, @@ -3084,7 +3082,7 @@ }, { "cell_type": "markdown", - "id": "64a79891", + "id": "f8b48156", "metadata": { "editable": true }, @@ -3096,7 +3094,7 @@ }, { "cell_type": "markdown", - "id": "aee21863", + "id": "85fd2972", "metadata": { "editable": true }, @@ -3108,7 +3106,7 @@ }, { "cell_type": "markdown", - "id": "3e74a92e", + "id": "2d109d22", "metadata": { "editable": true }, @@ -3118,7 +3116,7 @@ }, { "cell_type": "markdown", - "id": "6847f65a", + "id": "d06bc383", "metadata": { "editable": true }, @@ -3130,7 +3128,7 @@ }, { "cell_type": "markdown", - "id": "a88e52a5", + "id": "c3aec756", "metadata": { "editable": true }, @@ -3140,7 +3138,7 @@ }, { "cell_type": "markdown", - "id": "24091bb6", + "id": "e3a45e4c", "metadata": { "editable": true }, @@ -3156,7 +3154,7 @@ }, { "cell_type": "markdown", - "id": "90708c63", + "id": "b67a78f2", "metadata": { "editable": true }, @@ -3168,7 +3166,7 @@ }, { "cell_type": "markdown", - "id": "4256d51b", + "id": "c28b4f95", "metadata": { "editable": true }, @@ -3189,7 +3187,7 @@ }, { "cell_type": "markdown", - "id": "e7599597", + "id": "e0537946", "metadata": { "editable": true }, @@ -3200,7 +3198,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "17685585", + "id": "aeb13f92", "metadata": { "collapsed": false, "editable": true @@ -3252,7 +3250,7 @@ }, { "cell_type": "markdown", - "id": "5b4d25ad", + "id": "0f3ebcc3", "metadata": { "editable": true }, @@ -3263,7 +3261,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "54e22258", + "id": "5cd3bdba", "metadata": { "collapsed": false, "editable": true @@ -3314,7 +3312,7 @@ }, { "cell_type": "markdown", - "id": "c3376d0e", + "id": "898b364e", "metadata": { "editable": true }, @@ -3337,7 +3335,7 @@ }, { "cell_type": "markdown", - "id": "94fc7ffc", + "id": "33ef99cd", "metadata": { "editable": true }, @@ -3348,7 +3346,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "8587790e", + "id": "e824145e", "metadata": { "collapsed": false, "editable": true @@ -3400,7 +3398,7 @@ }, { "cell_type": "markdown", - "id": "418026aa", + "id": "d3afaeea", "metadata": { "editable": true }, @@ -3413,7 +3411,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "49c68c87", + "id": "c751b513", "metadata": { "collapsed": false, "editable": true @@ -3476,7 +3474,7 @@ }, { "cell_type": "markdown", - "id": "83b8ac13", + "id": "219c871d", "metadata": { "editable": true }, @@ -3487,7 +3485,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "005435c1", + "id": "8b7d107b", "metadata": { "collapsed": false, "editable": true diff --git a/doc/src/week47/week47.do.txt b/doc/src/week47/week47.do.txt index ac861482e..0f17f46fc 100644 --- a/doc/src/week47/week47.do.txt +++ b/doc/src/week47/week47.do.txt @@ -23,7 +23,6 @@ o Readings and Videos: o Video on AdaBoost URL:"https://www.youtube.com/watch?v=LsK-xG1cLYA" o Video on Gradient boost, part 1, parts 2-4 follow thereafter URL:"https://www.youtube.com/watch?v=3CC4N4z3GJc" o 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 URL:"https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf". -* Decision Trees: Geron's chapter 6 covers decision trees while ensemble models, voting and bagging are discussed in chapter 7. See also lecture from "STK-IN4300, lecture 7":"https://www.uio.no/studier/emner/matnat/math/STK-IN4300/h20/slides/lecture_7.pdf". Chapter 9.2 of Hastie et al contains also a good discussion. !eblock