From 0e036e63522d2cc97666e791e47a6cf3cfdd5220 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Sat, 20 Nov 2021 23:16:15 +0100 Subject: [PATCH] update week 47 --- doc/pub/week47/html/week47-reveal.html | 9 +- doc/pub/week47/html/week47-solarized.html | 8 +- doc/pub/week47/html/week47.html | 8 +- doc/pub/week47/ipynb/ipynb-week47-src.tar.gz | Bin 823750 -> 823750 bytes doc/pub/week47/ipynb/week47.ipynb | 459 ++++++++++--------- doc/src/week47/week47.do.txt | 5 +- 6 files changed, 255 insertions(+), 234 deletions(-) diff --git a/doc/pub/week47/html/week47-reveal.html b/doc/pub/week47/html/week47-reveal.html index 15194cc29..fdb88c131 100644 --- a/doc/pub/week47/html/week47-reveal.html +++ b/doc/pub/week47/html/week47-reveal.html @@ -202,8 +202,13 @@ MathJax.Hub.Config({

  • Friday: Support Vector Machines and Summary of Course
  • -

    Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones) of Hastie et al contains also a good discussion.

    - +

    _Reading recommendations:

    +
      +

    1. Geron's chapter 5.
    2. +

    3. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
    4. +

    5. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
    6. +
    +

    See overview video on Support Vector Machines. See also this video.

    diff --git a/doc/pub/week47/html/week47-solarized.html b/doc/pub/week47/html/week47-solarized.html index c44dbc5d2..b6401cbc1 100644 --- a/doc/pub/week47/html/week47-solarized.html +++ b/doc/pub/week47/html/week47-solarized.html @@ -292,8 +292,12 @@ MathJax.Hub.Config({
  • Thursday: Support Vector Machines, classification and regression.
  • Friday: Support Vector Machines and Summary of Course
  • -

    Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones) of Hastie et al contains also a good discussion.

    - +

    _Reading recommendations:

    +
      +
    1. Geron's chapter 5.
    2. +
    3. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
    4. +
    5. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
    6. +

    See overview video on Support Vector Machines. See also this video.











    diff --git a/doc/pub/week47/html/week47.html b/doc/pub/week47/html/week47.html index 4990fa4c8..da6c188bc 100644 --- a/doc/pub/week47/html/week47.html +++ b/doc/pub/week47/html/week47.html @@ -369,8 +369,12 @@ MathJax.Hub.Config({
  • Thursday: Support Vector Machines, classification and regression.
  • Friday: Support Vector Machines and Summary of Course
  • -

    Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones) of Hastie et al contains also a good discussion.

    - +

    _Reading recommendations:

    +
      +
    1. Geron's chapter 5.
    2. +
    3. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)
    4. +
    5. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones
    6. +

    See overview video on Support Vector Machines. See also this video.











    diff --git a/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz b/doc/pub/week47/ipynb/ipynb-week47-src.tar.gz index d97115ccc569a48315012fc59b964669775ae1c1..5744b113daab11ecbcb7ad0c52bf55bf5fd040e0 100644 GIT binary patch delta 54 zcmX@M*yz||BX;?24u*xrGaK1k*%@2enOfPITiID!*;!lJ*;?6wf*h^voUQC!t?b-e J*?IO)1OT_!4ub#y delta 54 zcmX@M*yz||BX;?24hHRmGaA`j*%@2enOfPITiID!*;!lJ*;?6wf*h^voUQC!t?b-e J*?IO)1OTw84q5;J diff --git a/doc/pub/week47/ipynb/week47.ipynb b/doc/pub/week47/ipynb/week47.ipynb index 8b1006405..06a112f46 100644 --- a/doc/pub/week47/ipynb/week47.ipynb +++ b/doc/pub/week47/ipynb/week47.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "14292f55", + "id": "328d1bac", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "6b80e5f6", + "id": "1204a257", "metadata": { "editable": true }, @@ -29,7 +29,7 @@ }, { "cell_type": "markdown", - "id": "1bc032ad", + "id": "8cdcf51d", "metadata": { "editable": true }, @@ -40,14 +40,19 @@ "\n", "* **Friday**: Support Vector Machines and Summary of Course\n", "\n", - "Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones) of Hastie et al contains also a good discussion.\n", + "_Reading recommendations:\n", + "1. Geron's chapter 5.\n", + "\n", + "2. Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones)\n", + "\n", + "3. Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones\n", "\n", "[See overview video on Support Vector Machines](https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer). See also [this video](https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao)." ] }, { "cell_type": "markdown", - "id": "847c9d3a", + "id": "da8706d4", "metadata": { "editable": true }, @@ -81,7 +86,7 @@ }, { "cell_type": "markdown", - "id": "3b791677", + "id": "53e81d94", "metadata": { "editable": true }, @@ -103,7 +108,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "ad80a795", + "id": "40aa0e2b", "metadata": { "collapsed": false, "editable": true @@ -182,7 +187,7 @@ }, { "cell_type": "markdown", - "id": "2d93325e", + "id": "ce54e004", "metadata": { "editable": true }, @@ -202,7 +207,7 @@ }, { "cell_type": "markdown", - "id": "217d510d", + "id": "7583748e", "metadata": { "editable": true }, @@ -214,7 +219,7 @@ }, { "cell_type": "markdown", - "id": "f0887e40", + "id": "507c1b1e", "metadata": { "editable": true }, @@ -227,7 +232,7 @@ }, { "cell_type": "markdown", - "id": "e1e43dfe", + "id": "3ee94591", "metadata": { "editable": true }, @@ -239,7 +244,7 @@ }, { "cell_type": "markdown", - "id": "e1cf4d6f", + "id": "8c3e6340", "metadata": { "editable": true }, @@ -252,7 +257,7 @@ }, { "cell_type": "markdown", - "id": "92f49457", + "id": "2af274c5", "metadata": { "editable": true }, @@ -264,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "ea725e8b", + "id": "bca66e74", "metadata": { "editable": true }, @@ -276,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "a8319348", + "id": "d47e35c4", "metadata": { "editable": true }, @@ -288,7 +293,7 @@ }, { "cell_type": "markdown", - "id": "86169d95", + "id": "12a8fdcc", "metadata": { "editable": true }, @@ -298,7 +303,7 @@ }, { "cell_type": "markdown", - "id": "f8a6e5de", + "id": "d87c7fa2", "metadata": { "editable": true }, @@ -310,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "dca365c8", + "id": "6f09acf5", "metadata": { "editable": true }, @@ -321,7 +326,7 @@ }, { "cell_type": "markdown", - "id": "1a9d1fc9", + "id": "f9e989b5", "metadata": { "editable": true }, @@ -333,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "2c6da3c8", + "id": "3441658a", "metadata": { "editable": true }, @@ -346,7 +351,7 @@ }, { "cell_type": "markdown", - "id": "f75d02dd", + "id": "18fcc762", "metadata": { "editable": true }, @@ -358,7 +363,7 @@ }, { "cell_type": "markdown", - "id": "ca647eb8", + "id": "a7b42213", "metadata": { "editable": true }, @@ -368,7 +373,7 @@ }, { "cell_type": "markdown", - "id": "d1a0cf9d", + "id": "66e274ef", "metadata": { "editable": true }, @@ -397,7 +402,7 @@ }, { "cell_type": "markdown", - "id": "5dc7f973", + "id": "b5efc0f5", "metadata": { "editable": true }, @@ -409,7 +414,7 @@ }, { "cell_type": "markdown", - "id": "52aeefde", + "id": "d0ce1ec0", "metadata": { "editable": true }, @@ -421,7 +426,7 @@ }, { "cell_type": "markdown", - "id": "a7415eca", + "id": "dbcafecc", "metadata": { "editable": true }, @@ -435,7 +440,7 @@ }, { "cell_type": "markdown", - "id": "7d38c251", + "id": "32bc3f50", "metadata": { "editable": true }, @@ -447,7 +452,7 @@ }, { "cell_type": "markdown", - "id": "495c531b", + "id": "bafb22b8", "metadata": { "editable": true }, @@ -461,7 +466,7 @@ }, { "cell_type": "markdown", - "id": "bc38eb64", + "id": "16db7223", "metadata": { "editable": true }, @@ -473,7 +478,7 @@ }, { "cell_type": "markdown", - "id": "dcfc773e", + "id": "f63bd476", "metadata": { "editable": true }, @@ -483,7 +488,7 @@ }, { "cell_type": "markdown", - "id": "eb09ba6c", + "id": "fff030d2", "metadata": { "editable": true }, @@ -495,7 +500,7 @@ }, { "cell_type": "markdown", - "id": "df2c2a65", + "id": "a6f4588b", "metadata": { "editable": true }, @@ -505,7 +510,7 @@ }, { "cell_type": "markdown", - "id": "76d329d2", + "id": "6fe7ccdb", "metadata": { "editable": true }, @@ -517,7 +522,7 @@ }, { "cell_type": "markdown", - "id": "ff04dcd7", + "id": "20e37e16", "metadata": { "editable": true }, @@ -529,7 +534,7 @@ }, { "cell_type": "markdown", - "id": "1b1507e4", + "id": "f9d8b077", "metadata": { "editable": true }, @@ -541,7 +546,7 @@ }, { "cell_type": "markdown", - "id": "070a2947", + "id": "c2e764bf", "metadata": { "editable": true }, @@ -551,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "4ec9d1a9", + "id": "30a68fe7", "metadata": { "editable": true }, @@ -563,7 +568,7 @@ }, { "cell_type": "markdown", - "id": "f3dd50d5", + "id": "6287f31a", "metadata": { "editable": true }, @@ -573,7 +578,7 @@ }, { "cell_type": "markdown", - "id": "fb099fc3", + "id": "b30507d7", "metadata": { "editable": true }, @@ -587,7 +592,7 @@ }, { "cell_type": "markdown", - "id": "8a729395", + "id": "12a1c276", "metadata": { "editable": true }, @@ -606,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "405322b0", + "id": "fd7ee8f9", "metadata": { "editable": true }, @@ -622,7 +627,7 @@ }, { "cell_type": "markdown", - "id": "8c7d68fe", + "id": "e2c00b64", "metadata": { "editable": true }, @@ -634,7 +639,7 @@ }, { "cell_type": "markdown", - "id": "b75a185a", + "id": "e03f902b", "metadata": { "editable": true }, @@ -646,7 +651,7 @@ }, { "cell_type": "markdown", - "id": "45e6204f", + "id": "c1149e56", "metadata": { "editable": true }, @@ -658,7 +663,7 @@ }, { "cell_type": "markdown", - "id": "20514a04", + "id": "1d474d46", "metadata": { "editable": true }, @@ -668,7 +673,7 @@ }, { "cell_type": "markdown", - "id": "b60eeebc", + "id": "bafad3c4", "metadata": { "editable": true }, @@ -680,7 +685,7 @@ }, { "cell_type": "markdown", - "id": "20ccb807", + "id": "921253dc", "metadata": { "editable": true }, @@ -691,7 +696,7 @@ }, { "cell_type": "markdown", - "id": "d8110b1c", + "id": "310e8e10", "metadata": { "editable": true }, @@ -703,7 +708,7 @@ }, { "cell_type": "markdown", - "id": "c839f0aa", + "id": "f5528998", "metadata": { "editable": true }, @@ -716,7 +721,7 @@ }, { "cell_type": "markdown", - "id": "1208bf5a", + "id": "5fff5bd3", "metadata": { "editable": true }, @@ -729,7 +734,7 @@ }, { "cell_type": "markdown", - "id": "a61cd44c", + "id": "c5a39a05", "metadata": { "editable": true }, @@ -741,7 +746,7 @@ }, { "cell_type": "markdown", - "id": "8f721aa8", + "id": "1008e3d0", "metadata": { "editable": true }, @@ -751,7 +756,7 @@ }, { "cell_type": "markdown", - "id": "f0e46bbc", + "id": "a54a869c", "metadata": { "editable": true }, @@ -763,7 +768,7 @@ }, { "cell_type": "markdown", - "id": "474e989f", + "id": "4fea03b8", "metadata": { "editable": true }, @@ -773,7 +778,7 @@ }, { "cell_type": "markdown", - "id": "05307bfe", + "id": "0b7c2587", "metadata": { "editable": true }, @@ -785,7 +790,7 @@ }, { "cell_type": "markdown", - "id": "d3809acd", + "id": "8eae6ec0", "metadata": { "editable": true }, @@ -802,7 +807,7 @@ }, { "cell_type": "markdown", - "id": "349f6a53", + "id": "34f4ab4d", "metadata": { "editable": true }, @@ -814,7 +819,7 @@ }, { "cell_type": "markdown", - "id": "52c50006", + "id": "a6f81ad5", "metadata": { "editable": true }, @@ -824,7 +829,7 @@ }, { "cell_type": "markdown", - "id": "2e24de43", + "id": "063c8bfa", "metadata": { "editable": true }, @@ -836,7 +841,7 @@ }, { "cell_type": "markdown", - "id": "9d41d3eb", + "id": "1cc9c467", "metadata": { "editable": true }, @@ -846,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "e12b5bf5", + "id": "effdb65f", "metadata": { "editable": true }, @@ -858,7 +863,7 @@ }, { "cell_type": "markdown", - "id": "004c70bc", + "id": "c149944a", "metadata": { "editable": true }, @@ -871,7 +876,7 @@ }, { "cell_type": "markdown", - "id": "ba0b9524", + "id": "3fae1f1a", "metadata": { "editable": true }, @@ -883,7 +888,7 @@ }, { "cell_type": "markdown", - "id": "1aca26a8", + "id": "c59b582c", "metadata": { "editable": true }, @@ -895,7 +900,7 @@ }, { "cell_type": "markdown", - "id": "3eee29ae", + "id": "db0802a3", "metadata": { "editable": true }, @@ -905,7 +910,7 @@ }, { "cell_type": "markdown", - "id": "138716a6", + "id": "82c41220", "metadata": { "editable": true }, @@ -919,7 +924,7 @@ }, { "cell_type": "markdown", - "id": "c0b94d06", + "id": "6f984557", "metadata": { "editable": true }, @@ -929,7 +934,7 @@ }, { "cell_type": "markdown", - "id": "42eee105", + "id": "b03a2b62", "metadata": { "editable": true }, @@ -941,7 +946,7 @@ }, { "cell_type": "markdown", - "id": "6d3fa055", + "id": "4eb578a6", "metadata": { "editable": true }, @@ -951,7 +956,7 @@ }, { "cell_type": "markdown", - "id": "1a7c9969", + "id": "7475b626", "metadata": { "editable": true }, @@ -963,7 +968,7 @@ }, { "cell_type": "markdown", - "id": "4c58c3a9", + "id": "438355a6", "metadata": { "editable": true }, @@ -973,7 +978,7 @@ }, { "cell_type": "markdown", - "id": "5053ea84", + "id": "cce886e7", "metadata": { "editable": true }, @@ -985,7 +990,7 @@ }, { "cell_type": "markdown", - "id": "3503e4c8", + "id": "bff1f582", "metadata": { "editable": true }, @@ -999,7 +1004,7 @@ }, { "cell_type": "markdown", - "id": "2e922854", + "id": "e81b7b2f", "metadata": { "editable": true }, @@ -1011,7 +1016,7 @@ }, { "cell_type": "markdown", - "id": "f7a79c79", + "id": "2ce5b2a1", "metadata": { "editable": true }, @@ -1022,7 +1027,7 @@ }, { "cell_type": "markdown", - "id": "deb1367f", + "id": "85810a29", "metadata": { "editable": true }, @@ -1034,7 +1039,7 @@ }, { "cell_type": "markdown", - "id": "b8eb196d", + "id": "f50f6bde", "metadata": { "editable": true }, @@ -1046,7 +1051,7 @@ }, { "cell_type": "markdown", - "id": "664560f2", + "id": "344b46aa", "metadata": { "editable": true }, @@ -1058,7 +1063,7 @@ }, { "cell_type": "markdown", - "id": "a96c3b22", + "id": "4ef104fc", "metadata": { "editable": true }, @@ -1068,7 +1073,7 @@ }, { "cell_type": "markdown", - "id": "a209b96e", + "id": "bc2b9dfe", "metadata": { "editable": true }, @@ -1080,7 +1085,7 @@ }, { "cell_type": "markdown", - "id": "e2dadc8e", + "id": "6d9c4562", "metadata": { "editable": true }, @@ -1090,7 +1095,7 @@ }, { "cell_type": "markdown", - "id": "f1da3fb6", + "id": "05417321", "metadata": { "editable": true }, @@ -1102,7 +1107,7 @@ }, { "cell_type": "markdown", - "id": "a16adda0", + "id": "4e183182", "metadata": { "editable": true }, @@ -1113,7 +1118,7 @@ }, { "cell_type": "markdown", - "id": "10c4420c", + "id": "ce9b970a", "metadata": { "editable": true }, @@ -1125,7 +1130,7 @@ }, { "cell_type": "markdown", - "id": "72f7eaa5", + "id": "ccbfa94c", "metadata": { "editable": true }, @@ -1139,7 +1144,7 @@ }, { "cell_type": "markdown", - "id": "cf7449bd", + "id": "c38eaa68", "metadata": { "editable": true }, @@ -1151,7 +1156,7 @@ }, { "cell_type": "markdown", - "id": "97f21dda", + "id": "c087fe29", "metadata": { "editable": true }, @@ -1163,7 +1168,7 @@ }, { "cell_type": "markdown", - "id": "a62e22f8", + "id": "2774377e", "metadata": { "editable": true }, @@ -1173,7 +1178,7 @@ }, { "cell_type": "markdown", - "id": "bcea5e1b", + "id": "0f16c79b", "metadata": { "editable": true }, @@ -1190,7 +1195,7 @@ }, { "cell_type": "markdown", - "id": "f8fe188e", + "id": "ac4fb275", "metadata": { "editable": true }, @@ -1201,7 +1206,7 @@ }, { "cell_type": "markdown", - "id": "413e240a", + "id": "76c55fcb", "metadata": { "editable": true }, @@ -1214,7 +1219,7 @@ }, { "cell_type": "markdown", - "id": "027fbb8f", + "id": "e8f1e35f", "metadata": { "editable": true }, @@ -1226,7 +1231,7 @@ }, { "cell_type": "markdown", - "id": "7a5c313c", + "id": "ddd24079", "metadata": { "editable": true }, @@ -1236,7 +1241,7 @@ }, { "cell_type": "markdown", - "id": "43f98f65", + "id": "4bb8b010", "metadata": { "editable": true }, @@ -1248,7 +1253,7 @@ }, { "cell_type": "markdown", - "id": "3d0d0732", + "id": "d7dd9be1", "metadata": { "editable": true }, @@ -1258,7 +1263,7 @@ }, { "cell_type": "markdown", - "id": "7e7af264", + "id": "dc1925ab", "metadata": { "editable": true }, @@ -1270,7 +1275,7 @@ }, { "cell_type": "markdown", - "id": "0f0966e4", + "id": "07708b9e", "metadata": { "editable": true }, @@ -1280,7 +1285,7 @@ }, { "cell_type": "markdown", - "id": "8c4d65a2", + "id": "156ce798", "metadata": { "editable": true }, @@ -1292,7 +1297,7 @@ }, { "cell_type": "markdown", - "id": "36956b4c", + "id": "c8ad4670", "metadata": { "editable": true }, @@ -1302,7 +1307,7 @@ }, { "cell_type": "markdown", - "id": "34f2ad9e", + "id": "ee247125", "metadata": { "editable": true }, @@ -1314,7 +1319,7 @@ }, { "cell_type": "markdown", - "id": "f3b5969e", + "id": "8a9c208a", "metadata": { "editable": true }, @@ -1324,7 +1329,7 @@ }, { "cell_type": "markdown", - "id": "2b535b11", + "id": "0e5241d1", "metadata": { "editable": true }, @@ -1344,7 +1349,7 @@ }, { "cell_type": "markdown", - "id": "82086b67", + "id": "9d3cac30", "metadata": { "editable": true }, @@ -1356,7 +1361,7 @@ }, { "cell_type": "markdown", - "id": "43c2849b", + "id": "7ca91202", "metadata": { "editable": true }, @@ -1366,7 +1371,7 @@ }, { "cell_type": "markdown", - "id": "79fa1055", + "id": "d0f85f66", "metadata": { "editable": true }, @@ -1378,7 +1383,7 @@ }, { "cell_type": "markdown", - "id": "5a877772", + "id": "129a83e7", "metadata": { "editable": true }, @@ -1394,7 +1399,7 @@ }, { "cell_type": "markdown", - "id": "068ef297", + "id": "7db3fc50", "metadata": { "editable": true }, @@ -1406,7 +1411,7 @@ }, { "cell_type": "markdown", - "id": "0997965a", + "id": "9469f55a", "metadata": { "editable": true }, @@ -1418,7 +1423,7 @@ }, { "cell_type": "markdown", - "id": "ae19263c", + "id": "cfbf2c29", "metadata": { "editable": true }, @@ -1428,7 +1433,7 @@ }, { "cell_type": "markdown", - "id": "2730e8d2", + "id": "2ebd374a", "metadata": { "editable": true }, @@ -1440,7 +1445,7 @@ }, { "cell_type": "markdown", - "id": "47573da0", + "id": "a993b0d9", "metadata": { "editable": true }, @@ -1452,7 +1457,7 @@ }, { "cell_type": "markdown", - "id": "03eb71f2", + "id": "2b1e0823", "metadata": { "editable": true }, @@ -1464,7 +1469,7 @@ }, { "cell_type": "markdown", - "id": "0b617712", + "id": "037a3bfa", "metadata": { "editable": true }, @@ -1474,7 +1479,7 @@ }, { "cell_type": "markdown", - "id": "c403b04e", + "id": "72972735", "metadata": { "editable": true }, @@ -1486,7 +1491,7 @@ }, { "cell_type": "markdown", - "id": "b5480b2f", + "id": "febd69ec", "metadata": { "editable": true }, @@ -1496,7 +1501,7 @@ }, { "cell_type": "markdown", - "id": "413d1c9e", + "id": "c87b8890", "metadata": { "editable": true }, @@ -1508,7 +1513,7 @@ }, { "cell_type": "markdown", - "id": "c27914e9", + "id": "7237810a", "metadata": { "editable": true }, @@ -1518,7 +1523,7 @@ }, { "cell_type": "markdown", - "id": "ef7189f9", + "id": "918f18b5", "metadata": { "editable": true }, @@ -1530,7 +1535,7 @@ }, { "cell_type": "markdown", - "id": "765b9571", + "id": "f198fdb6", "metadata": { "editable": true }, @@ -1541,7 +1546,7 @@ }, { "cell_type": "markdown", - "id": "43cdb6a6", + "id": "125ea351", "metadata": { "editable": true }, @@ -1553,7 +1558,7 @@ }, { "cell_type": "markdown", - "id": "eccc3467", + "id": "1dffe0b7", "metadata": { "editable": true }, @@ -1565,7 +1570,7 @@ }, { "cell_type": "markdown", - "id": "2d5cec95", + "id": "1f12ddb7", "metadata": { "editable": true }, @@ -1575,7 +1580,7 @@ }, { "cell_type": "markdown", - "id": "d0b092ba", + "id": "05cab070", "metadata": { "editable": true }, @@ -1587,7 +1592,7 @@ }, { "cell_type": "markdown", - "id": "8f23fbe6", + "id": "08d86471", "metadata": { "editable": true }, @@ -1613,7 +1618,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "7837b7a7", + "id": "230c91f3", "metadata": { "collapsed": false, "editable": true @@ -1670,7 +1675,7 @@ }, { "cell_type": "markdown", - "id": "6a67b779", + "id": "0c5b991e", "metadata": { "editable": true }, @@ -1682,7 +1687,7 @@ }, { "cell_type": "markdown", - "id": "606baee1", + "id": "700d72c5", "metadata": { "editable": true }, @@ -1694,7 +1699,7 @@ }, { "cell_type": "markdown", - "id": "17baaf79", + "id": "cfca1e23", "metadata": { "editable": true }, @@ -1704,7 +1709,7 @@ }, { "cell_type": "markdown", - "id": "9bd93358", + "id": "2116ccc7", "metadata": { "editable": true }, @@ -1716,7 +1721,7 @@ }, { "cell_type": "markdown", - "id": "c7abd31e", + "id": "2079f218", "metadata": { "editable": true }, @@ -1726,7 +1731,7 @@ }, { "cell_type": "markdown", - "id": "91603b28", + "id": "66b5fe61", "metadata": { "editable": true }, @@ -1738,7 +1743,7 @@ }, { "cell_type": "markdown", - "id": "1ace16e1", + "id": "3d073811", "metadata": { "editable": true }, @@ -1749,7 +1754,7 @@ }, { "cell_type": "markdown", - "id": "2cec32a6", + "id": "3342c153", "metadata": { "editable": true }, @@ -1761,7 +1766,7 @@ }, { "cell_type": "markdown", - "id": "f7763bbe", + "id": "cd72c270", "metadata": { "editable": true }, @@ -1771,7 +1776,7 @@ }, { "cell_type": "markdown", - "id": "2daa66b9", + "id": "5ef9f9ad", "metadata": { "editable": true }, @@ -1783,7 +1788,7 @@ }, { "cell_type": "markdown", - "id": "e5237877", + "id": "5543c696", "metadata": { "editable": true }, @@ -1801,7 +1806,7 @@ }, { "cell_type": "markdown", - "id": "15354451", + "id": "e132c137", "metadata": { "editable": true }, @@ -1812,7 +1817,7 @@ }, { "cell_type": "markdown", - "id": "93851a18", + "id": "0c862436", "metadata": { "editable": true }, @@ -1824,7 +1829,7 @@ }, { "cell_type": "markdown", - "id": "1ec72034", + "id": "8f382055", "metadata": { "editable": true }, @@ -1834,7 +1839,7 @@ }, { "cell_type": "markdown", - "id": "ca61eb83", + "id": "8089b8c2", "metadata": { "editable": true }, @@ -1851,7 +1856,7 @@ }, { "cell_type": "markdown", - "id": "ccfe3f37", + "id": "f3511a48", "metadata": { "editable": true }, @@ -1865,7 +1870,7 @@ }, { "cell_type": "markdown", - "id": "002e0aea", + "id": "1cb8e709", "metadata": { "editable": true }, @@ -1880,7 +1885,7 @@ }, { "cell_type": "markdown", - "id": "31d3979b", + "id": "c9ff556c", "metadata": { "editable": true }, @@ -1892,7 +1897,7 @@ }, { "cell_type": "markdown", - "id": "9cfedef9", + "id": "399564cd", "metadata": { "editable": true }, @@ -1920,7 +1925,7 @@ }, { "cell_type": "markdown", - "id": "9dc1f9b2", + "id": "6a9fa597", "metadata": { "editable": true }, @@ -1932,7 +1937,7 @@ }, { "cell_type": "markdown", - "id": "bdbdf563", + "id": "36ddb4e1", "metadata": { "editable": true }, @@ -1947,7 +1952,7 @@ }, { "cell_type": "markdown", - "id": "650dc998", + "id": "3df4d0f5", "metadata": { "editable": true }, @@ -1958,7 +1963,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "2d562b0d", + "id": "fc3071f8", "metadata": { "collapsed": false, "editable": true @@ -2157,7 +2162,7 @@ }, { "cell_type": "markdown", - "id": "3106d683", + "id": "9257c492", "metadata": { "editable": true }, @@ -2169,7 +2174,7 @@ }, { "cell_type": "markdown", - "id": "a714dce8", + "id": "d8570913", "metadata": { "editable": true }, @@ -2184,7 +2189,7 @@ }, { "cell_type": "markdown", - "id": "01cb9a05", + "id": "7f505d2d", "metadata": { "editable": true }, @@ -2201,7 +2206,7 @@ }, { "cell_type": "markdown", - "id": "a4526963", + "id": "40432a05", "metadata": { "editable": true }, @@ -2222,7 +2227,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "681ebb1e", + "id": "57f02399", "metadata": { "collapsed": false, "editable": true @@ -2235,7 +2240,7 @@ }, { "cell_type": "markdown", - "id": "261d23c2", + "id": "0a70c791", "metadata": { "editable": true }, @@ -2245,7 +2250,7 @@ }, { "cell_type": "markdown", - "id": "c8baeba1", + "id": "4e3f9d0a", "metadata": { "editable": true }, @@ -2257,7 +2262,7 @@ }, { "cell_type": "markdown", - "id": "0b803837", + "id": "bc3598a1", "metadata": { "editable": true }, @@ -2272,7 +2277,7 @@ }, { "cell_type": "markdown", - "id": "9246d7f2", + "id": "91dc0901", "metadata": { "editable": true }, @@ -2282,7 +2287,7 @@ }, { "cell_type": "markdown", - "id": "290a112b", + "id": "afc664b3", "metadata": { "editable": true }, @@ -2301,7 +2306,7 @@ }, { "cell_type": "markdown", - "id": "9d9a7d1a", + "id": "9a25ee47", "metadata": { "editable": true }, @@ -2311,7 +2316,7 @@ }, { "cell_type": "markdown", - "id": "a860c2bc", + "id": "60ab9094", "metadata": { "editable": true }, @@ -2323,7 +2328,7 @@ }, { "cell_type": "markdown", - "id": "7c4ecc73", + "id": "f66da708", "metadata": { "editable": true }, @@ -2333,7 +2338,7 @@ }, { "cell_type": "markdown", - "id": "d502bbef", + "id": "0f0bbe9d", "metadata": { "editable": true }, @@ -2345,7 +2350,7 @@ }, { "cell_type": "markdown", - "id": "357f011c", + "id": "913728fb", "metadata": { "editable": true }, @@ -2355,7 +2360,7 @@ }, { "cell_type": "markdown", - "id": "427b5285", + "id": "8818d39f", "metadata": { "editable": true }, @@ -2367,7 +2372,7 @@ }, { "cell_type": "markdown", - "id": "798b0a8e", + "id": "c2872e7e", "metadata": { "editable": true }, @@ -2378,7 +2383,7 @@ }, { "cell_type": "markdown", - "id": "4dc10f2a", + "id": "48a6fa42", "metadata": { "editable": true }, @@ -2390,7 +2395,7 @@ }, { "cell_type": "markdown", - "id": "47872a2d", + "id": "aae264b5", "metadata": { "editable": true }, @@ -2402,7 +2407,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "544472ca", + "id": "333380fc", "metadata": { "collapsed": false, "editable": true @@ -2426,7 +2431,7 @@ }, { "cell_type": "markdown", - "id": "27bcddcf", + "id": "47774759", "metadata": { "editable": true }, @@ -2438,7 +2443,7 @@ }, { "cell_type": "markdown", - "id": "3df03759", + "id": "504a67ba", "metadata": { "editable": true }, @@ -2455,7 +2460,7 @@ }, { "cell_type": "markdown", - "id": "8bc769b8", + "id": "f1684b8d", "metadata": { "editable": true }, @@ -2469,7 +2474,7 @@ }, { "cell_type": "markdown", - "id": "b08e57ec", + "id": "da0a9e67", "metadata": { "editable": true }, @@ -2479,7 +2484,7 @@ }, { "cell_type": "markdown", - "id": "1fbe6a9f", + "id": "7c019123", "metadata": { "editable": true }, @@ -2494,7 +2499,7 @@ }, { "cell_type": "markdown", - "id": "357b665a", + "id": "5a4d20e0", "metadata": { "editable": true }, @@ -2510,7 +2515,7 @@ }, { "cell_type": "markdown", - "id": "036ae39a", + "id": "bcc74df9", "metadata": { "editable": true }, @@ -2535,7 +2540,7 @@ }, { "cell_type": "markdown", - "id": "df774b11", + "id": "2b8801ca", "metadata": { "editable": true }, @@ -2582,7 +2587,7 @@ }, { "cell_type": "markdown", - "id": "46e8bc30", + "id": "39636325", "metadata": { "editable": true }, @@ -2618,7 +2623,7 @@ }, { "cell_type": "markdown", - "id": "5c906b4a", + "id": "2988c391", "metadata": { "editable": true }, @@ -2641,7 +2646,7 @@ }, { "cell_type": "markdown", - "id": "90eb24f6", + "id": "a6c56a87", "metadata": { "editable": true }, @@ -2664,7 +2669,7 @@ }, { "cell_type": "markdown", - "id": "2d06d0ec", + "id": "a6c25620", "metadata": { "editable": true }, @@ -2684,7 +2689,7 @@ }, { "cell_type": "markdown", - "id": "3328ed06", + "id": "fd2b7113", "metadata": { "editable": true }, @@ -2700,7 +2705,7 @@ }, { "cell_type": "markdown", - "id": "063cba9c", + "id": "7c9a5de1", "metadata": { "editable": true }, @@ -2728,7 +2733,7 @@ }, { "cell_type": "markdown", - "id": "654a24c6", + "id": "36595e5e", "metadata": { "editable": true }, @@ -2750,7 +2755,7 @@ }, { "cell_type": "markdown", - "id": "0b522f71", + "id": "2df6352a", "metadata": { "editable": true }, @@ -2775,7 +2780,7 @@ }, { "cell_type": "markdown", - "id": "a0696241", + "id": "656a0b89", "metadata": { "editable": true }, @@ -2793,7 +2798,7 @@ }, { "cell_type": "markdown", - "id": "f0de0167", + "id": "8e8e192b", "metadata": { "editable": true }, @@ -2821,7 +2826,7 @@ }, { "cell_type": "markdown", - "id": "b0896b77", + "id": "fc14460e", "metadata": { "editable": true }, @@ -2835,7 +2840,7 @@ }, { "cell_type": "markdown", - "id": "95af654b", + "id": "629ee91b", "metadata": { "editable": true }, @@ -2861,7 +2866,7 @@ }, { "cell_type": "markdown", - "id": "509ed8ed", + "id": "cf4db5aa", "metadata": { "editable": true }, @@ -2890,7 +2895,7 @@ }, { "cell_type": "markdown", - "id": "2abc1c1f", + "id": "1d5fab05", "metadata": { "editable": true }, @@ -2907,7 +2912,7 @@ }, { "cell_type": "markdown", - "id": "dd46cd6a", + "id": "6b991d53", "metadata": { "editable": true }, @@ -2929,7 +2934,7 @@ }, { "cell_type": "markdown", - "id": "aa90be3c", + "id": "a5932cee", "metadata": { "editable": true }, @@ -2947,7 +2952,7 @@ }, { "cell_type": "markdown", - "id": "9baeb6fc", + "id": "0ad0d650", "metadata": { "editable": true }, @@ -2970,7 +2975,7 @@ }, { "cell_type": "markdown", - "id": "6e922377", + "id": "4339da25", "metadata": { "editable": true }, @@ -2989,7 +2994,7 @@ }, { "cell_type": "markdown", - "id": "9467df93", + "id": "cb7a6993", "metadata": { "editable": true }, @@ -3005,7 +3010,7 @@ }, { "cell_type": "markdown", - "id": "08d89ce1", + "id": "3f30c28c", "metadata": { "editable": true }, @@ -3020,7 +3025,7 @@ }, { "cell_type": "markdown", - "id": "7d7d4fed", + "id": "6b876456", "metadata": { "editable": true }, @@ -3044,7 +3049,7 @@ }, { "cell_type": "markdown", - "id": "7429c840", + "id": "47d3be36", "metadata": { "editable": true }, @@ -3056,7 +3061,7 @@ }, { "cell_type": "markdown", - "id": "f5debabb", + "id": "29765f69", "metadata": { "editable": true }, @@ -3074,7 +3079,7 @@ }, { "cell_type": "markdown", - "id": "6e43b075", + "id": "9ba56beb", "metadata": { "editable": true }, @@ -3084,7 +3089,7 @@ }, { "cell_type": "markdown", - "id": "a9d075f0", + "id": "cd2d0682", "metadata": { "editable": true }, @@ -3102,7 +3107,7 @@ }, { "cell_type": "markdown", - "id": "bd793fc2", + "id": "dc1f40cd", "metadata": { "editable": true }, @@ -3112,7 +3117,7 @@ }, { "cell_type": "markdown", - "id": "a8976f06", + "id": "9c839416", "metadata": { "editable": true }, @@ -3131,7 +3136,7 @@ }, { "cell_type": "markdown", - "id": "1c83ae78", + "id": "278181fd", "metadata": { "editable": true }, @@ -3143,7 +3148,7 @@ }, { "cell_type": "markdown", - "id": "12dff191", + "id": "ffff0a4e", "metadata": { "editable": true }, @@ -3157,7 +3162,7 @@ }, { "cell_type": "markdown", - "id": "78bac9f8", + "id": "0e543d62", "metadata": { "editable": true }, @@ -3172,7 +3177,7 @@ }, { "cell_type": "markdown", - "id": "dffac8d3", + "id": "e0a7f3bb", "metadata": { "editable": true }, @@ -3190,7 +3195,7 @@ }, { "cell_type": "markdown", - "id": "e170b4b2", + "id": "c651acd8", "metadata": { "editable": true }, @@ -3204,7 +3209,7 @@ }, { "cell_type": "markdown", - "id": "fdc03484", + "id": "9d921b6b", "metadata": { "editable": true }, @@ -3222,7 +3227,7 @@ }, { "cell_type": "markdown", - "id": "6079489b", + "id": "9b948560", "metadata": { "editable": true }, @@ -3246,7 +3251,7 @@ }, { "cell_type": "markdown", - "id": "f167d850", + "id": "753fbdad", "metadata": { "editable": true }, @@ -3284,7 +3289,7 @@ }, { "cell_type": "markdown", - "id": "92f837ab", + "id": "327bb176", "metadata": { "editable": true }, @@ -3307,7 +3312,7 @@ }, { "cell_type": "markdown", - "id": "35de7d79", + "id": "6915d98d", "metadata": { "editable": true }, @@ -3343,7 +3348,7 @@ }, { "cell_type": "markdown", - "id": "2341b6e9", + "id": "6159229d", "metadata": { "editable": true }, @@ -3364,7 +3369,7 @@ }, { "cell_type": "markdown", - "id": "074e8484", + "id": "70f3d5e8", "metadata": { "editable": true }, @@ -3386,7 +3391,7 @@ }, { "cell_type": "markdown", - "id": "c17c3b86", + "id": "aab7e5b4", "metadata": { "editable": true }, @@ -3406,7 +3411,7 @@ }, { "cell_type": "markdown", - "id": "49a1a37d", + "id": "785fd98b", "metadata": { "editable": true }, @@ -3421,7 +3426,7 @@ }, { "cell_type": "markdown", - "id": "a185bd43", + "id": "cf1b999b", "metadata": { "editable": true }, @@ -3439,7 +3444,7 @@ }, { "cell_type": "markdown", - "id": "53273d78", + "id": "04581208", "metadata": { "editable": true }, @@ -3469,7 +3474,7 @@ }, { "cell_type": "markdown", - "id": "db13f810", + "id": "d1580b89", "metadata": { "editable": true }, @@ -3498,7 +3503,7 @@ }, { "cell_type": "markdown", - "id": "753fa5bb", + "id": "66f9e349", "metadata": { "editable": true }, @@ -3529,7 +3534,7 @@ }, { "cell_type": "markdown", - "id": "bebca9bb", + "id": "dcf8e4fe", "metadata": { "editable": true }, @@ -3552,7 +3557,7 @@ }, { "cell_type": "markdown", - "id": "2e40473f", + "id": "d1d76bc1", "metadata": { "editable": true }, @@ -3570,7 +3575,7 @@ }, { "cell_type": "markdown", - "id": "5b9ab189", + "id": "46aaee9d", "metadata": { "editable": true }, @@ -3593,7 +3598,7 @@ }, { "cell_type": "markdown", - "id": "c152d5d8", + "id": "73c0f7ff", "metadata": { "editable": true }, @@ -3614,7 +3619,7 @@ }, { "cell_type": "markdown", - "id": "e00bb23f", + "id": "d102eb89", "metadata": { "editable": true }, @@ -3630,7 +3635,7 @@ }, { "cell_type": "markdown", - "id": "c6bb101b", + "id": "f82ffc60", "metadata": { "editable": true }, diff --git a/doc/src/week47/week47.do.txt b/doc/src/week47/week47.do.txt index c2e39ae1a..ae93805c5 100644 --- a/doc/src/week47/week47.do.txt +++ b/doc/src/week47/week47.do.txt @@ -9,7 +9,10 @@ DATE: today * _Friday_: Support Vector Machines and Summary of Course -Geron's chapter 5. Chapter 12 (sections 12.1-12.3 are the most relevant ones) of Hastie et al contains also a good discussion. +_Reading recommendations: + o Geron's chapter 5. + o Hastie et al Chapter 12 (sections 12.1-12.3 are the most relevant ones) + o Bishop chapter 7, with sections 7.1 and 7.2 as the essential ones "See overview video on Support Vector Machines":"https://www.youtube.com/watch?v=efR1C6CvhmE&ab_channel=StatQuestwithJoshStarmer". See also "this video":"https://www.youtube.com/watch?v=N1vOgolbjSc&ab_channel=AliceZhao".