From b1a5156248c10e863713251fdbc4b44dd74e80bf Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 11 Sep 2023 13:55:30 +0200 Subject: [PATCH] update --- doc/pub/week37/html/._week37-bs001.html | 1 + doc/pub/week37/html/week37-reveal.html | 2 + doc/pub/week37/html/week37-solarized.html | 1 + doc/pub/week37/html/week37.html | 1 + doc/pub/week37/ipynb/ipynb-week37-src.tar.gz | Bin 1022692 -> 1022692 bytes doc/pub/week37/ipynb/week37.ipynb | 352 +++++++++--------- .../week37/programs/codeexamplesscaling.ipynb | 16 +- doc/src/week37/week37.do.txt | 1 + 8 files changed, 191 insertions(+), 183 deletions(-) diff --git a/doc/pub/week37/html/._week37-bs001.html b/doc/pub/week37/html/._week37-bs001.html index 3512f1e2a..79bd2e925 100644 --- a/doc/pub/week37/html/._week37-bs001.html +++ b/doc/pub/week37/html/._week37-bs001.html @@ -308,6 +308,7 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week37/html/week37-reveal.html b/doc/pub/week37/html/week37-reveal.html index 85bb85885..88489c70d 100644 --- a/doc/pub/week37/html/week37-reveal.html +++ b/doc/pub/week37/html/week37-reveal.html @@ -232,6 +232,8 @@ MathJax.Hub.Config({

  • Video on cross validation
    • +

  • Video on Bootstrapping
    • +

  • Video on bias-variance tradeoff

    • diff --git a/doc/pub/week37/html/week37-solarized.html b/doc/pub/week37/html/week37-solarized.html index 262368dd1..17d4d073c 100644 --- a/doc/pub/week37/html/week37-solarized.html +++ b/doc/pub/week37/html/week37-solarized.html @@ -281,6 +281,7 @@ MathJax.Hub.Config({

    diff --git a/doc/pub/week37/html/week37.html b/doc/pub/week37/html/week37.html index 46048ee8e..8176977e8 100644 --- a/doc/pub/week37/html/week37.html +++ b/doc/pub/week37/html/week37.html @@ -358,6 +358,7 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz b/doc/pub/week37/ipynb/ipynb-week37-src.tar.gz index 077b85883037b70932b309dc34f6da95a0e522f9..6017621ae7461c5c7b1d1d88fe47a4ec470e0dbd 100644 GIT binary patch delta 63 zcmWN_Hvxb!006;IKXeJ~h=@0apKySW$YF~Q;KnOCm7LhG7>@9sNF}v2(n=@2{267C NQ6`yXku|eD_Xj+l5NrSd delta 63 zcmWN_$q9fk002SnjduxllHPnQ2o@mNN6PV+Iz;C=ImMhJ+Zl@EdUvFhN@{7Ol}`Q) P(#s&DOft)oSfBd?ZJ7~Z diff --git a/doc/pub/week37/ipynb/week37.ipynb b/doc/pub/week37/ipynb/week37.ipynb index 3d6a1c1b9..e35251c38 100644 --- a/doc/pub/week37/ipynb/week37.ipynb +++ b/doc/pub/week37/ipynb/week37.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "5d85a8ac", + "id": "b01fd4b1", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "82315184", + "id": "44a45b87", "metadata": { "editable": true }, @@ -31,7 +31,7 @@ }, { "cell_type": "markdown", - "id": "7132df07", + "id": "efc03cc3", "metadata": { "editable": true }, @@ -63,12 +63,14 @@ "\n", " * [Video on cross validation](https://www.youtube.com/watch?v=fSytzGwwBVw)\n", "\n", + " * [Video on Bootstrapping](https://www.youtube.com/watch?v=Xz0x-8-cgaQ)\n", + "\n", " * [Video on bias-variance tradeoff](https://www.youtube.com/watch?v=EuBBz3bI-aA)" ] }, { "cell_type": "markdown", - "id": "0928fd34", + "id": "585872a1", "metadata": { "editable": true }, @@ -78,7 +80,7 @@ }, { "cell_type": "markdown", - "id": "9ee88de5", + "id": "942f4ba0", "metadata": { "editable": true }, @@ -107,7 +109,7 @@ }, { "cell_type": "markdown", - "id": "fd2470fe", + "id": "4bbfb97d", "metadata": { "editable": true }, @@ -123,7 +125,7 @@ }, { "cell_type": "markdown", - "id": "8be57b04", + "id": "b7203b1b", "metadata": { "editable": true }, @@ -142,7 +144,7 @@ }, { "cell_type": "markdown", - "id": "ee33fde6", + "id": "8a80f8fc", "metadata": { "editable": true }, @@ -156,7 +158,7 @@ }, { "cell_type": "markdown", - "id": "14124ae5", + "id": "64f383d8", "metadata": { "editable": true }, @@ -168,7 +170,7 @@ }, { "cell_type": "markdown", - "id": "02600bff", + "id": "a22c7dbf", "metadata": { "editable": true }, @@ -179,7 +181,7 @@ }, { "cell_type": "markdown", - "id": "7df4b213", + "id": "afa24d29", "metadata": { "editable": true }, @@ -191,7 +193,7 @@ }, { "cell_type": "markdown", - "id": "996d8e2d", + "id": "adad5437", "metadata": { "editable": true }, @@ -203,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "815b60ed", + "id": "a0e308aa", "metadata": { "editable": true }, @@ -219,7 +221,7 @@ }, { "cell_type": "markdown", - "id": "a93b64c7", + "id": "4f9d51a1", "metadata": { "editable": true }, @@ -230,7 +232,7 @@ }, { "cell_type": "markdown", - "id": "61c06c9b", + "id": "ac11edda", "metadata": { "editable": true }, @@ -253,7 +255,7 @@ }, { "cell_type": "markdown", - "id": "bb1eb3a5", + "id": "2dee4bc8", "metadata": { "editable": true }, @@ -264,7 +266,7 @@ }, { "cell_type": "markdown", - "id": "ea804d82", + "id": "43158161", "metadata": { "editable": true }, @@ -276,7 +278,7 @@ }, { "cell_type": "markdown", - "id": "896c9968", + "id": "9cc312b1", "metadata": { "editable": true }, @@ -288,7 +290,7 @@ }, { "cell_type": "markdown", - "id": "27adffa2", + "id": "c9bf2c1b", "metadata": { "editable": true }, @@ -302,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "b3cb4e94", + "id": "fdac6a27", "metadata": { "editable": true }, @@ -333,7 +335,7 @@ }, { "cell_type": "markdown", - "id": "98964900", + "id": "059613fd", "metadata": { "editable": true }, @@ -355,7 +357,7 @@ }, { "cell_type": "markdown", - "id": "ae46385d", + "id": "fdea1889", "metadata": { "editable": true }, @@ -367,7 +369,7 @@ }, { "cell_type": "markdown", - "id": "862ec8d1", + "id": "546b5ca1", "metadata": { "editable": true }, @@ -380,7 +382,7 @@ }, { "cell_type": "markdown", - "id": "1c05ca70", + "id": "d1fa67fa", "metadata": { "editable": true }, @@ -392,7 +394,7 @@ }, { "cell_type": "markdown", - "id": "a714192d", + "id": "514550c7", "metadata": { "editable": true }, @@ -404,7 +406,7 @@ }, { "cell_type": "markdown", - "id": "bd80e6ae", + "id": "b9a90eca", "metadata": { "editable": true }, @@ -416,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "272d7c5c", + "id": "3f6f2edc", "metadata": { "editable": true }, @@ -430,7 +432,7 @@ }, { "cell_type": "markdown", - "id": "c87b5aa5", + "id": "f27fe183", "metadata": { "editable": true }, @@ -440,7 +442,7 @@ }, { "cell_type": "markdown", - "id": "c946f771", + "id": "7889e185", "metadata": { "editable": true }, @@ -463,7 +465,7 @@ }, { "cell_type": "markdown", - "id": "e6b4e7dd", + "id": "229d9abb", "metadata": { "editable": true }, @@ -475,7 +477,7 @@ }, { "cell_type": "markdown", - "id": "8169d91a", + "id": "bdf5c751", "metadata": { "editable": true }, @@ -488,7 +490,7 @@ }, { "cell_type": "markdown", - "id": "99e90d11", + "id": "7e91e0cb", "metadata": { "editable": true }, @@ -500,7 +502,7 @@ }, { "cell_type": "markdown", - "id": "0b4adc26", + "id": "41f2e22c", "metadata": { "editable": true }, @@ -512,7 +514,7 @@ }, { "cell_type": "markdown", - "id": "9ca9e238", + "id": "0b31a9a1", "metadata": { "editable": true }, @@ -524,7 +526,7 @@ }, { "cell_type": "markdown", - "id": "23dcb3a5", + "id": "5f74f14c", "metadata": { "editable": true }, @@ -535,7 +537,7 @@ }, { "cell_type": "markdown", - "id": "67cb2d01", + "id": "c10936c8", "metadata": { "editable": true }, @@ -547,7 +549,7 @@ }, { "cell_type": "markdown", - "id": "80d807da", + "id": "1c51efe9", "metadata": { "editable": true }, @@ -558,7 +560,7 @@ }, { "cell_type": "markdown", - "id": "14b1cbfd", + "id": "a7c1a4a4", "metadata": { "editable": true }, @@ -570,7 +572,7 @@ }, { "cell_type": "markdown", - "id": "cf86395e", + "id": "43061633", "metadata": { "editable": true }, @@ -580,7 +582,7 @@ }, { "cell_type": "markdown", - "id": "4eee417a", + "id": "69cada77", "metadata": { "editable": true }, @@ -611,7 +613,7 @@ }, { "cell_type": "markdown", - "id": "02893846", + "id": "1898dbca", "metadata": { "editable": true }, @@ -623,7 +625,7 @@ }, { "cell_type": "markdown", - "id": "098674aa", + "id": "e7dccd6f", "metadata": { "editable": true }, @@ -635,7 +637,7 @@ }, { "cell_type": "markdown", - "id": "76b18e95", + "id": "a10fbd18", "metadata": { "editable": true }, @@ -645,7 +647,7 @@ }, { "cell_type": "markdown", - "id": "52c82f5e", + "id": "3530ff5f", "metadata": { "editable": true }, @@ -657,7 +659,7 @@ }, { "cell_type": "markdown", - "id": "46e101f5", + "id": "f2fde118", "metadata": { "editable": true }, @@ -667,7 +669,7 @@ }, { "cell_type": "markdown", - "id": "e8527450", + "id": "bc004664", "metadata": { "editable": true }, @@ -679,7 +681,7 @@ }, { "cell_type": "markdown", - "id": "a421d3d5", + "id": "af134f1e", "metadata": { "editable": true }, @@ -689,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "22137f8a", + "id": "a4833625", "metadata": { "editable": true }, @@ -701,7 +703,7 @@ }, { "cell_type": "markdown", - "id": "4eb8b2fa", + "id": "8c6ce40d", "metadata": { "editable": true }, @@ -711,7 +713,7 @@ }, { "cell_type": "markdown", - "id": "8752defc", + "id": "428e7d77", "metadata": { "editable": true }, @@ -731,7 +733,7 @@ }, { "cell_type": "markdown", - "id": "4befff39", + "id": "e9884bd0", "metadata": { "editable": true }, @@ -743,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "d18ce941", + "id": "167cca6b", "metadata": { "editable": true }, @@ -753,7 +755,7 @@ }, { "cell_type": "markdown", - "id": "0a4fd449", + "id": "7954e72f", "metadata": { "editable": true }, @@ -765,7 +767,7 @@ }, { "cell_type": "markdown", - "id": "ec27160e", + "id": "e5e041c9", "metadata": { "editable": true }, @@ -777,7 +779,7 @@ }, { "cell_type": "markdown", - "id": "cd11746f", + "id": "fe7cdfb3", "metadata": { "editable": true }, @@ -789,7 +791,7 @@ }, { "cell_type": "markdown", - "id": "b966cbbf", + "id": "2073c56b", "metadata": { "editable": true }, @@ -801,7 +803,7 @@ }, { "cell_type": "markdown", - "id": "bccd1443", + "id": "4e077392", "metadata": { "editable": true }, @@ -813,7 +815,7 @@ }, { "cell_type": "markdown", - "id": "7b6361b1", + "id": "53621deb", "metadata": { "editable": true }, @@ -825,7 +827,7 @@ }, { "cell_type": "markdown", - "id": "f1ff2fe1", + "id": "3a77431d", "metadata": { "editable": true }, @@ -837,7 +839,7 @@ }, { "cell_type": "markdown", - "id": "ccc6b096", + "id": "786d7efe", "metadata": { "editable": true }, @@ -849,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "86507503", + "id": "8f01293e", "metadata": { "editable": true }, @@ -859,7 +861,7 @@ }, { "cell_type": "markdown", - "id": "bee1fbb6", + "id": "6cb289dc", "metadata": { "editable": true }, @@ -871,7 +873,7 @@ }, { "cell_type": "markdown", - "id": "ae2e7deb", + "id": "31ef225f", "metadata": { "editable": true }, @@ -881,7 +883,7 @@ }, { "cell_type": "markdown", - "id": "8e262661", + "id": "1d82a508", "metadata": { "editable": true }, @@ -900,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "5de65e5b", + "id": "c93ecb90", "metadata": { "editable": true }, @@ -921,7 +923,7 @@ }, { "cell_type": "markdown", - "id": "6f1ba40c", + "id": "c2b4a441", "metadata": { "editable": true }, @@ -933,7 +935,7 @@ }, { "cell_type": "markdown", - "id": "0e4cdf38", + "id": "1f7159c9", "metadata": { "editable": true }, @@ -944,7 +946,7 @@ }, { "cell_type": "markdown", - "id": "76584b5c", + "id": "d092f790", "metadata": { "editable": true }, @@ -957,7 +959,7 @@ }, { "cell_type": "markdown", - "id": "a879a6bd", + "id": "cebb15fb", "metadata": { "editable": true }, @@ -969,7 +971,7 @@ }, { "cell_type": "markdown", - "id": "dd0274e0", + "id": "67f051bc", "metadata": { "editable": true }, @@ -979,7 +981,7 @@ }, { "cell_type": "markdown", - "id": "684fbc25", + "id": "3ecb215e", "metadata": { "editable": true }, @@ -991,7 +993,7 @@ }, { "cell_type": "markdown", - "id": "54cd9a76", + "id": "3249a7c9", "metadata": { "editable": true }, @@ -1001,7 +1003,7 @@ }, { "cell_type": "markdown", - "id": "051338d6", + "id": "c7616dec", "metadata": { "editable": true }, @@ -1013,7 +1015,7 @@ }, { "cell_type": "markdown", - "id": "e5f3d505", + "id": "7f137acf", "metadata": { "editable": true }, @@ -1023,7 +1025,7 @@ }, { "cell_type": "markdown", - "id": "ef60f6e2", + "id": "f14cb9a2", "metadata": { "editable": true }, @@ -1037,7 +1039,7 @@ }, { "cell_type": "markdown", - "id": "dde5ce68", + "id": "4a56d5c4", "metadata": { "editable": true }, @@ -1049,7 +1051,7 @@ }, { "cell_type": "markdown", - "id": "428b7cfc", + "id": "fcc7f560", "metadata": { "editable": true }, @@ -1059,7 +1061,7 @@ }, { "cell_type": "markdown", - "id": "95ad5eba", + "id": "81211139", "metadata": { "editable": true }, @@ -1071,7 +1073,7 @@ }, { "cell_type": "markdown", - "id": "6e6b706c", + "id": "715740f0", "metadata": { "editable": true }, @@ -1081,7 +1083,7 @@ }, { "cell_type": "markdown", - "id": "6e6a60cb", + "id": "c103f415", "metadata": { "editable": true }, @@ -1093,7 +1095,7 @@ }, { "cell_type": "markdown", - "id": "c7127db8", + "id": "2bb60344", "metadata": { "editable": true }, @@ -1103,7 +1105,7 @@ }, { "cell_type": "markdown", - "id": "60288e6d", + "id": "01d520aa", "metadata": { "editable": true }, @@ -1115,7 +1117,7 @@ }, { "cell_type": "markdown", - "id": "0e8d9dfd", + "id": "0f62c28f", "metadata": { "editable": true }, @@ -1125,7 +1127,7 @@ }, { "cell_type": "markdown", - "id": "c0450362", + "id": "a3241d36", "metadata": { "editable": true }, @@ -1141,7 +1143,7 @@ }, { "cell_type": "markdown", - "id": "5911b76d", + "id": "5d92c7bc", "metadata": { "editable": true }, @@ -1153,7 +1155,7 @@ }, { "cell_type": "markdown", - "id": "6029916b", + "id": "3c503db1", "metadata": { "editable": true }, @@ -1163,7 +1165,7 @@ }, { "cell_type": "markdown", - "id": "b704a6fd", + "id": "117cbb16", "metadata": { "editable": true }, @@ -1175,7 +1177,7 @@ }, { "cell_type": "markdown", - "id": "60c7948c", + "id": "a82a6f35", "metadata": { "editable": true }, @@ -1188,7 +1190,7 @@ }, { "cell_type": "markdown", - "id": "51dcd9c3", + "id": "9930e40e", "metadata": { "editable": true }, @@ -1200,7 +1202,7 @@ }, { "cell_type": "markdown", - "id": "c6512c09", + "id": "5435e961", "metadata": { "editable": true }, @@ -1210,7 +1212,7 @@ }, { "cell_type": "markdown", - "id": "2c5ca7b5", + "id": "6f3264e4", "metadata": { "editable": true }, @@ -1222,7 +1224,7 @@ }, { "cell_type": "markdown", - "id": "1c530682", + "id": "e6fa0b58", "metadata": { "editable": true }, @@ -1232,7 +1234,7 @@ }, { "cell_type": "markdown", - "id": "81771a49", + "id": "886b042b", "metadata": { "editable": true }, @@ -1244,7 +1246,7 @@ }, { "cell_type": "markdown", - "id": "c2aac5ba", + "id": "64d75f6f", "metadata": { "editable": true }, @@ -1256,7 +1258,7 @@ }, { "cell_type": "markdown", - "id": "d2e548d7", + "id": "fcf0f05f", "metadata": { "editable": true }, @@ -1266,7 +1268,7 @@ }, { "cell_type": "markdown", - "id": "2901f9c7", + "id": "c689d23e", "metadata": { "editable": true }, @@ -1278,7 +1280,7 @@ }, { "cell_type": "markdown", - "id": "8b0dc761", + "id": "1b30d4ea", "metadata": { "editable": true }, @@ -1290,7 +1292,7 @@ }, { "cell_type": "markdown", - "id": "81709208", + "id": "395b59bc", "metadata": { "editable": true }, @@ -1302,7 +1304,7 @@ }, { "cell_type": "markdown", - "id": "757cbc8c", + "id": "fe60f31d", "metadata": { "editable": true }, @@ -1312,7 +1314,7 @@ }, { "cell_type": "markdown", - "id": "337a92ec", + "id": "c62bb449", "metadata": { "editable": true }, @@ -1324,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "170ec18c", + "id": "a0acba25", "metadata": { "editable": true }, @@ -1334,7 +1336,7 @@ }, { "cell_type": "markdown", - "id": "1919001a", + "id": "3dd24af3", "metadata": { "editable": true }, @@ -1353,7 +1355,7 @@ }, { "cell_type": "markdown", - "id": "861c96a1", + "id": "6917a474", "metadata": { "editable": true }, @@ -1381,7 +1383,7 @@ }, { "cell_type": "markdown", - "id": "9e8d9abb", + "id": "24cec8c3", "metadata": { "editable": true }, @@ -1407,7 +1409,7 @@ }, { "cell_type": "markdown", - "id": "cca36e61", + "id": "89ad7a09", "metadata": { "editable": true }, @@ -1424,7 +1426,7 @@ }, { "cell_type": "markdown", - "id": "060a4427", + "id": "2902167c", "metadata": { "editable": true }, @@ -1444,7 +1446,7 @@ }, { "cell_type": "markdown", - "id": "bc631501", + "id": "082db7cc", "metadata": { "editable": true }, @@ -1473,7 +1475,7 @@ }, { "cell_type": "markdown", - "id": "65212453", + "id": "9c0f97ec", "metadata": { "editable": true }, @@ -1498,7 +1500,7 @@ }, { "cell_type": "markdown", - "id": "ce801e18", + "id": "97db2ddf", "metadata": { "editable": true }, @@ -1518,7 +1520,7 @@ }, { "cell_type": "markdown", - "id": "927e2be5", + "id": "fa694ca7", "metadata": { "editable": true }, @@ -1530,7 +1532,7 @@ }, { "cell_type": "markdown", - "id": "fe6c7817", + "id": "e70aa901", "metadata": { "editable": true }, @@ -1540,7 +1542,7 @@ }, { "cell_type": "markdown", - "id": "b0ae80c3", + "id": "4603da33", "metadata": { "editable": true }, @@ -1555,7 +1557,7 @@ }, { "cell_type": "markdown", - "id": "b8bf320d", + "id": "c6228bb8", "metadata": { "editable": true }, @@ -1568,7 +1570,7 @@ }, { "cell_type": "markdown", - "id": "62def127", + "id": "52dee4b9", "metadata": { "editable": true }, @@ -1581,7 +1583,7 @@ }, { "cell_type": "markdown", - "id": "71d882fb", + "id": "8a1618e6", "metadata": { "editable": true }, @@ -1593,7 +1595,7 @@ }, { "cell_type": "markdown", - "id": "37f348c8", + "id": "c78c1c3c", "metadata": { "editable": true }, @@ -1606,7 +1608,7 @@ }, { "cell_type": "markdown", - "id": "0b949710", + "id": "4ec445f3", "metadata": { "editable": true }, @@ -1617,7 +1619,7 @@ }, { "cell_type": "markdown", - "id": "673d5c06", + "id": "eaaeee09", "metadata": { "editable": true }, @@ -1631,7 +1633,7 @@ }, { "cell_type": "markdown", - "id": "81c0beaf", + "id": "263f8dae", "metadata": { "editable": true }, @@ -1641,7 +1643,7 @@ }, { "cell_type": "markdown", - "id": "e83202fb", + "id": "8d107200", "metadata": { "editable": true }, @@ -1655,7 +1657,7 @@ }, { "cell_type": "markdown", - "id": "27744da9", + "id": "536dfe52", "metadata": { "editable": true }, @@ -1668,7 +1670,7 @@ }, { "cell_type": "markdown", - "id": "420c8688", + "id": "8cfaa620", "metadata": { "editable": true }, @@ -1681,7 +1683,7 @@ }, { "cell_type": "markdown", - "id": "591e95ca", + "id": "61d1ad72", "metadata": { "editable": true }, @@ -1691,7 +1693,7 @@ }, { "cell_type": "markdown", - "id": "a044c8a4", + "id": "3fe1619f", "metadata": { "editable": true }, @@ -1704,7 +1706,7 @@ }, { "cell_type": "markdown", - "id": "22b21609", + "id": "2dce0fc0", "metadata": { "editable": true }, @@ -1714,7 +1716,7 @@ }, { "cell_type": "markdown", - "id": "461ba192", + "id": "02476632", "metadata": { "editable": true }, @@ -1727,7 +1729,7 @@ }, { "cell_type": "markdown", - "id": "97d21082", + "id": "6a81d0b6", "metadata": { "editable": true }, @@ -1739,7 +1741,7 @@ }, { "cell_type": "markdown", - "id": "1231f2f0", + "id": "4b6b30ea", "metadata": { "editable": true }, @@ -1758,7 +1760,7 @@ }, { "cell_type": "markdown", - "id": "def2d3ca", + "id": "7cb03fff", "metadata": { "editable": true }, @@ -1771,7 +1773,7 @@ }, { "cell_type": "markdown", - "id": "acdeb582", + "id": "84cb3cf4", "metadata": { "editable": true }, @@ -1783,7 +1785,7 @@ }, { "cell_type": "markdown", - "id": "ad0ce315", + "id": "87d68e2d", "metadata": { "editable": true }, @@ -1796,7 +1798,7 @@ }, { "cell_type": "markdown", - "id": "6be519fc", + "id": "9028b69e", "metadata": { "editable": true }, @@ -1816,7 +1818,7 @@ }, { "cell_type": "markdown", - "id": "72497b42", + "id": "81cb25ef", "metadata": { "editable": true }, @@ -1839,7 +1841,7 @@ }, { "cell_type": "markdown", - "id": "7d663e8f", + "id": "8cb18602", "metadata": { "editable": true }, @@ -1854,7 +1856,7 @@ }, { "cell_type": "markdown", - "id": "4925ba6e", + "id": "f4388f16", "metadata": { "editable": true }, @@ -1866,7 +1868,7 @@ }, { "cell_type": "markdown", - "id": "9fbe8108", + "id": "44860632", "metadata": { "editable": true }, @@ -1886,7 +1888,7 @@ }, { "cell_type": "markdown", - "id": "b6b2b234", + "id": "7f84d8e5", "metadata": { "editable": true }, @@ -1906,7 +1908,7 @@ }, { "cell_type": "markdown", - "id": "82bd2034", + "id": "591d4185", "metadata": { "editable": true }, @@ -1930,7 +1932,7 @@ }, { "cell_type": "markdown", - "id": "61a94d24", + "id": "551b6e48", "metadata": { "editable": true }, @@ -1951,7 +1953,7 @@ }, { "cell_type": "markdown", - "id": "fd22fd14", + "id": "4b953459", "metadata": { "editable": true }, @@ -1981,7 +1983,7 @@ }, { "cell_type": "markdown", - "id": "3497401f", + "id": "52a48932", "metadata": { "editable": true }, @@ -2005,7 +2007,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "3ef8772f", + "id": "182e51b5", "metadata": { "collapsed": false, "editable": true @@ -2044,7 +2046,7 @@ }, { "cell_type": "markdown", - "id": "ffe9e08b", + "id": "967a6335", "metadata": { "editable": true }, @@ -2054,7 +2056,7 @@ }, { "cell_type": "markdown", - "id": "c8770096", + "id": "16cadf05", "metadata": { "editable": true }, @@ -2065,7 +2067,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "ac35a65b", + "id": "5825b06f", "metadata": { "collapsed": false, "editable": true @@ -2085,7 +2087,7 @@ }, { "cell_type": "markdown", - "id": "e4ad71a5", + "id": "ed1cfe14", "metadata": { "editable": true }, @@ -2103,7 +2105,7 @@ }, { "cell_type": "markdown", - "id": "edcf8b5c", + "id": "969d4ddf", "metadata": { "editable": true }, @@ -2115,7 +2117,7 @@ }, { "cell_type": "markdown", - "id": "77b70dca", + "id": "b5e6dc10", "metadata": { "editable": true }, @@ -2132,7 +2134,7 @@ }, { "cell_type": "markdown", - "id": "07cccff6", + "id": "8188dc0c", "metadata": { "editable": true }, @@ -2144,7 +2146,7 @@ }, { "cell_type": "markdown", - "id": "b04fa9bd", + "id": "9acfaf8c", "metadata": { "editable": true }, @@ -2154,7 +2156,7 @@ }, { "cell_type": "markdown", - "id": "c79570c2", + "id": "a05ac35e", "metadata": { "editable": true }, @@ -2166,7 +2168,7 @@ }, { "cell_type": "markdown", - "id": "9a8a6a3b", + "id": "4e2e3da4", "metadata": { "editable": true }, @@ -2183,7 +2185,7 @@ }, { "cell_type": "markdown", - "id": "a9a892c2", + "id": "2dec9a7c", "metadata": { "editable": true }, @@ -2195,7 +2197,7 @@ }, { "cell_type": "markdown", - "id": "0057120a", + "id": "a4b2b846", "metadata": { "editable": true }, @@ -2205,7 +2207,7 @@ }, { "cell_type": "markdown", - "id": "9e9b0c0f", + "id": "a191e0ac", "metadata": { "editable": true }, @@ -2217,7 +2219,7 @@ }, { "cell_type": "markdown", - "id": "4b28d5f5", + "id": "1ec0291e", "metadata": { "editable": true }, @@ -2227,7 +2229,7 @@ }, { "cell_type": "markdown", - "id": "3fbb0a03", + "id": "c49ce956", "metadata": { "editable": true }, @@ -2239,7 +2241,7 @@ }, { "cell_type": "markdown", - "id": "c367d950", + "id": "9bc7eda1", "metadata": { "editable": true }, @@ -2249,7 +2251,7 @@ }, { "cell_type": "markdown", - "id": "e71acf60", + "id": "f42f620a", "metadata": { "editable": true }, @@ -2265,7 +2267,7 @@ }, { "cell_type": "markdown", - "id": "93070f01", + "id": "5121f450", "metadata": { "editable": true }, @@ -2276,7 +2278,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "a46b37f7", + "id": "19b88b91", "metadata": { "collapsed": false, "editable": true @@ -2341,7 +2343,7 @@ }, { "cell_type": "markdown", - "id": "152a6857", + "id": "b8c8f9cc", "metadata": { "editable": true }, @@ -2352,7 +2354,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "c385948e", + "id": "6634be8b", "metadata": { "collapsed": false, "editable": true @@ -2409,7 +2411,7 @@ }, { "cell_type": "markdown", - "id": "a6ddc62c", + "id": "cf252a96", "metadata": { "editable": true }, @@ -2447,7 +2449,7 @@ }, { "cell_type": "markdown", - "id": "3ff69bcd", + "id": "4ea91702", "metadata": { "editable": true }, @@ -2458,7 +2460,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "16bd46aa", + "id": "2123b1e9", "metadata": { "collapsed": false, "editable": true @@ -2540,7 +2542,7 @@ }, { "cell_type": "markdown", - "id": "d898e22e", + "id": "cd47e7db", "metadata": { "editable": true }, @@ -2565,7 +2567,7 @@ }, { "cell_type": "markdown", - "id": "b3c4bc74", + "id": "615a397e", "metadata": { "editable": true }, @@ -2593,7 +2595,7 @@ }, { "cell_type": "markdown", - "id": "35277af5", + "id": "edd51643", "metadata": { "editable": true }, @@ -2606,7 +2608,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "6e8a01e6", + "id": "efb30d52", "metadata": { "collapsed": false, "editable": true @@ -2706,7 +2708,7 @@ }, { "cell_type": "markdown", - "id": "addf22bf", + "id": "5f2daae6", "metadata": { "editable": true }, @@ -2717,7 +2719,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "f1af3e2c", + "id": "d6440291", "metadata": { "collapsed": false, "editable": true @@ -2806,7 +2808,7 @@ }, { "cell_type": "markdown", - "id": "c05b2a3a", + "id": "b5102ece", "metadata": { "editable": true }, @@ -2816,7 +2818,7 @@ }, { "cell_type": "markdown", - "id": "be50bfa2", + "id": "149f630f", "metadata": { "editable": true }, @@ -2829,7 +2831,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "33fb2f51", + "id": "1c26a64e", "metadata": { "collapsed": false, "editable": true diff --git a/doc/src/week37/programs/codeexamplesscaling.ipynb b/doc/src/week37/programs/codeexamplesscaling.ipynb index d4493a0b7..e85829f91 100644 --- a/doc/src/week37/programs/codeexamplesscaling.ipynb +++ b/doc/src/week37/programs/codeexamplesscaling.ipynb @@ -547,7 +547,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 45, "id": "a721dffd", "metadata": {}, "outputs": [ @@ -555,13 +555,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "[0. 0.5 3.7]\n", - "[0. 0.49997445 3.69992817]\n", - "2.000000000000007\n", + "[0.5 3.7]\n", + "[0.49997445 3.69992817]\n", + "1.9999999999999947\n", "2.00021345091295\n", " \n", "test MSE of OLS\n", - "3.729339929432333e-29\n", + "1.7086727207087115e-28\n", " \n", "test MSE of Ridge\n", "6.420926689334773e-08\n" @@ -582,7 +582,7 @@ "from sklearn import linear_model\n", "np.random.seed(2018)\n", "n = 100\n", - "d = 3\n", + "d = 2\n", "Lambda = 0.01\n", "true_beta = [2, 0.5, 3.7]\n", "\n", @@ -595,7 +595,7 @@ "#Design matrix X does include the intercept. \n", "X = np.zeros((n, d))\n", "for p in range(d): \n", - " X[:, p] = x ** (p)\n", + " X[:, p] = x ** (p+1)\n", "\n", "\n", "#Split data in train and test\n", @@ -644,7 +644,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8b3b48ac", + "id": "cf021a10", "metadata": {}, "outputs": [], "source": [] diff --git a/doc/src/week37/week37.do.txt b/doc/src/week37/week37.do.txt index ddaab9303..d4ef0d719 100644 --- a/doc/src/week37/week37.do.txt +++ b/doc/src/week37/week37.do.txt @@ -21,6 +21,7 @@ DATE: today * Reads and Videos: * Hastie et al Chapter 7, here we recommend 7.1-7.5 and 7.10 (cross-validation) and 7.11 (bootstrap). * "Video on cross validation":"https://www.youtube.com/watch?v=fSytzGwwBVw" + * "Video on Bootstrapping":"https://www.youtube.com/watch?v=Xz0x-8-cgaQ" * "Video on bias-variance tradeoff":"https://www.youtube.com/watch?v=EuBBz3bI-aA" !eblock