From 09cc50ce2fe5a4605c37dbe6d95268c03e2c221c Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 5 Sep 2022 17:21:37 +0200 Subject: [PATCH] last update of typos? --- .../2022/Project1/html/._Project1-bs000.html | 2 - .../2022/Project1/html/Project1-bs.html | 2 - doc/Projects/2022/Project1/html/Project1.html | 2 - .../2022/Project1/ipynb/Project1.ipynb | 104 +++++++++--------- .../Project1/ipynb/ipynb-Project1-src.tar.gz | Bin 193 -> 193 bytes doc/Projects/2022/Project1/pdf/Project1.p.tex | 2 - doc/Projects/2022/Project1/pdf/Project1.pdf | Bin 254351 -> 254160 bytes doc/Projects/2022/Project1/pdf/Project1.tex | 2 - .../Projects/2022/Project1/Project1.do.txt | 2 - 9 files changed, 51 insertions(+), 65 deletions(-) diff --git a/doc/Projects/2022/Project1/html/._Project1-bs000.html b/doc/Projects/2022/Project1/html/._Project1-bs000.html index 229495544..0d3f77bae 100644 --- a/doc/Projects/2022/Project1/html/._Project1-bs000.html +++ b/doc/Projects/2022/Project1/html/._Project1-bs000.html @@ -491,8 +491,6 @@ of your model complexity (the degree of the polynomial) and the number of data points, and possibly also your training and test data using the bootstrap resampling method. You can follow the code example in the jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#the-bias-variance-tradeoff.

- -

Note also that when you calculate the bias, in all applications you don't know the function values \( f_i \). You would hence replace them with the actual data points \( y_i \).

Part d): Cross-validation as resampling techniques, adding more complexity

The aim here is to write your own code for another widely popular diff --git a/doc/Projects/2022/Project1/html/Project1-bs.html b/doc/Projects/2022/Project1/html/Project1-bs.html index 229495544..0d3f77bae 100644 --- a/doc/Projects/2022/Project1/html/Project1-bs.html +++ b/doc/Projects/2022/Project1/html/Project1-bs.html @@ -491,8 +491,6 @@ of your model complexity (the degree of the polynomial) and the number of data points, and possibly also your training and test data using the bootstrap resampling method. You can follow the code example in the jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#the-bias-variance-tradeoff.

- -

Note also that when you calculate the bias, in all applications you don't know the function values \( f_i \). You would hence replace them with the actual data points \( y_i \).

Part d): Cross-validation as resampling techniques, adding more complexity

The aim here is to write your own code for another widely popular diff --git a/doc/Projects/2022/Project1/html/Project1.html b/doc/Projects/2022/Project1/html/Project1.html index 2034ad644..ae1c3646a 100644 --- a/doc/Projects/2022/Project1/html/Project1.html +++ b/doc/Projects/2022/Project1/html/Project1.html @@ -527,8 +527,6 @@ of your model complexity (the degree of the polynomial) and the number of data points, and possibly also your training and test data using the bootstrap resampling method. You can follow the code example in the jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#the-bias-variance-tradeoff.

- -

Note also that when you calculate the bias, in all applications you don't know the function values \( f_i \). You would hence replace them with the actual data points \( y_i \).

Part d): Cross-validation as resampling techniques, adding more complexity

The aim here is to write your own code for another widely popular diff --git a/doc/Projects/2022/Project1/ipynb/Project1.ipynb b/doc/Projects/2022/Project1/ipynb/Project1.ipynb index 28018807d..f138874db 100644 --- a/doc/Projects/2022/Project1/ipynb/Project1.ipynb +++ b/doc/Projects/2022/Project1/ipynb/Project1.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "2f0d0303", + "id": "ca1c2e24", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "383fa1e8", + "id": "02930a2d", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "00edcc37", + "id": "1333230f", "metadata": { "editable": true }, @@ -63,7 +63,7 @@ }, { "cell_type": "markdown", - "id": "b8f880fc", + "id": "3a7fd4e5", "metadata": { "editable": true }, @@ -85,7 +85,7 @@ }, { "cell_type": "markdown", - "id": "1e667978", + "id": "67295d49", "metadata": { "editable": true }, @@ -100,7 +100,7 @@ }, { "cell_type": "markdown", - "id": "3ce1ab3a", + "id": "13e004d0", "metadata": { "editable": true }, @@ -129,7 +129,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "965d1f48", + "id": "274827d8", "metadata": { "collapsed": false, "editable": true @@ -181,7 +181,7 @@ }, { "cell_type": "markdown", - "id": "6171ab22", + "id": "95e656c7", "metadata": { "editable": true }, @@ -197,7 +197,7 @@ }, { "cell_type": "markdown", - "id": "969dd687", + "id": "719bdbb4", "metadata": { "editable": true }, @@ -209,7 +209,7 @@ }, { "cell_type": "markdown", - "id": "9194b1fc", + "id": "cd83cea7", "metadata": { "editable": true }, @@ -220,7 +220,7 @@ }, { "cell_type": "markdown", - "id": "cb6e0c5a", + "id": "3273d0b9", "metadata": { "editable": true }, @@ -232,7 +232,7 @@ }, { "cell_type": "markdown", - "id": "ef0c8ce0", + "id": "74550be5", "metadata": { "editable": true }, @@ -244,7 +244,7 @@ }, { "cell_type": "markdown", - "id": "c4e904d3", + "id": "fc4dbadf", "metadata": { "editable": true }, @@ -256,7 +256,7 @@ }, { "cell_type": "markdown", - "id": "8ce55ba5", + "id": "c6afdf2e", "metadata": { "editable": true }, @@ -267,7 +267,7 @@ }, { "cell_type": "markdown", - "id": "3aa94ac5", + "id": "5c4dc29b", "metadata": { "editable": true }, @@ -279,7 +279,7 @@ }, { "cell_type": "markdown", - "id": "8a15da0c", + "id": "acc5cbf5", "metadata": { "editable": true }, @@ -292,7 +292,7 @@ }, { "cell_type": "markdown", - "id": "9761270b", + "id": "d93a6eb5", "metadata": { "editable": true }, @@ -304,7 +304,7 @@ }, { "cell_type": "markdown", - "id": "12f47ebc", + "id": "152d18ff", "metadata": { "editable": true }, @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "be6e6c6e", + "id": "b850a49f", "metadata": { "editable": true }, @@ -326,7 +326,7 @@ }, { "cell_type": "markdown", - "id": "734989a3", + "id": "542f2716", "metadata": { "editable": true }, @@ -337,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "7e01db05", + "id": "615e0737", "metadata": { "editable": true }, @@ -359,7 +359,7 @@ }, { "cell_type": "markdown", - "id": "6431c5d5", + "id": "786dc334", "metadata": { "editable": true }, @@ -372,7 +372,7 @@ }, { "cell_type": "markdown", - "id": "e4eae5de", + "id": "640d183d", "metadata": { "editable": true }, @@ -384,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "6b7f7088", + "id": "4ea51524", "metadata": { "editable": true }, @@ -396,7 +396,7 @@ }, { "cell_type": "markdown", - "id": "57e680b6", + "id": "de75d17f", "metadata": { "editable": true }, @@ -406,7 +406,7 @@ }, { "cell_type": "markdown", - "id": "bbee460a", + "id": "da65f25e", "metadata": { "editable": true }, @@ -418,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "ab772d43", + "id": "537854a8", "metadata": { "editable": true }, @@ -447,7 +447,7 @@ }, { "cell_type": "markdown", - "id": "022b31d9", + "id": "8272e5b5", "metadata": { "editable": true }, @@ -479,7 +479,7 @@ }, { "cell_type": "markdown", - "id": "38c61204", + "id": "dc84027a", "metadata": { "editable": true }, @@ -491,7 +491,7 @@ }, { "cell_type": "markdown", - "id": "aa00d7dd", + "id": "a3e762aa", "metadata": { "editable": true }, @@ -510,7 +510,7 @@ }, { "cell_type": "markdown", - "id": "6240984f", + "id": "17aab5fa", "metadata": { "editable": true }, @@ -522,7 +522,7 @@ }, { "cell_type": "markdown", - "id": "0f01484d", + "id": "ff787790", "metadata": { "editable": true }, @@ -536,7 +536,7 @@ }, { "cell_type": "markdown", - "id": "37f1b3f8", + "id": "094a8507", "metadata": { "editable": true }, @@ -548,7 +548,7 @@ }, { "cell_type": "markdown", - "id": "0673dacf", + "id": "44017f87", "metadata": { "editable": true }, @@ -558,7 +558,7 @@ }, { "cell_type": "markdown", - "id": "281ae919", + "id": "0e4bc241", "metadata": { "editable": true }, @@ -570,7 +570,7 @@ }, { "cell_type": "markdown", - "id": "3604e435", + "id": "226339d0", "metadata": { "editable": true }, @@ -580,7 +580,7 @@ }, { "cell_type": "markdown", - "id": "cb6e58c2", + "id": "22627a64", "metadata": { "editable": true }, @@ -592,7 +592,7 @@ }, { "cell_type": "markdown", - "id": "65111a57", + "id": "e692e756", "metadata": { "editable": true }, @@ -606,14 +606,12 @@ "Discuss the bias and variance trade-off as function\n", "of your model complexity (the degree of the polynomial) and the number\n", "of data points, and possibly also your training and test data using the **bootstrap** resampling method.\n", - "You can follow the code example in the jupyter-book at .\n", - "\n", - "Note also that when you calculate the bias, in all applications you don't know the function values $f_i$. You would hence replace them with the actual data points $y_i$." + "You can follow the code example in the jupyter-book at ." ] }, { "cell_type": "markdown", - "id": "54283cc7", + "id": "8dc1e0c1", "metadata": { "editable": true }, @@ -638,7 +636,7 @@ }, { "cell_type": "markdown", - "id": "47078a1a", + "id": "b7e92ecb", "metadata": { "editable": true }, @@ -658,7 +656,7 @@ }, { "cell_type": "markdown", - "id": "97849c2c", + "id": "d5c0bb8b", "metadata": { "editable": true }, @@ -675,7 +673,7 @@ }, { "cell_type": "markdown", - "id": "c37b1811", + "id": "f253b365", "metadata": { "editable": true }, @@ -703,7 +701,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "646b70df", + "id": "bbd345fb", "metadata": { "collapsed": false, "editable": true @@ -715,7 +713,7 @@ }, { "cell_type": "markdown", - "id": "5107f3b6", + "id": "8342b19a", "metadata": { "editable": true }, @@ -727,7 +725,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "24ae3ba0", + "id": "adf76147", "metadata": { "collapsed": false, "editable": true @@ -753,7 +751,7 @@ }, { "cell_type": "markdown", - "id": "1f239875", + "id": "e7ed037b", "metadata": { "editable": true }, @@ -778,7 +776,7 @@ }, { "cell_type": "markdown", - "id": "ea729b77", + "id": "5a0572b6", "metadata": { "editable": true }, @@ -792,7 +790,7 @@ }, { "cell_type": "markdown", - "id": "61fd5713", + "id": "ac2218c8", "metadata": { "editable": true }, @@ -822,7 +820,7 @@ }, { "cell_type": "markdown", - "id": "9579c5f3", + "id": "32926fbf", "metadata": { "editable": true }, @@ -844,7 +842,7 @@ }, { "cell_type": "markdown", - "id": "ecf2eb04", + "id": "c16d8495", "metadata": { "editable": true }, diff --git a/doc/Projects/2022/Project1/ipynb/ipynb-Project1-src.tar.gz b/doc/Projects/2022/Project1/ipynb/ipynb-Project1-src.tar.gz index 4cffa264ff0e2f094f57c0384d31c37f8c42e82e..bd1eae7c9ad9f1992afcabddcd0b4f32b0320a40 100644 GIT binary patch literal 193 zcmV;y06za8iwFSm6Bc6t1MSaC4uUWc24L2lVopF>D6lq>g$om6yg-p6Md@H$61lxR z5?yKB5M$DB^H0;sWaf}IBgCkdDLjM5Y+i%87IDxpAV6o;t? zWWAMMdSkgBS83};C?nLnzOk*UKFnE8foJ}SV=WEr^1;@qK%o@{;stVzjW}5v$Zk*t vlqk&f30mBGsReK~053~vB`SXPJB??}TNC)dKF4t!$NAC&AJ*N~00;m8KU`F& literal 193 zcmV;y06za8iwFRH*A-&`1MSaC3c@fD2H>uHia9|^>?3PI7cPV%ULdupO|_Ytq+oAv z+JdeWH${YeS^NnZhMB{5z1eRgd$+-22q9ULz?dvcrzETSJ)x8VO=6P9?ywXHbr%)@ zS#G44-dL{PC~e&cWrTWH=gO+;L!WsSc;=rt*3!T(A8d^Z6k1UrULe=lh?Av}>;_dp viNcJZpvA41S^!rA@UoOvqT<)E(|FdrHBtEMbv)1Wye~ZfX03s@00;m89C}!@ diff --git a/doc/Projects/2022/Project1/pdf/Project1.p.tex b/doc/Projects/2022/Project1/pdf/Project1.p.tex index 130c4ecc0..15f6d9278 100644 --- a/doc/Projects/2022/Project1/pdf/Project1.p.tex +++ b/doc/Projects/2022/Project1/pdf/Project1.p.tex @@ -450,8 +450,6 @@ of your model complexity (the degree of the polynomial) and the number of data points, and possibly also your training and test data using the \textbf{bootstrap} resampling method. You can follow the code example in the jupyter-book at \href{{https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#the-bias-variance-tradeoff}}{\nolinkurl{https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html\#the-bias-variance-tradeoff}}. -Note also that when you calculate the bias, in all applications you don't know the function values $f_i$. You would hence replace them with the actual data points $y_i$. - \paragraph{Part d): Cross-validation as resampling techniques, adding more complexity.} The aim here is to write your own code for another widely popular resampling technique, the so-called cross-validation method. 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