From 42f9b82bd339eba1c3551a5a53f047ce8761caa1 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 29 Aug 2022 10:50:11 +0200 Subject: [PATCH] update --- doc/pub/week35/html/._week35-bs001.html | 2 +- doc/pub/week35/html/._week35-bs069.html | 2 +- doc/pub/week35/html/week35-reveal.html | 5 +- doc/pub/week35/html/week35-solarized.html | 4 +- doc/pub/week35/html/week35.html | 4 +- doc/pub/week35/ipynb/ipynb-week35-src.tar.gz | Bin 192 -> 191 bytes doc/pub/week35/ipynb/week35.ipynb | 836 +++++++++---------- doc/src/week35/week35.do.txt | 4 +- 8 files changed, 428 insertions(+), 429 deletions(-) diff --git a/doc/pub/week35/html/._week35-bs001.html b/doc/pub/week35/html/._week35-bs001.html index 9ae1cf0b7..79e75b530 100644 --- a/doc/pub/week35/html/._week35-bs001.html +++ b/doc/pub/week35/html/._week35-bs001.html @@ -389,7 +389,7 @@ MathJax.Hub.Config({

Plans for week 35

diff --git a/doc/pub/week35/html/._week35-bs069.html b/doc/pub/week35/html/._week35-bs069.html index 951591146..a329534df 100644 --- a/doc/pub/week35/html/._week35-bs069.html +++ b/doc/pub/week35/html/._week35-bs069.html @@ -500,7 +500,7 @@ y = 2.0+5*
  • Write your own code (following the examples under the regression notes) for computing the parametrization of the data set fitting a second-order polynomial.
    • -
  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code.
    • +
  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code. When compairing with _scikit_learn_, make sure you set the option for the intercept to FALSE, see https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html. This feature will be explained in more detail during the lectures of week 35 and week 36. You can find more in https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#more-on-rescaling-data.
  • Using scikit-learn, compute also the mean square error, a risk metric corresponding to the expected value of the squared (quadratic) error defined as
    • $$ MSE(\boldsymbol{y},\boldsymbol{\tilde{y}}) = \frac{1}{n} diff --git a/doc/pub/week35/html/week35-reveal.html b/doc/pub/week35/html/week35-reveal.html index 8cd43c5d6..13ef5ff7d 100644 --- a/doc/pub/week35/html/week35-reveal.html +++ b/doc/pub/week35/html/week35-reveal.html @@ -198,7 +198,7 @@ MathJax.Hub.Config({

    Plans for week 35

    @@ -3610,8 +3610,7 @@ y = 2.0+5

  • Write your own code (following the examples under the regression notes) for computing the parametrization of the data set fitting a second-order polynomial.
    • -

  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code.
    • - +

  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code. When compairing with _scikit_learn_, make sure you set the option for the intercept to FALSE, see https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html. This feature will be explained in more detail during the lectures of week 35 and week 36. You can find more in https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#more-on-rescaling-data.

  • Using scikit-learn, compute also the mean square error, a risk metric corresponding to the expected value of the squared (quadratic) error defined as

    • diff --git a/doc/pub/week35/html/week35-solarized.html b/doc/pub/week35/html/week35-solarized.html index 8373962c0..3e3deed64 100644 --- a/doc/pub/week35/html/week35-solarized.html +++ b/doc/pub/week35/html/week35-solarized.html @@ -338,7 +338,7 @@ MathJax.Hub.Config({

    Plans for week 35

    @@ -3443,7 +3443,7 @@ y = 2.0+5
  • Write your own code (following the examples under the regression notes) for computing the parametrization of the data set fitting a second-order polynomial.
    • -
  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code.
    • +
  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code. When compairing with _scikit_learn_, make sure you set the option for the intercept to FALSE, see https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html. This feature will be explained in more detail during the lectures of week 35 and week 36. You can find more in https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#more-on-rescaling-data.
  • Using scikit-learn, compute also the mean square error, a risk metric corresponding to the expected value of the squared (quadratic) error defined as
    • $$ MSE(\boldsymbol{y},\boldsymbol{\tilde{y}}) = \frac{1}{n} diff --git a/doc/pub/week35/html/week35.html b/doc/pub/week35/html/week35.html index dd23adbae..6b0f8dd15 100644 --- a/doc/pub/week35/html/week35.html +++ b/doc/pub/week35/html/week35.html @@ -415,7 +415,7 @@ MathJax.Hub.Config({

    Plans for week 35

    @@ -3520,7 +3520,7 @@ y = 2.0+5*
  • Write your own code (following the examples under the regression notes) for computing the parametrization of the data set fitting a second-order polynomial.
    • -
  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code.
    • +
  • Use thereafter scikit-learn (see again the examples in the regression slides) and compare with your own code. When compairing with _scikit_learn_, make sure you set the option for the intercept to FALSE, see https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html. This feature will be explained in more detail during the lectures of week 35 and week 36. You can find more in https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#more-on-rescaling-data.
  • Using scikit-learn, compute also the mean square error, a risk metric corresponding to the expected value of the squared (quadratic) error defined as
    • $$ MSE(\boldsymbol{y},\boldsymbol{\tilde{y}}) = \frac{1}{n} diff --git a/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz b/doc/pub/week35/ipynb/ipynb-week35-src.tar.gz index 84261de1fb90d3285c576427d989e3b3d9b522d2..f62ea32e6df94ae396aa0b33226752b9806d9da6 100644 GIT binary patch delta 157 zcmV;O0Al~Z0lxtpABzY8xP1&`00ZsM%?iRW3{;uywE6Fwzb z&Gm#*4m4(j4ecZ)Kq%vk20)fO>7}zynBkPBI-|0v-pvhTW%*&x{0cntPaG?0VY}~L zr4=acFxR?<8)D6PB->u)P-wJc3k+U6X%K|!K@^2_QY&!@Tcb}#G&Tx<{fy^%p7*r} Ly=70g00;m8@OVTJ delta 158 zcmV;P0Ac^X0l)zqABzY8s#*+V00ZsM%?iRW3|lLW?GrF=?4 z=Xw&y9O8r#MmVRO0*M)?Gyt;PNiUss!VIT0)ftsV^=@t$E6Wdi=2zgEf8tn43)_9~ zDy=|ihq=}@+z@NVBiZ&UheD$rTVU|oNrNC%527fflUj*O*cyE@qOno<>t{UA^SrM; M0CMB&BLD~h06#%SjsO4v diff --git a/doc/pub/week35/ipynb/week35.ipynb b/doc/pub/week35/ipynb/week35.ipynb index 5ab096820..3e7b2feab 100644 --- a/doc/pub/week35/ipynb/week35.ipynb +++ b/doc/pub/week35/ipynb/week35.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "857ebf60", + "id": "6ff2c831", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "7c69e765", + "id": "d003498d", "metadata": { "editable": true }, @@ -29,14 +29,14 @@ }, { "cell_type": "markdown", - "id": "70b6e8c3", + "id": "0b5a7e63", "metadata": { "editable": true }, "source": [ "## Plans for week 35\n", "\n", - "* Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises\n", + "* Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises. \n", "\n", "* Thursday: Review of ordinary Least Squares with applications, reminder on statistics and start discussion of Ridge Regression and Singular Value Decomposition\n", "\n", @@ -45,7 +45,7 @@ }, { "cell_type": "markdown", - "id": "18281f62", + "id": "352d2f6f", "metadata": { "editable": true }, @@ -65,7 +65,7 @@ }, { "cell_type": "markdown", - "id": "71a7a8a0", + "id": "0dd4372e", "metadata": { "editable": true }, @@ -86,7 +86,7 @@ }, { "cell_type": "markdown", - "id": "e8e30c07", + "id": "48c265f4", "metadata": { "editable": true }, @@ -120,7 +120,7 @@ }, { "cell_type": "markdown", - "id": "fd57437f", + "id": "714dbdc2", "metadata": { "editable": true }, @@ -142,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "1de27555", + "id": "f5dcc5e6", "metadata": { "editable": true }, @@ -170,7 +170,7 @@ }, { "cell_type": "markdown", - "id": "9f79d654", + "id": "38bddf61", "metadata": { "editable": true }, @@ -185,7 +185,7 @@ }, { "cell_type": "markdown", - "id": "c855f536", + "id": "fb28a0ee", "metadata": { "editable": true }, @@ -197,7 +197,7 @@ }, { "cell_type": "markdown", - "id": "190fac2f", + "id": "3c61087f", "metadata": { "editable": true }, @@ -212,7 +212,7 @@ }, { "cell_type": "markdown", - "id": "2b13ae84", + "id": "0bd418e7", "metadata": { "editable": true }, @@ -225,7 +225,7 @@ }, { "cell_type": "markdown", - "id": "229fad89", + "id": "d822a6fb", "metadata": { "editable": true }, @@ -237,7 +237,7 @@ }, { "cell_type": "markdown", - "id": "0b0a87d1", + "id": "02a352a2", "metadata": { "editable": true }, @@ -247,7 +247,7 @@ }, { "cell_type": "markdown", - "id": "a3e083d8", + "id": "fd5f0de4", "metadata": { "editable": true }, @@ -258,7 +258,7 @@ }, { "cell_type": "markdown", - "id": "7bd61355", + "id": "5ce5935d", "metadata": { "editable": true }, @@ -276,7 +276,7 @@ }, { "cell_type": "markdown", - "id": "ce39752f", + "id": "89e6a633", "metadata": { "editable": true }, @@ -287,7 +287,7 @@ }, { "cell_type": "markdown", - "id": "8b3484eb", + "id": "ad8e7922", "metadata": { "editable": true }, @@ -299,7 +299,7 @@ }, { "cell_type": "markdown", - "id": "aaa377a5", + "id": "895820eb", "metadata": { "editable": true }, @@ -309,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "0d6cc89f", + "id": "e284e305", "metadata": { "editable": true }, @@ -321,7 +321,7 @@ }, { "cell_type": "markdown", - "id": "7f035f76", + "id": "51b40f40", "metadata": { "editable": true }, @@ -331,7 +331,7 @@ }, { "cell_type": "markdown", - "id": "eef509b8", + "id": "a414ce7a", "metadata": { "editable": true }, @@ -343,7 +343,7 @@ }, { "cell_type": "markdown", - "id": "e068339c", + "id": "9f995f81", "metadata": { "editable": true }, @@ -353,7 +353,7 @@ }, { "cell_type": "markdown", - "id": "f17203b9", + "id": "c9fec887", "metadata": { "editable": true }, @@ -372,7 +372,7 @@ }, { "cell_type": "markdown", - "id": "86c0c5af", + "id": "d3273643", "metadata": { "editable": true }, @@ -382,7 +382,7 @@ }, { "cell_type": "markdown", - "id": "63cdac3e", + "id": "2225ce03", "metadata": { "editable": true }, @@ -394,7 +394,7 @@ }, { "cell_type": "markdown", - "id": "5abe0dc3", + "id": "9941084f", "metadata": { "editable": true }, @@ -404,7 +404,7 @@ }, { "cell_type": "markdown", - "id": "0f30d114", + "id": "af5c3a98", "metadata": { "editable": true }, @@ -420,7 +420,7 @@ }, { "cell_type": "markdown", - "id": "0ea9ba9f", + "id": "d2a2551f", "metadata": { "editable": true }, @@ -440,7 +440,7 @@ }, { "cell_type": "markdown", - "id": "30cb0f64", + "id": "b662e52d", "metadata": { "editable": true }, @@ -450,7 +450,7 @@ }, { "cell_type": "markdown", - "id": "e5ed503a", + "id": "9dbb1318", "metadata": { "editable": true }, @@ -461,7 +461,7 @@ }, { "cell_type": "markdown", - "id": "2060d4e4", + "id": "10d90e68", "metadata": { "editable": true }, @@ -480,7 +480,7 @@ }, { "cell_type": "markdown", - "id": "b0fd7136", + "id": "67e228c0", "metadata": { "editable": true }, @@ -490,7 +490,7 @@ }, { "cell_type": "markdown", - "id": "637567c7", + "id": "19b2047a", "metadata": { "editable": true }, @@ -502,7 +502,7 @@ }, { "cell_type": "markdown", - "id": "af22a079", + "id": "d046c5e1", "metadata": { "editable": true }, @@ -512,7 +512,7 @@ }, { "cell_type": "markdown", - "id": "2ee152dc", + "id": "8d6d479f", "metadata": { "editable": true }, @@ -523,7 +523,7 @@ }, { "cell_type": "markdown", - "id": "8d04574d", + "id": "0b68d537", "metadata": { "editable": true }, @@ -543,7 +543,7 @@ }, { "cell_type": "markdown", - "id": "da61cd14", + "id": "7e507ef6", "metadata": { "editable": true }, @@ -555,7 +555,7 @@ }, { "cell_type": "markdown", - "id": "c716c45d", + "id": "84ffd5fb", "metadata": { "editable": true }, @@ -570,7 +570,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "5033a6c0", + "id": "029dbe82", "metadata": { "collapsed": false, "editable": true @@ -652,7 +652,7 @@ }, { "cell_type": "markdown", - "id": "c9637b20", + "id": "c997d488", "metadata": { "editable": true }, @@ -662,7 +662,7 @@ }, { "cell_type": "markdown", - "id": "89d9e3ca", + "id": "ce1c2eef", "metadata": { "editable": true }, @@ -674,7 +674,7 @@ }, { "cell_type": "markdown", - "id": "a02bfbc1", + "id": "3e67338c", "metadata": { "editable": true }, @@ -684,7 +684,7 @@ }, { "cell_type": "markdown", - "id": "ede8fe00", + "id": "e999ff92", "metadata": { "editable": true }, @@ -695,7 +695,7 @@ }, { "cell_type": "markdown", - "id": "5ede9382", + "id": "ff1e4166", "metadata": { "editable": true }, @@ -707,7 +707,7 @@ }, { "cell_type": "markdown", - "id": "5a996440", + "id": "ad22edee", "metadata": { "editable": true }, @@ -717,7 +717,7 @@ }, { "cell_type": "markdown", - "id": "a79ce454", + "id": "48ce60d4", "metadata": { "editable": true }, @@ -729,7 +729,7 @@ }, { "cell_type": "markdown", - "id": "0280764d", + "id": "10cd1a29", "metadata": { "editable": true }, @@ -739,7 +739,7 @@ }, { "cell_type": "markdown", - "id": "c94f63a0", + "id": "e4ad2b41", "metadata": { "editable": true }, @@ -751,7 +751,7 @@ }, { "cell_type": "markdown", - "id": "04b1d08c", + "id": "2ca711fd", "metadata": { "editable": true }, @@ -764,7 +764,7 @@ }, { "cell_type": "markdown", - "id": "be384767", + "id": "880e092a", "metadata": { "editable": true }, @@ -776,7 +776,7 @@ }, { "cell_type": "markdown", - "id": "13b6ce20", + "id": "295005a1", "metadata": { "editable": true }, @@ -786,7 +786,7 @@ }, { "cell_type": "markdown", - "id": "82bef906", + "id": "e3e55afb", "metadata": { "editable": true }, @@ -798,7 +798,7 @@ }, { "cell_type": "markdown", - "id": "82e72e60", + "id": "86a05dbb", "metadata": { "editable": true }, @@ -810,7 +810,7 @@ }, { "cell_type": "markdown", - "id": "39fc1d21", + "id": "8cf12e66", "metadata": { "editable": true }, @@ -821,7 +821,7 @@ }, { "cell_type": "markdown", - "id": "4876d43d", + "id": "f3d5d0e2", "metadata": { "editable": true }, @@ -833,7 +833,7 @@ }, { "cell_type": "markdown", - "id": "0bc0fa1a", + "id": "2cba3d19", "metadata": { "editable": true }, @@ -852,7 +852,7 @@ }, { "cell_type": "markdown", - "id": "5124b2d5", + "id": "4079faad", "metadata": { "editable": true }, @@ -865,7 +865,7 @@ }, { "cell_type": "markdown", - "id": "e3fa9c41", + "id": "f37b0894", "metadata": { "editable": true }, @@ -875,7 +875,7 @@ }, { "cell_type": "markdown", - "id": "761a1f2d", + "id": "0dbe8b02", "metadata": { "editable": true }, @@ -887,7 +887,7 @@ }, { "cell_type": "markdown", - "id": "36cf586e", + "id": "c40df6f2", "metadata": { "editable": true }, @@ -897,7 +897,7 @@ }, { "cell_type": "markdown", - "id": "3447f0a2", + "id": "13ccf8ef", "metadata": { "editable": true }, @@ -909,7 +909,7 @@ }, { "cell_type": "markdown", - "id": "e0fc755f", + "id": "1e2c8146", "metadata": { "editable": true }, @@ -919,7 +919,7 @@ }, { "cell_type": "markdown", - "id": "c8dc20b1", + "id": "ae8f1480", "metadata": { "editable": true }, @@ -931,7 +931,7 @@ }, { "cell_type": "markdown", - "id": "00ea63c8", + "id": "7395de14", "metadata": { "editable": true }, @@ -942,7 +942,7 @@ }, { "cell_type": "markdown", - "id": "7477cf5c", + "id": "b13d9c63", "metadata": { "editable": true }, @@ -954,7 +954,7 @@ }, { "cell_type": "markdown", - "id": "44e87450", + "id": "48fb0e25", "metadata": { "editable": true }, @@ -964,7 +964,7 @@ }, { "cell_type": "markdown", - "id": "37b1e30d", + "id": "04b6599f", "metadata": { "editable": true }, @@ -976,7 +976,7 @@ }, { "cell_type": "markdown", - "id": "2d78f57a", + "id": "dffde874", "metadata": { "editable": true }, @@ -986,7 +986,7 @@ }, { "cell_type": "markdown", - "id": "2b2cffcf", + "id": "8d3a2ae6", "metadata": { "editable": true }, @@ -998,7 +998,7 @@ }, { "cell_type": "markdown", - "id": "264f56b3", + "id": "4934eaf6", "metadata": { "editable": true }, @@ -1019,7 +1019,7 @@ }, { "cell_type": "markdown", - "id": "f7bfa13c", + "id": "73803d26", "metadata": { "editable": true }, @@ -1032,7 +1032,7 @@ }, { "cell_type": "markdown", - "id": "f5d2296c", + "id": "10f90637", "metadata": { "editable": true }, @@ -1044,7 +1044,7 @@ }, { "cell_type": "markdown", - "id": "c41107aa", + "id": "3b92746a", "metadata": { "editable": true }, @@ -1056,7 +1056,7 @@ }, { "cell_type": "markdown", - "id": "94a5a005", + "id": "9b7735ce", "metadata": { "editable": true }, @@ -1068,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "d84cd87a", + "id": "4db92d42", "metadata": { "editable": true }, @@ -1080,7 +1080,7 @@ }, { "cell_type": "markdown", - "id": "377632b8", + "id": "e1636524", "metadata": { "editable": true }, @@ -1096,7 +1096,7 @@ }, { "cell_type": "markdown", - "id": "2d4b4dc3", + "id": "54133683", "metadata": { "editable": true }, @@ -1108,7 +1108,7 @@ }, { "cell_type": "markdown", - "id": "0a423f70", + "id": "00a4418d", "metadata": { "editable": true }, @@ -1118,7 +1118,7 @@ }, { "cell_type": "markdown", - "id": "c80999b7", + "id": "3b0d57d9", "metadata": { "editable": true }, @@ -1130,7 +1130,7 @@ }, { "cell_type": "markdown", - "id": "5a42618b", + "id": "a1095ad0", "metadata": { "editable": true }, @@ -1148,7 +1148,7 @@ }, { "cell_type": "markdown", - "id": "5faa7b0e", + "id": "c15138cd", "metadata": { "editable": true }, @@ -1159,7 +1159,7 @@ }, { "cell_type": "markdown", - "id": "29380786", + "id": "f0efd9fe", "metadata": { "editable": true }, @@ -1171,7 +1171,7 @@ }, { "cell_type": "markdown", - "id": "0f26fea8", + "id": "ac0a3d2c", "metadata": { "editable": true }, @@ -1181,7 +1181,7 @@ }, { "cell_type": "markdown", - "id": "9cba0fd9", + "id": "f7e0a09c", "metadata": { "editable": true }, @@ -1193,7 +1193,7 @@ }, { "cell_type": "markdown", - "id": "3172ad95", + "id": "9cf4e989", "metadata": { "editable": true }, @@ -1203,7 +1203,7 @@ }, { "cell_type": "markdown", - "id": "5cfe748a", + "id": "6b43c579", "metadata": { "editable": true }, @@ -1215,7 +1215,7 @@ }, { "cell_type": "markdown", - "id": "aaab8240", + "id": "416e9613", "metadata": { "editable": true }, @@ -1225,7 +1225,7 @@ }, { "cell_type": "markdown", - "id": "8e3ff6f2", + "id": "3b83eb16", "metadata": { "editable": true }, @@ -1239,7 +1239,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "676eeb34", + "id": "5e93c892", "metadata": { "collapsed": false, "editable": true @@ -1254,7 +1254,7 @@ }, { "cell_type": "markdown", - "id": "a2525715", + "id": "145d8553", "metadata": { "editable": true }, @@ -1265,7 +1265,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "f79d4fce", + "id": "6a86cc29", "metadata": { "collapsed": false, "editable": true @@ -1278,7 +1278,7 @@ }, { "cell_type": "markdown", - "id": "9a4fbed6", + "id": "a398ff71", "metadata": { "editable": true }, @@ -1289,7 +1289,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "75691c37", + "id": "51e83d1e", "metadata": { "collapsed": false, "editable": true @@ -1312,7 +1312,7 @@ }, { "cell_type": "markdown", - "id": "1a76518f", + "id": "e0e071b2", "metadata": { "editable": true }, @@ -1326,7 +1326,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "d8972754", + "id": "1954646c", "metadata": { "collapsed": false, "editable": true @@ -1339,7 +1339,7 @@ }, { "cell_type": "markdown", - "id": "058c80a9", + "id": "ba8913a5", "metadata": { "editable": true }, @@ -1350,7 +1350,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "34cca1b4", + "id": "5e897bbc", "metadata": { "collapsed": false, "editable": true @@ -1362,7 +1362,7 @@ }, { "cell_type": "markdown", - "id": "7f909819", + "id": "910aca01", "metadata": { "editable": true }, @@ -1373,7 +1373,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "53365540", + "id": "48432e58", "metadata": { "collapsed": false, "editable": true @@ -1389,7 +1389,7 @@ }, { "cell_type": "markdown", - "id": "ecd8f1ca", + "id": "608cbf65", "metadata": { "editable": true }, @@ -1400,7 +1400,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "0aaa2b7d", + "id": "d30eb754", "metadata": { "collapsed": false, "editable": true @@ -1414,7 +1414,7 @@ }, { "cell_type": "markdown", - "id": "20a68e7f", + "id": "bfbed23d", "metadata": { "editable": true }, @@ -1435,7 +1435,7 @@ }, { "cell_type": "markdown", - "id": "7618d7e7", + "id": "9bab1783", "metadata": { "editable": true }, @@ -1446,7 +1446,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "c16a1d80", + "id": "12b374fb", "metadata": { "collapsed": false, "editable": true @@ -1495,7 +1495,7 @@ }, { "cell_type": "markdown", - "id": "76aec63b", + "id": "d619215f", "metadata": { "editable": true }, @@ -1506,7 +1506,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "63f47ca8", + "id": "d64bcbf8", "metadata": { "collapsed": false, "editable": true @@ -1531,7 +1531,7 @@ }, { "cell_type": "markdown", - "id": "c7455521", + "id": "8193675c", "metadata": { "editable": true }, @@ -1543,7 +1543,7 @@ }, { "cell_type": "markdown", - "id": "3af47eab", + "id": "edd059d0", "metadata": { "editable": true }, @@ -1587,7 +1587,7 @@ }, { "cell_type": "markdown", - "id": "d697c11f", + "id": "9b397063", "metadata": { "editable": true }, @@ -1599,7 +1599,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "e3c00029", + "id": "26c996dd", "metadata": { "collapsed": false, "editable": true @@ -1615,7 +1615,7 @@ }, { "cell_type": "markdown", - "id": "90aa9d38", + "id": "ab76d27b", "metadata": { "editable": true }, @@ -1626,7 +1626,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "fcc18681", + "id": "578ebc43", "metadata": { "collapsed": false, "editable": true @@ -1644,7 +1644,7 @@ }, { "cell_type": "markdown", - "id": "5beb6a59", + "id": "e3827986", "metadata": { "editable": true }, @@ -1655,7 +1655,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "16519244", + "id": "9027362f", "metadata": { "collapsed": false, "editable": true @@ -1669,7 +1669,7 @@ }, { "cell_type": "markdown", - "id": "c5cc77cc", + "id": "088c1f3a", "metadata": { "editable": true }, @@ -1680,7 +1680,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "25583b64", + "id": "cebba175", "metadata": { "collapsed": false, "editable": true @@ -1693,7 +1693,7 @@ }, { "cell_type": "markdown", - "id": "b283f7f0", + "id": "b59bb13f", "metadata": { "editable": true }, @@ -1704,7 +1704,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "ff1c1d4a", + "id": "85c3f157", "metadata": { "collapsed": false, "editable": true @@ -1721,7 +1721,7 @@ }, { "cell_type": "markdown", - "id": "2c565cfa", + "id": "f29203c8", "metadata": { "editable": true }, @@ -1732,7 +1732,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "816b9240", + "id": "0ffbf000", "metadata": { "collapsed": false, "editable": true @@ -1748,7 +1748,7 @@ }, { "cell_type": "markdown", - "id": "f3ca84c2", + "id": "5e7a7267", "metadata": { "editable": true }, @@ -1759,7 +1759,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "992ce096", + "id": "ff43ea42", "metadata": { "collapsed": false, "editable": true @@ -1783,7 +1783,7 @@ }, { "cell_type": "markdown", - "id": "8ef8cbb8", + "id": "45c2b51e", "metadata": { "editable": true }, @@ -1794,7 +1794,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "05fd4b28", + "id": "ac20db66", "metadata": { "collapsed": false, "editable": true @@ -1807,7 +1807,7 @@ }, { "cell_type": "markdown", - "id": "c3f82177", + "id": "a8b47926", "metadata": { "editable": true }, @@ -1818,7 +1818,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "f7877783", + "id": "c8da96f0", "metadata": { "collapsed": false, "editable": true @@ -1838,7 +1838,7 @@ }, { "cell_type": "markdown", - "id": "182cabed", + "id": "830859d9", "metadata": { "editable": true }, @@ -1849,7 +1849,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "a0f889d0", + "id": "98c55bda", "metadata": { "collapsed": false, "editable": true @@ -1892,7 +1892,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "2b4d970e", + "id": "6ecbc668", "metadata": { "collapsed": false, "editable": true @@ -1907,7 +1907,7 @@ }, { "cell_type": "markdown", - "id": "34c6e414", + "id": "894c7258", "metadata": { "editable": true }, @@ -1936,7 +1936,7 @@ }, { "cell_type": "markdown", - "id": "30cf564f", + "id": "0e3c617d", "metadata": { "editable": true }, @@ -1961,7 +1961,7 @@ }, { "cell_type": "markdown", - "id": "d18e0f0b", + "id": "1981a732", "metadata": { "editable": true }, @@ -1981,7 +1981,7 @@ }, { "cell_type": "markdown", - "id": "6ecd8a58", + "id": "24c7b9ae", "metadata": { "editable": true }, @@ -2008,7 +2008,7 @@ }, { "cell_type": "markdown", - "id": "0cb57c07", + "id": "bdbad6b9", "metadata": { "editable": true }, @@ -2021,7 +2021,7 @@ }, { "cell_type": "markdown", - "id": "7a73423a", + "id": "5d7de0bd", "metadata": { "editable": true }, @@ -2033,7 +2033,7 @@ }, { "cell_type": "markdown", - "id": "98150faf", + "id": "c4a4a95f", "metadata": { "editable": true }, @@ -2044,7 +2044,7 @@ }, { "cell_type": "markdown", - "id": "0964aa73", + "id": "b920d183", "metadata": { "editable": true }, @@ -2060,7 +2060,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "14bed9b8", + "id": "f8b0277d", "metadata": { "collapsed": false, "editable": true @@ -2094,7 +2094,7 @@ }, { "cell_type": "markdown", - "id": "bb0f5a78", + "id": "7755d87f", "metadata": { "editable": true }, @@ -2104,7 +2104,7 @@ }, { "cell_type": "markdown", - "id": "84284033", + "id": "d4f55861", "metadata": { "editable": true }, @@ -2119,7 +2119,7 @@ }, { "cell_type": "markdown", - "id": "2f365179", + "id": "bbce88e6", "metadata": { "editable": true }, @@ -2131,7 +2131,7 @@ }, { "cell_type": "markdown", - "id": "e05dd493", + "id": "973e4d6a", "metadata": { "editable": true }, @@ -2141,7 +2141,7 @@ }, { "cell_type": "markdown", - "id": "afeaaa5a", + "id": "bba9dafa", "metadata": { "editable": true }, @@ -2157,7 +2157,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "8fbaf09a", + "id": "108c880d", "metadata": { "collapsed": false, "editable": true @@ -2174,7 +2174,7 @@ }, { "cell_type": "markdown", - "id": "91bb6113", + "id": "427d2e1b", "metadata": { "editable": true }, @@ -2187,7 +2187,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "16d11329", + "id": "86ae1e66", "metadata": { "collapsed": false, "editable": true @@ -2234,7 +2234,7 @@ }, { "cell_type": "markdown", - "id": "2718d673", + "id": "c290019c", "metadata": { "editable": true }, @@ -2245,7 +2245,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "ba258e01", + "id": "1a2363a3", "metadata": { "collapsed": false, "editable": true @@ -2348,7 +2348,7 @@ }, { "cell_type": "markdown", - "id": "b3d8a23f", + "id": "318cde54", "metadata": { "editable": true }, @@ -2362,7 +2362,7 @@ }, { "cell_type": "markdown", - "id": "6308567f", + "id": "c3323264", "metadata": { "editable": true }, @@ -2374,7 +2374,7 @@ }, { "cell_type": "markdown", - "id": "6c5fefe5", + "id": "79fa445d", "metadata": { "editable": true }, @@ -2386,7 +2386,7 @@ }, { "cell_type": "markdown", - "id": "58d5bea8", + "id": "b854c0c1", "metadata": { "editable": true }, @@ -2398,7 +2398,7 @@ }, { "cell_type": "markdown", - "id": "1b91c48e", + "id": "168c33d4", "metadata": { "editable": true }, @@ -2408,7 +2408,7 @@ }, { "cell_type": "markdown", - "id": "d8e5a288", + "id": "47d0971c", "metadata": { "editable": true }, @@ -2420,7 +2420,7 @@ }, { "cell_type": "markdown", - "id": "3b9a6562", + "id": "d3251323", "metadata": { "editable": true }, @@ -2430,7 +2430,7 @@ }, { "cell_type": "markdown", - "id": "201f1d84", + "id": "deab1910", "metadata": { "editable": true }, @@ -2442,7 +2442,7 @@ }, { "cell_type": "markdown", - "id": "8c31ac4d", + "id": "01791005", "metadata": { "editable": true }, @@ -2453,7 +2453,7 @@ }, { "cell_type": "markdown", - "id": "b6caa35f", + "id": "f216b448", "metadata": { "editable": true }, @@ -2465,7 +2465,7 @@ }, { "cell_type": "markdown", - "id": "d8979592", + "id": "069a3015", "metadata": { "editable": true }, @@ -2477,7 +2477,7 @@ }, { "cell_type": "markdown", - "id": "5b92f42a", + "id": "57860b6b", "metadata": { "editable": true }, @@ -2487,7 +2487,7 @@ }, { "cell_type": "markdown", - "id": "555a08ec", + "id": "595104bf", "metadata": { "editable": true }, @@ -2499,7 +2499,7 @@ }, { "cell_type": "markdown", - "id": "76403933", + "id": "1424d3fc", "metadata": { "editable": true }, @@ -2511,7 +2511,7 @@ }, { "cell_type": "markdown", - "id": "f8c5e28a", + "id": "372c6b99", "metadata": { "editable": true }, @@ -2521,7 +2521,7 @@ }, { "cell_type": "markdown", - "id": "dc015edb", + "id": "7502ae5b", "metadata": { "editable": true }, @@ -2533,7 +2533,7 @@ }, { "cell_type": "markdown", - "id": "ddd2d361", + "id": "19965453", "metadata": { "editable": true }, @@ -2543,7 +2543,7 @@ }, { "cell_type": "markdown", - "id": "5b11b751", + "id": "d0952a5f", "metadata": { "editable": true }, @@ -2555,7 +2555,7 @@ }, { "cell_type": "markdown", - "id": "cb6a1341", + "id": "0637bfc7", "metadata": { "editable": true }, @@ -2565,7 +2565,7 @@ }, { "cell_type": "markdown", - "id": "61817239", + "id": "0b9d826d", "metadata": { "editable": true }, @@ -2605,7 +2605,7 @@ }, { "cell_type": "markdown", - "id": "01348d81", + "id": "0f0bf28e", "metadata": { "editable": true }, @@ -2622,7 +2622,7 @@ }, { "cell_type": "markdown", - "id": "4fba4e50", + "id": "2c47c733", "metadata": { "editable": true }, @@ -2645,7 +2645,7 @@ }, { "cell_type": "markdown", - "id": "1e9ae7cd", + "id": "b7e9ce37", "metadata": { "editable": true }, @@ -2662,7 +2662,7 @@ }, { "cell_type": "markdown", - "id": "a1f753fb", + "id": "9ddf70f8", "metadata": { "editable": true }, @@ -2681,7 +2681,7 @@ }, { "cell_type": "markdown", - "id": "4498639a", + "id": "ce2272e1", "metadata": { "editable": true }, @@ -2692,7 +2692,7 @@ }, { "cell_type": "markdown", - "id": "1dda8afb", + "id": "2392c204", "metadata": { "editable": true }, @@ -2704,7 +2704,7 @@ }, { "cell_type": "markdown", - "id": "19ba3dcc", + "id": "887d841b", "metadata": { "editable": true }, @@ -2722,7 +2722,7 @@ }, { "cell_type": "markdown", - "id": "60e73a8f", + "id": "e19968b2", "metadata": { "editable": true }, @@ -2738,7 +2738,7 @@ }, { "cell_type": "markdown", - "id": "540c2b4d", + "id": "d81f8abf", "metadata": { "editable": true }, @@ -2750,7 +2750,7 @@ }, { "cell_type": "markdown", - "id": "c397b6c7", + "id": "a8b344bd", "metadata": { "editable": true }, @@ -2760,7 +2760,7 @@ }, { "cell_type": "markdown", - "id": "bde9fd70", + "id": "f4b86928", "metadata": { "editable": true }, @@ -2775,7 +2775,7 @@ }, { "cell_type": "markdown", - "id": "5cbd042e", + "id": "d3414744", "metadata": { "editable": true }, @@ -2787,7 +2787,7 @@ }, { "cell_type": "markdown", - "id": "e6dd0714", + "id": "86a3a6d0", "metadata": { "editable": true }, @@ -2797,7 +2797,7 @@ }, { "cell_type": "markdown", - "id": "40e99d36", + "id": "acf56b5d", "metadata": { "editable": true }, @@ -2809,7 +2809,7 @@ }, { "cell_type": "markdown", - "id": "a4656ef3", + "id": "0347589f", "metadata": { "editable": true }, @@ -2819,7 +2819,7 @@ }, { "cell_type": "markdown", - "id": "a60da2ed", + "id": "1a80910b", "metadata": { "editable": true }, @@ -2831,7 +2831,7 @@ }, { "cell_type": "markdown", - "id": "1378b61d", + "id": "6a92baf9", "metadata": { "editable": true }, @@ -2843,7 +2843,7 @@ }, { "cell_type": "markdown", - "id": "bba850f7", + "id": "ae0212c0", "metadata": { "editable": true }, @@ -2858,7 +2858,7 @@ }, { "cell_type": "markdown", - "id": "fb9c353f", + "id": "839cce27", "metadata": { "editable": true }, @@ -2869,7 +2869,7 @@ }, { "cell_type": "markdown", - "id": "00a3f1a4", + "id": "d37f11af", "metadata": { "editable": true }, @@ -2889,7 +2889,7 @@ }, { "cell_type": "markdown", - "id": "33071b5c", + "id": "6a9f4c9d", "metadata": { "editable": true }, @@ -2901,7 +2901,7 @@ }, { "cell_type": "markdown", - "id": "5f98971c", + "id": "8124f02e", "metadata": { "editable": true }, @@ -2911,7 +2911,7 @@ }, { "cell_type": "markdown", - "id": "08c5dda7", + "id": "6ce1c560", "metadata": { "editable": true }, @@ -2923,7 +2923,7 @@ }, { "cell_type": "markdown", - "id": "48862697", + "id": "2e1d8667", "metadata": { "editable": true }, @@ -2952,7 +2952,7 @@ }, { "cell_type": "markdown", - "id": "68b9b427", + "id": "bb1fd752", "metadata": { "editable": true }, @@ -2979,7 +2979,7 @@ }, { "cell_type": "markdown", - "id": "2853694e", + "id": "2a56bc35", "metadata": { "editable": true }, @@ -2990,7 +2990,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "86a5e0e0", + "id": "542f5206", "metadata": { "collapsed": false, "editable": true @@ -3030,7 +3030,7 @@ }, { "cell_type": "markdown", - "id": "d37a6bae", + "id": "142038e9", "metadata": { "editable": true }, @@ -3047,7 +3047,7 @@ }, { "cell_type": "markdown", - "id": "4dad1355", + "id": "7cce568b", "metadata": { "editable": true }, @@ -3070,7 +3070,7 @@ }, { "cell_type": "markdown", - "id": "2c8ad1e4", + "id": "edccd40c", "metadata": { "editable": true }, @@ -3080,7 +3080,7 @@ }, { "cell_type": "markdown", - "id": "423e58bd", + "id": "875be3f4", "metadata": { "editable": true }, @@ -3094,7 +3094,7 @@ }, { "cell_type": "markdown", - "id": "0f23c292", + "id": "2002cbde", "metadata": { "editable": true }, @@ -3113,7 +3113,7 @@ }, { "cell_type": "markdown", - "id": "5e5b37c3", + "id": "e1327434", "metadata": { "editable": true }, @@ -3123,7 +3123,7 @@ }, { "cell_type": "markdown", - "id": "8fdb1803", + "id": "cd34e125", "metadata": { "editable": true }, @@ -3135,7 +3135,7 @@ }, { "cell_type": "markdown", - "id": "d5325068", + "id": "f5a64920", "metadata": { "editable": true }, @@ -3149,7 +3149,7 @@ }, { "cell_type": "markdown", - "id": "55abad50", + "id": "552814ab", "metadata": { "editable": true }, @@ -3161,7 +3161,7 @@ }, { "cell_type": "markdown", - "id": "c583dd75", + "id": "797cf605", "metadata": { "editable": true }, @@ -3171,7 +3171,7 @@ }, { "cell_type": "markdown", - "id": "69a02c8c", + "id": "cfeaf83c", "metadata": { "editable": true }, @@ -3183,7 +3183,7 @@ }, { "cell_type": "markdown", - "id": "a79ae0d4", + "id": "51f4b0b3", "metadata": { "editable": true }, @@ -3200,7 +3200,7 @@ }, { "cell_type": "markdown", - "id": "57bdecda", + "id": "4c31d42a", "metadata": { "editable": true }, @@ -3210,7 +3210,7 @@ }, { "cell_type": "markdown", - "id": "44e79364", + "id": "c5d00aaa", "metadata": { "editable": true }, @@ -3226,7 +3226,7 @@ }, { "cell_type": "markdown", - "id": "5b096720", + "id": "f325e15e", "metadata": { "editable": true }, @@ -3236,7 +3236,7 @@ }, { "cell_type": "markdown", - "id": "ce86a655", + "id": "fb9be575", "metadata": { "editable": true }, @@ -3252,7 +3252,7 @@ }, { "cell_type": "markdown", - "id": "a60518b3", + "id": "bff921d9", "metadata": { "editable": true }, @@ -3262,7 +3262,7 @@ }, { "cell_type": "markdown", - "id": "37164493", + "id": "dae804a1", "metadata": { "editable": true }, @@ -3278,7 +3278,7 @@ }, { "cell_type": "markdown", - "id": "7e342575", + "id": "aa4772bd", "metadata": { "editable": true }, @@ -3288,7 +3288,7 @@ }, { "cell_type": "markdown", - "id": "501a5516", + "id": "30b85eb8", "metadata": { "editable": true }, @@ -3305,7 +3305,7 @@ }, { "cell_type": "markdown", - "id": "5ca52a5b", + "id": "b63dad84", "metadata": { "editable": true }, @@ -3317,7 +3317,7 @@ }, { "cell_type": "markdown", - "id": "f9bb081c", + "id": "c9c101e2", "metadata": { "editable": true }, @@ -3329,7 +3329,7 @@ }, { "cell_type": "markdown", - "id": "67e198c3", + "id": "b45a8d7c", "metadata": { "editable": true }, @@ -3341,7 +3341,7 @@ }, { "cell_type": "markdown", - "id": "1f4ee9a0", + "id": "182a4c99", "metadata": { "editable": true }, @@ -3351,7 +3351,7 @@ }, { "cell_type": "markdown", - "id": "417f8fc0", + "id": "44d3cedf", "metadata": { "editable": true }, @@ -3363,7 +3363,7 @@ }, { "cell_type": "markdown", - "id": "48b97079", + "id": "b75f8110", "metadata": { "editable": true }, @@ -3375,7 +3375,7 @@ }, { "cell_type": "markdown", - "id": "f4bad0bb", + "id": "460b69c4", "metadata": { "editable": true }, @@ -3387,7 +3387,7 @@ }, { "cell_type": "markdown", - "id": "6dfd5c07", + "id": "7cb654b3", "metadata": { "editable": true }, @@ -3397,7 +3397,7 @@ }, { "cell_type": "markdown", - "id": "56412cce", + "id": "eac56c69", "metadata": { "editable": true }, @@ -3409,7 +3409,7 @@ }, { "cell_type": "markdown", - "id": "9226d77d", + "id": "d798eda4", "metadata": { "editable": true }, @@ -3419,7 +3419,7 @@ }, { "cell_type": "markdown", - "id": "9e2e5608", + "id": "d9917e12", "metadata": { "editable": true }, @@ -3431,7 +3431,7 @@ }, { "cell_type": "markdown", - "id": "4515f444", + "id": "b2c772d0", "metadata": { "editable": true }, @@ -3441,7 +3441,7 @@ }, { "cell_type": "markdown", - "id": "f3277673", + "id": "a90652ec", "metadata": { "editable": true }, @@ -3453,7 +3453,7 @@ }, { "cell_type": "markdown", - "id": "7da32624", + "id": "9f2d6bbf", "metadata": { "editable": true }, @@ -3463,7 +3463,7 @@ }, { "cell_type": "markdown", - "id": "af7e9f1b", + "id": "fd7b1926", "metadata": { "editable": true }, @@ -3475,7 +3475,7 @@ }, { "cell_type": "markdown", - "id": "a42986d7", + "id": "bb3016c4", "metadata": { "editable": true }, @@ -3487,7 +3487,7 @@ }, { "cell_type": "markdown", - "id": "6c79c814", + "id": "e5cbfc9e", "metadata": { "editable": true }, @@ -3499,7 +3499,7 @@ }, { "cell_type": "markdown", - "id": "34365a93", + "id": "587cd9c2", "metadata": { "editable": true }, @@ -3511,7 +3511,7 @@ }, { "cell_type": "markdown", - "id": "b63fa109", + "id": "5126f39e", "metadata": { "editable": true }, @@ -3521,7 +3521,7 @@ }, { "cell_type": "markdown", - "id": "1128ca35", + "id": "1b6773af", "metadata": { "editable": true }, @@ -3533,7 +3533,7 @@ }, { "cell_type": "markdown", - "id": "9a5bbdef", + "id": "a6cfa44a", "metadata": { "editable": true }, @@ -3544,7 +3544,7 @@ }, { "cell_type": "markdown", - "id": "7f976bf6", + "id": "1c7fcda2", "metadata": { "editable": true }, @@ -3556,7 +3556,7 @@ }, { "cell_type": "markdown", - "id": "5a36f65c", + "id": "8d8db31f", "metadata": { "editable": true }, @@ -3566,7 +3566,7 @@ }, { "cell_type": "markdown", - "id": "eb5a390e", + "id": "b87b4d36", "metadata": { "editable": true }, @@ -3578,7 +3578,7 @@ }, { "cell_type": "markdown", - "id": "edcf5f96", + "id": "3541461c", "metadata": { "editable": true }, @@ -3588,7 +3588,7 @@ }, { "cell_type": "markdown", - "id": "7d043be5", + "id": "b71aea5a", "metadata": { "editable": true }, @@ -3600,7 +3600,7 @@ }, { "cell_type": "markdown", - "id": "5a640a59", + "id": "2f090304", "metadata": { "editable": true }, @@ -3611,7 +3611,7 @@ }, { "cell_type": "markdown", - "id": "32717ea1", + "id": "423b0745", "metadata": { "editable": true }, @@ -3623,7 +3623,7 @@ }, { "cell_type": "markdown", - "id": "a561b019", + "id": "9efd718f", "metadata": { "editable": true }, @@ -3641,7 +3641,7 @@ }, { "cell_type": "markdown", - "id": "55cda0fb", + "id": "80dece75", "metadata": { "editable": true }, @@ -3657,7 +3657,7 @@ }, { "cell_type": "markdown", - "id": "fd5a1623", + "id": "d9052810", "metadata": { "editable": true }, @@ -3669,7 +3669,7 @@ }, { "cell_type": "markdown", - "id": "2623f406", + "id": "b5872fb4", "metadata": { "editable": true }, @@ -3681,7 +3681,7 @@ }, { "cell_type": "markdown", - "id": "1030d937", + "id": "0898d4fe", "metadata": { "editable": true }, @@ -3693,7 +3693,7 @@ }, { "cell_type": "markdown", - "id": "3909a39b", + "id": "56bc33bb", "metadata": { "editable": true }, @@ -3706,7 +3706,7 @@ }, { "cell_type": "markdown", - "id": "e677f841", + "id": "41e0ea89", "metadata": { "editable": true }, @@ -3722,7 +3722,7 @@ }, { "cell_type": "markdown", - "id": "9b412795", + "id": "bcac8472", "metadata": { "editable": true }, @@ -3736,7 +3736,7 @@ }, { "cell_type": "markdown", - "id": "a217f168", + "id": "647652b9", "metadata": { "editable": true }, @@ -3746,7 +3746,7 @@ }, { "cell_type": "markdown", - "id": "1ea82886", + "id": "9f2e68de", "metadata": { "editable": true }, @@ -3758,7 +3758,7 @@ }, { "cell_type": "markdown", - "id": "92c8fc34", + "id": "c936759f", "metadata": { "editable": true }, @@ -3768,7 +3768,7 @@ }, { "cell_type": "markdown", - "id": "61c3517a", + "id": "1b47be28", "metadata": { "editable": true }, @@ -3780,7 +3780,7 @@ }, { "cell_type": "markdown", - "id": "6268338e", + "id": "11e908d5", "metadata": { "editable": true }, @@ -3790,7 +3790,7 @@ }, { "cell_type": "markdown", - "id": "006321ce", + "id": "e048cb9d", "metadata": { "editable": true }, @@ -3804,7 +3804,7 @@ }, { "cell_type": "markdown", - "id": "a01062b9", + "id": "1cea605a", "metadata": { "editable": true }, @@ -3821,7 +3821,7 @@ }, { "cell_type": "markdown", - "id": "a9347be4", + "id": "e190ac56", "metadata": { "editable": true }, @@ -3837,7 +3837,7 @@ }, { "cell_type": "markdown", - "id": "40498784", + "id": "85c90db7", "metadata": { "editable": true }, @@ -3849,7 +3849,7 @@ }, { "cell_type": "markdown", - "id": "3e7b199e", + "id": "b7a071b8", "metadata": { "editable": true }, @@ -3862,7 +3862,7 @@ }, { "cell_type": "markdown", - "id": "e1236a1a", + "id": "5f929f93", "metadata": { "editable": true }, @@ -3876,7 +3876,7 @@ }, { "cell_type": "markdown", - "id": "5b0a3990", + "id": "e7cee550", "metadata": { "editable": true }, @@ -3886,7 +3886,7 @@ }, { "cell_type": "markdown", - "id": "04fe65ba", + "id": "e584c776", "metadata": { "editable": true }, @@ -3899,7 +3899,7 @@ }, { "cell_type": "markdown", - "id": "6d3bbdc5", + "id": "de5f81b5", "metadata": { "editable": true }, @@ -3918,7 +3918,7 @@ }, { "cell_type": "markdown", - "id": "f9abe55b", + "id": "12324d08", "metadata": { "editable": true }, @@ -3930,7 +3930,7 @@ }, { "cell_type": "markdown", - "id": "59a09880", + "id": "eb9b0b3a", "metadata": { "editable": true }, @@ -3942,7 +3942,7 @@ }, { "cell_type": "markdown", - "id": "23238c49", + "id": "9cd7daf9", "metadata": { "editable": true }, @@ -3952,7 +3952,7 @@ }, { "cell_type": "markdown", - "id": "0d4f38ae", + "id": "2ad0cb1a", "metadata": { "editable": true }, @@ -3964,7 +3964,7 @@ }, { "cell_type": "markdown", - "id": "5fd7d652", + "id": "a2d57bb8", "metadata": { "editable": true }, @@ -3977,7 +3977,7 @@ }, { "cell_type": "markdown", - "id": "c9236a44", + "id": "6a628f57", "metadata": { "editable": true }, @@ -3996,7 +3996,7 @@ }, { "cell_type": "markdown", - "id": "6040852e", + "id": "6e78b104", "metadata": { "editable": true }, @@ -4006,7 +4006,7 @@ }, { "cell_type": "markdown", - "id": "cc8c8031", + "id": "786954f7", "metadata": { "editable": true }, @@ -4025,7 +4025,7 @@ }, { "cell_type": "markdown", - "id": "21c0c564", + "id": "cc9378c8", "metadata": { "editable": true }, @@ -4043,7 +4043,7 @@ }, { "cell_type": "markdown", - "id": "b5a22193", + "id": "4409abb3", "metadata": { "editable": true }, @@ -4057,7 +4057,7 @@ }, { "cell_type": "markdown", - "id": "de667573", + "id": "de878267", "metadata": { "editable": true }, @@ -4072,7 +4072,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "5a72e71e", + "id": "5556c227", "metadata": { "collapsed": false, "editable": true @@ -4093,7 +4093,7 @@ }, { "cell_type": "markdown", - "id": "f4fd1f4e", + "id": "445bb04a", "metadata": { "editable": true }, @@ -4110,7 +4110,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "ad086287", + "id": "ae6ca2af", "metadata": { "collapsed": false, "editable": true @@ -4142,7 +4142,7 @@ }, { "cell_type": "markdown", - "id": "6559ee69", + "id": "d7e0aeb3", "metadata": { "editable": true }, @@ -4156,7 +4156,7 @@ }, { "cell_type": "markdown", - "id": "95acc591", + "id": "1925879a", "metadata": { "editable": true }, @@ -4169,7 +4169,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "1d483675", + "id": "f3efe45f", "metadata": { "collapsed": false, "editable": true @@ -4194,7 +4194,7 @@ }, { "cell_type": "markdown", - "id": "a7bbff6e", + "id": "1dfa8376", "metadata": { "editable": true }, @@ -4204,7 +4204,7 @@ }, { "cell_type": "markdown", - "id": "a14f895e", + "id": "61149f5e", "metadata": { "editable": true }, @@ -4215,7 +4215,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "011d713e", + "id": "6cf5378c", "metadata": { "collapsed": false, "editable": true @@ -4269,7 +4269,7 @@ }, { "cell_type": "markdown", - "id": "c2594eeb", + "id": "55b7c664", "metadata": { "editable": true }, @@ -4286,7 +4286,7 @@ }, { "cell_type": "markdown", - "id": "d2587d58", + "id": "88a11829", "metadata": { "editable": true }, @@ -4298,7 +4298,7 @@ }, { "cell_type": "markdown", - "id": "1d308d33", + "id": "8acd04ab", "metadata": { "editable": true }, @@ -4310,7 +4310,7 @@ }, { "cell_type": "markdown", - "id": "a6b6d8d2", + "id": "5af137e8", "metadata": { "editable": true }, @@ -4320,7 +4320,7 @@ }, { "cell_type": "markdown", - "id": "56259f13", + "id": "ac66550e", "metadata": { "editable": true }, @@ -4337,7 +4337,7 @@ }, { "cell_type": "markdown", - "id": "4b0483f0", + "id": "73c53aa1", "metadata": { "editable": true }, @@ -4347,7 +4347,7 @@ }, { "cell_type": "markdown", - "id": "85728c14", + "id": "2edf6c97", "metadata": { "editable": true }, @@ -4362,7 +4362,7 @@ }, { "cell_type": "markdown", - "id": "5021c1ee", + "id": "f30367b4", "metadata": { "editable": true }, @@ -4372,7 +4372,7 @@ }, { "cell_type": "markdown", - "id": "ceb2f9f4", + "id": "34db0368", "metadata": { "editable": true }, @@ -4386,7 +4386,7 @@ }, { "cell_type": "markdown", - "id": "fb26655d", + "id": "2fc6e96e", "metadata": { "editable": true }, @@ -4398,7 +4398,7 @@ }, { "cell_type": "markdown", - "id": "ba0b8882", + "id": "4e2e75b2", "metadata": { "editable": true }, @@ -4410,7 +4410,7 @@ }, { "cell_type": "markdown", - "id": "d779dc0c", + "id": "549862a5", "metadata": { "editable": true }, @@ -4422,7 +4422,7 @@ }, { "cell_type": "markdown", - "id": "a2b17084", + "id": "ec5ee37b", "metadata": { "editable": true }, @@ -4432,7 +4432,7 @@ }, { "cell_type": "markdown", - "id": "8c3ae649", + "id": "8e22d0b8", "metadata": { "editable": true }, @@ -4444,7 +4444,7 @@ }, { "cell_type": "markdown", - "id": "35e1b71d", + "id": "e141f6c3", "metadata": { "editable": true }, @@ -4454,7 +4454,7 @@ }, { "cell_type": "markdown", - "id": "27e6e3c5", + "id": "30c4f465", "metadata": { "editable": true }, @@ -4471,7 +4471,7 @@ }, { "cell_type": "markdown", - "id": "74c52c12", + "id": "e84ebc8d", "metadata": { "editable": true }, @@ -4481,7 +4481,7 @@ }, { "cell_type": "markdown", - "id": "b010885b", + "id": "d7e9f61b", "metadata": { "editable": true }, @@ -4493,7 +4493,7 @@ }, { "cell_type": "markdown", - "id": "aaabc2a4", + "id": "86b05a7c", "metadata": { "editable": true }, @@ -4503,7 +4503,7 @@ }, { "cell_type": "markdown", - "id": "f17f74a3", + "id": "994765a6", "metadata": { "editable": true }, @@ -4515,7 +4515,7 @@ }, { "cell_type": "markdown", - "id": "4c2a8e5a", + "id": "44f01fa2", "metadata": { "editable": true }, @@ -4529,7 +4529,7 @@ }, { "cell_type": "markdown", - "id": "7900539b", + "id": "def5b529", "metadata": { "editable": true }, @@ -4541,7 +4541,7 @@ }, { "cell_type": "markdown", - "id": "d9de6bff", + "id": "d48545fe", "metadata": { "editable": true }, @@ -4563,7 +4563,7 @@ }, { "cell_type": "markdown", - "id": "a371fc9e", + "id": "0661c1c7", "metadata": { "editable": true }, @@ -4575,7 +4575,7 @@ }, { "cell_type": "markdown", - "id": "9af9516a", + "id": "18aab829", "metadata": { "editable": true }, @@ -4590,7 +4590,7 @@ }, { "cell_type": "markdown", - "id": "0eecf723", + "id": "cd7543f3", "metadata": { "editable": true }, @@ -4602,7 +4602,7 @@ }, { "cell_type": "markdown", - "id": "3e528fcb", + "id": "7b82da2a", "metadata": { "editable": true }, @@ -4614,7 +4614,7 @@ }, { "cell_type": "markdown", - "id": "e9ca0774", + "id": "2b7ee40f", "metadata": { "editable": true }, @@ -4624,7 +4624,7 @@ }, { "cell_type": "markdown", - "id": "ad75b48e", + "id": "cf3abb8a", "metadata": { "editable": true }, @@ -4636,7 +4636,7 @@ }, { "cell_type": "markdown", - "id": "ca8f74ee", + "id": "9f272ee0", "metadata": { "editable": true }, @@ -4646,7 +4646,7 @@ }, { "cell_type": "markdown", - "id": "54724250", + "id": "070b2d86", "metadata": { "editable": true }, @@ -4658,7 +4658,7 @@ }, { "cell_type": "markdown", - "id": "5e225306", + "id": "afb947b2", "metadata": { "editable": true }, @@ -4668,7 +4668,7 @@ }, { "cell_type": "markdown", - "id": "8c6dc133", + "id": "dc62ce0b", "metadata": { "editable": true }, @@ -4680,7 +4680,7 @@ }, { "cell_type": "markdown", - "id": "c5a77c66", + "id": "164ffee9", "metadata": { "editable": true }, @@ -4697,7 +4697,7 @@ }, { "cell_type": "markdown", - "id": "e0072dd1", + "id": "34c1bfe2", "metadata": { "editable": true }, @@ -4710,7 +4710,7 @@ }, { "cell_type": "markdown", - "id": "f902661f", + "id": "5e8351cf", "metadata": { "editable": true }, @@ -4722,7 +4722,7 @@ }, { "cell_type": "markdown", - "id": "aa9a62f2", + "id": "24f82301", "metadata": { "editable": true }, @@ -4732,7 +4732,7 @@ }, { "cell_type": "markdown", - "id": "16c9762e", + "id": "453d58e1", "metadata": { "editable": true }, @@ -4745,7 +4745,7 @@ }, { "cell_type": "markdown", - "id": "408acdec", + "id": "6b654b4b", "metadata": { "editable": true }, @@ -4755,7 +4755,7 @@ }, { "cell_type": "markdown", - "id": "da450d28", + "id": "10f7cd12", "metadata": { "editable": true }, @@ -4767,7 +4767,7 @@ }, { "cell_type": "markdown", - "id": "35a0ac75", + "id": "79334209", "metadata": { "editable": true }, @@ -4780,7 +4780,7 @@ }, { "cell_type": "markdown", - "id": "1fd1b23d", + "id": "fd22a35b", "metadata": { "editable": true }, @@ -4793,7 +4793,7 @@ }, { "cell_type": "markdown", - "id": "5de13828", + "id": "dee37a7f", "metadata": { "editable": true }, @@ -4805,7 +4805,7 @@ }, { "cell_type": "markdown", - "id": "88e9cc44", + "id": "9b1ed127", "metadata": { "editable": true }, @@ -4817,7 +4817,7 @@ }, { "cell_type": "markdown", - "id": "deaf08b3", + "id": "60a09f71", "metadata": { "editable": true }, @@ -4827,7 +4827,7 @@ }, { "cell_type": "markdown", - "id": "2cefae2d", + "id": "a4a72682", "metadata": { "editable": true }, @@ -4840,7 +4840,7 @@ }, { "cell_type": "markdown", - "id": "94a48fc7", + "id": "e251ba24", "metadata": { "editable": true }, @@ -4852,7 +4852,7 @@ }, { "cell_type": "markdown", - "id": "0ab549a3", + "id": "6e249c32", "metadata": { "editable": true }, @@ -4864,7 +4864,7 @@ }, { "cell_type": "markdown", - "id": "b5a628bc", + "id": "e1de7f6b", "metadata": { "editable": true }, @@ -4876,7 +4876,7 @@ }, { "cell_type": "markdown", - "id": "877fffa3", + "id": "57a86acc", "metadata": { "editable": true }, @@ -4888,7 +4888,7 @@ }, { "cell_type": "markdown", - "id": "0bd12982", + "id": "7a9e6e34", "metadata": { "editable": true }, @@ -4902,7 +4902,7 @@ }, { "cell_type": "markdown", - "id": "6694b603", + "id": "8a61bc8e", "metadata": { "editable": true }, @@ -4914,7 +4914,7 @@ }, { "cell_type": "markdown", - "id": "629fdd87", + "id": "f9ec93c7", "metadata": { "editable": true }, @@ -4924,7 +4924,7 @@ }, { "cell_type": "markdown", - "id": "defcad97", + "id": "5c9d6e92", "metadata": { "editable": true }, @@ -4936,7 +4936,7 @@ }, { "cell_type": "markdown", - "id": "f1502dc1", + "id": "2a79f563", "metadata": { "editable": true }, @@ -4948,7 +4948,7 @@ }, { "cell_type": "markdown", - "id": "5d434471", + "id": "5d59575f", "metadata": { "editable": true }, @@ -4960,7 +4960,7 @@ }, { "cell_type": "markdown", - "id": "a93145b4", + "id": "9bd6c873", "metadata": { "editable": true }, @@ -4972,7 +4972,7 @@ }, { "cell_type": "markdown", - "id": "8c3c1c8d", + "id": "a457d809", "metadata": { "editable": true }, @@ -4984,7 +4984,7 @@ }, { "cell_type": "markdown", - "id": "3ef60f37", + "id": "8da5fd00", "metadata": { "editable": true }, @@ -5003,7 +5003,7 @@ }, { "cell_type": "markdown", - "id": "5bf85a52", + "id": "c8e7aaa5", "metadata": { "editable": true }, @@ -5015,7 +5015,7 @@ }, { "cell_type": "markdown", - "id": "a2a66433", + "id": "3a97a39e", "metadata": { "editable": true }, @@ -5025,7 +5025,7 @@ }, { "cell_type": "markdown", - "id": "e0e2a840", + "id": "f6db7cdc", "metadata": { "editable": true }, @@ -5037,7 +5037,7 @@ }, { "cell_type": "markdown", - "id": "e523748e", + "id": "2b1f7980", "metadata": { "editable": true }, @@ -5047,7 +5047,7 @@ }, { "cell_type": "markdown", - "id": "bb3a2b1d", + "id": "5e08b8ff", "metadata": { "editable": true }, @@ -5059,7 +5059,7 @@ }, { "cell_type": "markdown", - "id": "91d6eddd", + "id": "1f62c703", "metadata": { "editable": true }, @@ -5071,7 +5071,7 @@ }, { "cell_type": "markdown", - "id": "b04499d7", + "id": "4c641563", "metadata": { "editable": true }, @@ -5087,7 +5087,7 @@ }, { "cell_type": "markdown", - "id": "13a365db", + "id": "f9ce0532", "metadata": { "editable": true }, @@ -5099,7 +5099,7 @@ }, { "cell_type": "markdown", - "id": "0760c34c", + "id": "7b63c321", "metadata": { "editable": true }, @@ -5111,7 +5111,7 @@ }, { "cell_type": "markdown", - "id": "f2e58fd5", + "id": "68606ea5", "metadata": { "editable": true }, @@ -5121,7 +5121,7 @@ }, { "cell_type": "markdown", - "id": "16de869f", + "id": "79652464", "metadata": { "editable": true }, @@ -5133,7 +5133,7 @@ }, { "cell_type": "markdown", - "id": "263a0ee1", + "id": "a2270721", "metadata": { "editable": true }, @@ -5143,7 +5143,7 @@ }, { "cell_type": "markdown", - "id": "5f46a2c1", + "id": "aa50cc5e", "metadata": { "editable": true }, @@ -5155,7 +5155,7 @@ }, { "cell_type": "markdown", - "id": "d8208440", + "id": "8fe219c9", "metadata": { "editable": true }, @@ -5172,7 +5172,7 @@ }, { "cell_type": "markdown", - "id": "9b9baa8c", + "id": "c035b640", "metadata": { "editable": true }, @@ -5184,7 +5184,7 @@ }, { "cell_type": "markdown", - "id": "34f1751d", + "id": "26071012", "metadata": { "editable": true }, @@ -5196,7 +5196,7 @@ }, { "cell_type": "markdown", - "id": "4daa4322", + "id": "f98e72ee", "metadata": { "editable": true }, @@ -5206,7 +5206,7 @@ }, { "cell_type": "markdown", - "id": "f351c2e9", + "id": "615696f2", "metadata": { "editable": true }, @@ -5218,7 +5218,7 @@ }, { "cell_type": "markdown", - "id": "4fee1933", + "id": "6f61cb62", "metadata": { "editable": true }, @@ -5228,7 +5228,7 @@ }, { "cell_type": "markdown", - "id": "5e207f43", + "id": "386d3b51", "metadata": { "editable": true }, @@ -5240,7 +5240,7 @@ }, { "cell_type": "markdown", - "id": "48002cd3", + "id": "63d8f8e7", "metadata": { "editable": true }, @@ -5250,7 +5250,7 @@ }, { "cell_type": "markdown", - "id": "5b36b614", + "id": "b6e1331b", "metadata": { "editable": true }, @@ -5262,7 +5262,7 @@ }, { "cell_type": "markdown", - "id": "bbff8c12", + "id": "ec1aa4d2", "metadata": { "editable": true }, @@ -5272,7 +5272,7 @@ }, { "cell_type": "markdown", - "id": "2a5b900c", + "id": "0659c62a", "metadata": { "editable": true }, @@ -5284,7 +5284,7 @@ }, { "cell_type": "markdown", - "id": "ad8fcba0", + "id": "26338ccc", "metadata": { "editable": true }, @@ -5353,7 +5353,7 @@ }, { "cell_type": "markdown", - "id": "efb159fe", + "id": "3c80a821", "metadata": { "editable": true }, @@ -5367,7 +5367,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "11d52f8e", + "id": "39cd319f", "metadata": { "collapsed": false, "editable": true @@ -5380,21 +5380,21 @@ }, { "cell_type": "markdown", - "id": "484e9a34", + "id": "d3324870", "metadata": { "editable": true }, "source": [ "1. Write your own code (following the examples under the [regression notes](https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter1.html)) for computing the parametrization of the data set fitting a second-order polynomial. \n", "\n", - "2. Use thereafter **scikit-learn** (see again the examples in the regression slides) and compare with your own code. \n", + "2. Use thereafter **scikit-learn** (see again the examples in the regression slides) and compare with your own code. When compairing with _scikit_learn_, make sure you set the option for the intercept to **FALSE**, see . This feature will be explained in more detail during the lectures of week 35 and week 36. You can find more in .\n", "\n", "3. Using scikit-learn, compute also the mean square error, a risk metric corresponding to the expected value of the squared (quadratic) error defined as" ] }, { "cell_type": "markdown", - "id": "b0cdfb10", + "id": "345ee70b", "metadata": { "editable": true }, @@ -5407,7 +5407,7 @@ }, { "cell_type": "markdown", - "id": "d32d48f7", + "id": "e13cb737", "metadata": { "editable": true }, @@ -5418,7 +5418,7 @@ }, { "cell_type": "markdown", - "id": "861d3d39", + "id": "1940456d", "metadata": { "editable": true }, @@ -5430,7 +5430,7 @@ }, { "cell_type": "markdown", - "id": "3b328966", + "id": "dfd32b87", "metadata": { "editable": true }, @@ -5440,7 +5440,7 @@ }, { "cell_type": "markdown", - "id": "2ce8a476", + "id": "1cf9a410", "metadata": { "editable": true }, @@ -5452,7 +5452,7 @@ }, { "cell_type": "markdown", - "id": "24f4119e", + "id": "7eaf9494", "metadata": { "editable": true }, @@ -5468,7 +5468,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "10eaa5b1", + "id": "cf7b95c9", "metadata": { "collapsed": false, "editable": true @@ -5519,7 +5519,7 @@ }, { "cell_type": "markdown", - "id": "fa18a2c3", + "id": "f1ca501c", "metadata": { "editable": true }, @@ -5529,7 +5529,7 @@ }, { "cell_type": "markdown", - "id": "3eab6da8", + "id": "4ddc7e09", "metadata": { "editable": true }, @@ -5575,7 +5575,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "7c79afc0", + "id": "e80fc47a", "metadata": { "collapsed": false, "editable": true @@ -5588,7 +5588,7 @@ }, { "cell_type": "markdown", - "id": "f27a8670", + "id": "8c75ef29", "metadata": { "editable": true }, @@ -5599,7 +5599,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "d44a1971", + "id": "01f1bfab", "metadata": { "collapsed": false, "editable": true @@ -5614,7 +5614,7 @@ }, { "cell_type": "markdown", - "id": "e52c7041", + "id": "f1ef3dab", "metadata": { "editable": true }, @@ -5632,7 +5632,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "b2615852", + "id": "ca53d9ad", "metadata": { "collapsed": false, "editable": true @@ -5649,7 +5649,7 @@ }, { "cell_type": "markdown", - "id": "5a287475", + "id": "74ed2c43", "metadata": { "editable": true }, @@ -5659,7 +5659,7 @@ }, { "cell_type": "markdown", - "id": "5ff6ac25", + "id": "a331510a", "metadata": { "editable": true }, @@ -5670,7 +5670,7 @@ }, { "cell_type": "markdown", - "id": "1f3ecf4e", + "id": "e5eadb05", "metadata": { "editable": true }, @@ -5681,7 +5681,7 @@ }, { "cell_type": "markdown", - "id": "b0b36a14", + "id": "9185a7dd", "metadata": { "editable": true }, @@ -5692,7 +5692,7 @@ }, { "cell_type": "markdown", - "id": "fec5b373", + "id": "3873adb3", "metadata": { "editable": true }, @@ -5715,7 +5715,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "44758072", + "id": "179044bf", "metadata": { "collapsed": false, "editable": true @@ -5728,7 +5728,7 @@ }, { "cell_type": "markdown", - "id": "08b494d0", + "id": "7609f754", "metadata": { "editable": true }, @@ -5743,7 +5743,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "cd73aa89", + "id": "194d39f5", "metadata": { "collapsed": false, "editable": true @@ -5823,7 +5823,7 @@ }, { "cell_type": "markdown", - "id": "73a0a75e", + "id": "2935affa", "metadata": { "editable": true }, @@ -5838,7 +5838,7 @@ }, { "cell_type": "markdown", - "id": "a411b46a", + "id": "e839cdf7", "metadata": { "editable": true }, @@ -5851,7 +5851,7 @@ }, { "cell_type": "markdown", - "id": "b710d956", + "id": "aa5a94e2", "metadata": { "editable": true }, @@ -5862,7 +5862,7 @@ }, { "cell_type": "markdown", - "id": "710d2390", + "id": "1541b94c", "metadata": { "editable": true }, @@ -5874,7 +5874,7 @@ }, { "cell_type": "markdown", - "id": "4df4e71e", + "id": "edb3c8ab", "metadata": { "editable": true }, @@ -5884,7 +5884,7 @@ }, { "cell_type": "markdown", - "id": "fb0bddac", + "id": "57b837b7", "metadata": { "editable": true }, @@ -5896,7 +5896,7 @@ }, { "cell_type": "markdown", - "id": "a32a38fd", + "id": "e15f4102", "metadata": { "editable": true }, @@ -5906,7 +5906,7 @@ }, { "cell_type": "markdown", - "id": "6274f8a3", + "id": "5df98584", "metadata": { "editable": true }, @@ -5928,7 +5928,7 @@ }, { "cell_type": "markdown", - "id": "80db0e71", + "id": "16698b55", "metadata": { "editable": true }, @@ -5940,7 +5940,7 @@ }, { "cell_type": "markdown", - "id": "80b9429b", + "id": "82d7db33", "metadata": { "editable": true }, @@ -5950,7 +5950,7 @@ }, { "cell_type": "markdown", - "id": "2e227f6e", + "id": "d88b0885", "metadata": { "editable": true }, @@ -5962,7 +5962,7 @@ }, { "cell_type": "markdown", - "id": "ddfbccf9", + "id": "81975a62", "metadata": { "editable": true }, @@ -5972,7 +5972,7 @@ }, { "cell_type": "markdown", - "id": "2aa4901e", + "id": "7418ccdf", "metadata": { "editable": true }, @@ -5984,7 +5984,7 @@ }, { "cell_type": "markdown", - "id": "1cb6ca43", + "id": "0213089d", "metadata": { "editable": true }, @@ -5997,7 +5997,7 @@ }, { "cell_type": "markdown", - "id": "029cdf55", + "id": "4108be53", "metadata": { "editable": true }, @@ -6009,7 +6009,7 @@ }, { "cell_type": "markdown", - "id": "783a6515", + "id": "caa1ed15", "metadata": { "editable": true }, @@ -6019,7 +6019,7 @@ }, { "cell_type": "markdown", - "id": "41c6d04e", + "id": "5f47dda5", "metadata": { "editable": true }, @@ -6031,7 +6031,7 @@ }, { "cell_type": "markdown", - "id": "24481dd4", + "id": "cca595e8", "metadata": { "editable": true }, @@ -6041,7 +6041,7 @@ }, { "cell_type": "markdown", - "id": "49b7aa71", + "id": "7927ee52", "metadata": { "editable": true }, @@ -6053,7 +6053,7 @@ }, { "cell_type": "markdown", - "id": "6900d4ad", + "id": "110237d1", "metadata": { "editable": true }, @@ -6063,7 +6063,7 @@ }, { "cell_type": "markdown", - "id": "50e6bb13", + "id": "b995bf7b", "metadata": { "editable": true }, diff --git a/doc/src/week35/week35.do.txt b/doc/src/week35/week35.do.txt index 9d6903cfe..5720003da 100644 --- a/doc/src/week35/week35.do.txt +++ b/doc/src/week35/week35.do.txt @@ -6,7 +6,7 @@ DATE: today !split ===== Plans for week 35 ===== -* Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises +* Lab Wednesday: Work on exercises 1-5 for week 35, see end of these slides for the exercises. * Thursday: Review of ordinary Least Squares with applications, reminder on statistics and start discussion of Ridge Regression and Singular Value Decomposition * Friday: Discussion of Ridge and Lasso Regression and links with Singular Value Decomposition @@ -2598,7 +2598,7 @@ y = 2.0+5*x*x+0.1*np.random.randn(100,1) !ec o Write your own code (following the examples under the "regression notes":"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter1.html") for computing the parametrization of the data set fitting a second-order polynomial. -o Use thereafter _scikit-learn_ (see again the examples in the regression slides) and compare with your own code. +o Use thereafter _scikit-learn_ (see again the examples in the regression slides) and compare with your own code. When compairing with _scikit_learn_, make sure you set the option for the intercept to _FALSE_, see URL:"https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html". This feature will be explained in more detail during the lectures of week 35 and week 36. You can find more in URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/chapter3.html#more-on-rescaling-data". o Using scikit-learn, compute also the mean square error, a risk metric corresponding to the expected value of the squared (quadratic) error defined as !bt \[ MSE(\bm{y},\bm{\tilde{y}}) = \frac{1}{n}