From 387d9371beddc5d24af96e5770f3be552ce2b4ba Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 21 Aug 2023 08:59:14 +0200 Subject: [PATCH] small corrections --- doc/pub/week34/html/._week34-bs003.html | 2 +- doc/pub/week34/html/._week34-bs005.html | 2 +- doc/pub/week34/html/._week34-bs008.html | 2 +- doc/pub/week34/html/._week34-bs009.html | 3 +- doc/pub/week34/html/week34-reveal.html | 9 +- doc/pub/week34/html/week34-solarized.html | 9 +- doc/pub/week34/html/week34.html | 9 +- doc/pub/week34/ipynb/ipynb-week34-src.tar.gz | Bin 103516 -> 103516 bytes doc/pub/week34/ipynb/week34.ipynb | 612 +++++++++---------- doc/src/week34/week34.do.txt | 10 +- 10 files changed, 326 insertions(+), 332 deletions(-) diff --git a/doc/pub/week34/html/._week34-bs003.html b/doc/pub/week34/html/._week34-bs003.html index aaf60a647..a58e5141f 100644 --- a/doc/pub/week34/html/._week34-bs003.html +++ b/doc/pub/week34/html/._week34-bs003.html @@ -363,7 +363,7 @@ MathJax.Hub.Config({
  • The sessions on Tuesdays and Wednesdays last four hours and will include partly lectures in a flipped mode (promoting active learning) and work on exercices and projects.
  • Thursdays: regular lectures (12.15pm-2pm)
  • Weekly reading assignments and videos needed to solve projects and exercises.
    • -
  • Weekly exercises when not working on projects. You can hand in exercises if you want and get an extra score, see below.
    • +
  • Weekly exercises. You can hand in exercises if you want and get an extra score, see below.
  • Detailed lecture notes, exercises, all programs presented, projects etc can be found at the homepage of the course.
  • Weekly plans and all other information are on the official website. This info will also be conveyed via weekly emails.
  • No final exam, three projects that are graded and have to be approved.
    • diff --git a/doc/pub/week34/html/._week34-bs005.html b/doc/pub/week34/html/._week34-bs005.html index 4c3ded86f..b48f5f92b 100644 --- a/doc/pub/week34/html/._week34-bs005.html +++ b/doc/pub/week34/html/._week34-bs005.html @@ -364,7 +364,7 @@ MathJax.Hub.Config({
  • If possible, we would like to organize the last project as a workshop where each group presents this to all other participants of the course
  • Based on feedback etc, each group finalizes the report and submits for grading.
    • -
  • Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.
    • +
  • Python is the default programming language, but feel free to use C/C++, Julia and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.

    • diff --git a/doc/pub/week34/html/._week34-bs008.html b/doc/pub/week34/html/._week34-bs008.html index fe6980e12..751b05f92 100644 --- a/doc/pub/week34/html/._week34-bs008.html +++ b/doc/pub/week34/html/._week34-bs008.html @@ -361,7 +361,7 @@ MathJax.Hub.Config({

    The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.

    -

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide.

    +

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide for links.

    diff --git a/doc/pub/week34/html/._week34-bs009.html b/doc/pub/week34/html/._week34-bs009.html index c12d0fe92..262f98ef6 100644 --- a/doc/pub/week34/html/._week34-bs009.html +++ b/doc/pub/week34/html/._week34-bs009.html @@ -362,8 +362,7 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/html/week34-reveal.html b/doc/pub/week34/html/week34-reveal.html index 1e7166b70..7da26d655 100644 --- a/doc/pub/week34/html/week34-reveal.html +++ b/doc/pub/week34/html/week34-reveal.html @@ -245,7 +245,7 @@ MathJax.Hub.Config({

  • Weekly reading assignments and videos needed to solve projects and exercises.
    • -

  • Weekly exercises when not working on projects. You can hand in exercises if you want and get an extra score, see below.
    • +

  • Weekly exercises. You can hand in exercises if you want and get an extra score, see below.

  • Detailed lecture notes, exercises, all programs presented, projects etc can be found at the homepage of the course.
    • @@ -283,7 +283,7 @@ MathJax.Hub.Config({

    -

  • Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.
    • +

  • Python is the default programming language, but feel free to use C/C++, Julia and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.
    • @@ -334,7 +334,7 @@ MathJax.Hub.Config({

    The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.

    -

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide.

    +

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide for links.

    @@ -347,8 +347,7 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/html/week34-solarized.html b/doc/pub/week34/html/week34-solarized.html index 9aa2c11bb..c7aea082f 100644 --- a/doc/pub/week34/html/week34-solarized.html +++ b/doc/pub/week34/html/week34-solarized.html @@ -344,7 +344,7 @@ MathJax.Hub.Config({
  • The sessions on Tuesdays and Wednesdays last four hours and will include partly lectures in a flipped mode (promoting active learning) and work on exercices and projects.
  • Thursdays: regular lectures (12.15pm-2pm)
  • Weekly reading assignments and videos needed to solve projects and exercises.
    • -
  • Weekly exercises when not working on projects. You can hand in exercises if you want and get an extra score, see below.
    • +
  • Weekly exercises. You can hand in exercises if you want and get an extra score, see below.
  • Detailed lecture notes, exercises, all programs presented, projects etc can be found at the homepage of the course.
  • Weekly plans and all other information are on the official website. This info will also be conveyed via weekly emails.
  • No final exam, three projects that are graded and have to be approved.
    • @@ -370,7 +370,7 @@ MathJax.Hub.Config({
  • If possible, we would like to organize the last project as a workshop where each group presents this to all other participants of the course
  • Based on feedback etc, each group finalizes the report and submits for grading.
    • -
  • Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.
    • +
  • Python is the default programming language, but feel free to use C/C++, Julia and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.










    • Teachers

    @@ -412,7 +412,7 @@ MathJax.Hub.Config({

    The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.

    -

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide.

    +

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide for links.

    @@ -425,8 +425,7 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/html/week34.html b/doc/pub/week34/html/week34.html index 9d092c132..359429ca8 100644 --- a/doc/pub/week34/html/week34.html +++ b/doc/pub/week34/html/week34.html @@ -421,7 +421,7 @@ MathJax.Hub.Config({
  • The sessions on Tuesdays and Wednesdays last four hours and will include partly lectures in a flipped mode (promoting active learning) and work on exercices and projects.
  • Thursdays: regular lectures (12.15pm-2pm)
  • Weekly reading assignments and videos needed to solve projects and exercises.
    • -
  • Weekly exercises when not working on projects. You can hand in exercises if you want and get an extra score, see below.
    • +
  • Weekly exercises. You can hand in exercises if you want and get an extra score, see below.
  • Detailed lecture notes, exercises, all programs presented, projects etc can be found at the homepage of the course.
  • Weekly plans and all other information are on the official website. This info will also be conveyed via weekly emails.
  • No final exam, three projects that are graded and have to be approved.
    • @@ -447,7 +447,7 @@ MathJax.Hub.Config({
  • If possible, we would like to organize the last project as a workshop where each group presents this to all other participants of the course
  • Based on feedback etc, each group finalizes the report and submits for grading.
    • -
  • Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.
    • +
  • Python is the default programming language, but feel free to use C/C++, Julia and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and github address of the course.










    • Teachers

    @@ -489,7 +489,7 @@ MathJax.Hub.Config({

    The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.

    -

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide.

    +

    In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide for links.

    @@ -502,8 +502,7 @@ MathJax.Hub.Config({ diff --git a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz index ab8fbb2e799b2b8254a54c648a140fcedb86265e..012bf5605af00e92ab573584cee094b982764a52 100644 GIT binary patch delta 20 bcmcb!g6+-.\n", "\n", - "In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide." + "In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide for links." ] }, { "cell_type": "markdown", - "id": "90b2ab5a", + "id": "9704a95f", "metadata": { "editable": true }, @@ -200,16 +200,14 @@ "\n", "* Christopher M. Bishop (CB), Pattern Recognition and Machine Learning\n", "\n", - "* Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer, . This is a well-known text and serves as additional literature.\n", - "\n", - "* Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly, This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course.\n", + "* Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer, .* Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly, This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course.\n", "\n", "* [Kevin Murphy (KM), Probabilistic Machine Learning, an Introduction](https://probml.github.io/pml-book/book1.html)" ] }, { "cell_type": "markdown", - "id": "1a81f4a3", + "id": "2430aeeb", "metadata": { "editable": true }, @@ -221,7 +219,7 @@ }, { "cell_type": "markdown", - "id": "2557c60d", + "id": "a5d7080d", "metadata": { "editable": true }, @@ -241,7 +239,7 @@ }, { "cell_type": "markdown", - "id": "c989c1a4", + "id": "0f0eba20", "metadata": { "editable": true }, @@ -259,7 +257,7 @@ }, { "cell_type": "markdown", - "id": "2ae53d65", + "id": "2d459ebd", "metadata": { "editable": true }, @@ -284,7 +282,7 @@ }, { "cell_type": "markdown", - "id": "2ac3da18", + "id": "e65d1e50", "metadata": { "editable": true }, @@ -320,7 +318,7 @@ }, { "cell_type": "markdown", - "id": "234df6dd", + "id": "7c423276", "metadata": { "editable": true }, @@ -336,7 +334,7 @@ }, { "cell_type": "markdown", - "id": "3b63c487", + "id": "ae454e1d", "metadata": { "editable": true }, @@ -358,7 +356,7 @@ }, { "cell_type": "markdown", - "id": "780023aa", + "id": "9279ed83", "metadata": { "editable": true }, @@ -376,7 +374,7 @@ }, { "cell_type": "markdown", - "id": "022aa045", + "id": "b8a476c6", "metadata": { "editable": true }, @@ -420,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "c55fae66", + "id": "f78315f7", "metadata": { "editable": true }, @@ -463,7 +461,7 @@ }, { "cell_type": "markdown", - "id": "3902c6d9", + "id": "29d416d0", "metadata": { "editable": true }, @@ -483,7 +481,7 @@ }, { "cell_type": "markdown", - "id": "79f22073", + "id": "af1b0dd8", "metadata": { "editable": true }, @@ -556,7 +554,7 @@ }, { "cell_type": "markdown", - "id": "962883da", + "id": "2c1f1d66", "metadata": { "editable": true }, @@ -585,7 +583,7 @@ }, { "cell_type": "markdown", - "id": "e9c989cb", + "id": "7460788c", "metadata": { "editable": true }, @@ -603,7 +601,7 @@ }, { "cell_type": "markdown", - "id": "28ffc436", + "id": "b97c8540", "metadata": { "editable": true }, @@ -615,7 +613,7 @@ }, { "cell_type": "markdown", - "id": "5142fb90", + "id": "814c093b", "metadata": { "editable": true }, @@ -650,7 +648,7 @@ }, { "cell_type": "markdown", - "id": "258deb11", + "id": "89c86f78", "metadata": { "editable": true }, @@ -680,7 +678,7 @@ }, { "cell_type": "markdown", - "id": "d3277051", + "id": "d88573e6", "metadata": { "editable": true }, @@ -711,7 +709,7 @@ }, { "cell_type": "markdown", - "id": "6cb0036e", + "id": "00e150d4", "metadata": { "editable": true }, @@ -750,7 +748,7 @@ }, { "cell_type": "markdown", - "id": "7a6cdfa4", + "id": "a8e6238f", "metadata": { "editable": true }, @@ -783,7 +781,7 @@ }, { "cell_type": "markdown", - "id": "b494b18e", + "id": "a0f4bd34", "metadata": { "editable": true }, @@ -818,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "d5e27abd", + "id": "2da23906", "metadata": { "editable": true }, @@ -842,7 +840,7 @@ }, { "cell_type": "markdown", - "id": "ea799210", + "id": "03e382f4", "metadata": { "editable": true }, @@ -869,7 +867,7 @@ }, { "cell_type": "markdown", - "id": "ec97fabb", + "id": "222172a8", "metadata": { "editable": true }, @@ -879,7 +877,7 @@ }, { "cell_type": "markdown", - "id": "fbb08ad6", + "id": "7428327c", "metadata": { "editable": true }, @@ -891,7 +889,7 @@ }, { "cell_type": "markdown", - "id": "fccd22ea", + "id": "3ca5f988", "metadata": { "editable": true }, @@ -912,7 +910,7 @@ }, { "cell_type": "markdown", - "id": "8f881493", + "id": "bd57f250", "metadata": { "editable": true }, @@ -924,7 +922,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "b454e0fb", + "id": "5b925662", "metadata": { "collapsed": false, "editable": true @@ -936,7 +934,7 @@ }, { "cell_type": "markdown", - "id": "41ece158", + "id": "fd49870d", "metadata": { "editable": true }, @@ -947,7 +945,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "25cfecdb", + "id": "75adb6a7", "metadata": { "collapsed": false, "editable": true @@ -961,7 +959,7 @@ }, { "cell_type": "markdown", - "id": "7393fe4c", + "id": "7a16fcf7", "metadata": { "editable": true }, @@ -973,7 +971,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "ee3da485", + "id": "a812ceb2", "metadata": { "collapsed": false, "editable": true @@ -987,7 +985,7 @@ }, { "cell_type": "markdown", - "id": "592c19e5", + "id": "2c31e672", "metadata": { "editable": true }, @@ -999,7 +997,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "e606669e", + "id": "4a417c30", "metadata": { "collapsed": false, "editable": true @@ -1013,7 +1011,7 @@ }, { "cell_type": "markdown", - "id": "0d30e381", + "id": "e323e579", "metadata": { "editable": true }, @@ -1030,7 +1028,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "91d0f24e", + "id": "0cad6532", "metadata": { "collapsed": false, "editable": true @@ -1047,7 +1045,7 @@ }, { "cell_type": "markdown", - "id": "81ea96ae", + "id": "ccdc253c", "metadata": { "editable": true }, @@ -1059,7 +1057,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "6199e42f", + "id": "99ecf19d", "metadata": { "collapsed": false, "editable": true @@ -1073,7 +1071,7 @@ }, { "cell_type": "markdown", - "id": "f271592b", + "id": "836ac9e1", "metadata": { "editable": true }, @@ -1084,7 +1082,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "c358eae4", + "id": "ff28e422", "metadata": { "collapsed": false, "editable": true @@ -1098,7 +1096,7 @@ }, { "cell_type": "markdown", - "id": "468c5a94", + "id": "8ae537ad", "metadata": { "editable": true }, @@ -1109,7 +1107,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "1ed6bf4d", + "id": "b014ae83", "metadata": { "collapsed": false, "editable": true @@ -1123,7 +1121,7 @@ }, { "cell_type": "markdown", - "id": "f8bcaacf", + "id": "2218b64a", "metadata": { "editable": true }, @@ -1138,7 +1136,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "dcc83895", + "id": "f9d9c004", "metadata": { "collapsed": false, "editable": true @@ -1152,7 +1150,7 @@ }, { "cell_type": "markdown", - "id": "acca2322", + "id": "555b37da", "metadata": { "editable": true }, @@ -1163,7 +1161,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "beecadfe", + "id": "e1487f64", "metadata": { "collapsed": false, "editable": true @@ -1178,7 +1176,7 @@ }, { "cell_type": "markdown", - "id": "1a5aa2a1", + "id": "a48bd7ee", "metadata": { "editable": true }, @@ -1189,7 +1187,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "0c1e5556", + "id": "a24d8807", "metadata": { "collapsed": false, "editable": true @@ -1204,7 +1202,7 @@ }, { "cell_type": "markdown", - "id": "9d55c42b", + "id": "1a3f145c", "metadata": { "editable": true }, @@ -1215,7 +1213,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "720a15b4", + "id": "e047dc77", "metadata": { "collapsed": false, "editable": true @@ -1231,7 +1229,7 @@ }, { "cell_type": "markdown", - "id": "39b2782e", + "id": "45a56b73", "metadata": { "editable": true }, @@ -1242,7 +1240,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "4134be31", + "id": "6ad34f5d", "metadata": { "collapsed": false, "editable": true @@ -1258,7 +1256,7 @@ }, { "cell_type": "markdown", - "id": "ee4da5ff", + "id": "775a2591", "metadata": { "editable": true }, @@ -1269,7 +1267,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "00909d11", + "id": "8a0f5cb4", "metadata": { "collapsed": false, "editable": true @@ -1285,7 +1283,7 @@ }, { "cell_type": "markdown", - "id": "a194ca15", + "id": "a4e72010", "metadata": { "editable": true }, @@ -1297,7 +1295,7 @@ }, { "cell_type": "markdown", - "id": "668183eb", + "id": "93608388", "metadata": { "editable": true }, @@ -1312,7 +1310,7 @@ }, { "cell_type": "markdown", - "id": "cc303ba4", + "id": "d128b37c", "metadata": { "editable": true }, @@ -1322,7 +1320,7 @@ }, { "cell_type": "markdown", - "id": "ade05f98", + "id": "aea01467", "metadata": { "editable": true }, @@ -1334,7 +1332,7 @@ }, { "cell_type": "markdown", - "id": "59e3a87d", + "id": "87132227", "metadata": { "editable": true }, @@ -1345,7 +1343,7 @@ }, { "cell_type": "markdown", - "id": "779aa940", + "id": "cfd24b0f", "metadata": { "editable": true }, @@ -1360,7 +1358,7 @@ }, { "cell_type": "markdown", - "id": "75694506", + "id": "07897b4a", "metadata": { "editable": true }, @@ -1375,7 +1373,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "1d1f843c", + "id": "630afa83", "metadata": { "collapsed": false, "editable": true @@ -1402,7 +1400,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "f25901bd", + "id": "f77adabd", "metadata": { "collapsed": false, "editable": true @@ -1426,7 +1424,7 @@ }, { "cell_type": "markdown", - "id": "8902a68d", + "id": "9c11c29b", "metadata": { "editable": true }, @@ -1452,7 +1450,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "872e47b7", + "id": "e2dd8423", "metadata": { "collapsed": false, "editable": true @@ -1472,7 +1470,7 @@ }, { "cell_type": "markdown", - "id": "de5c16bb", + "id": "6d8ed5b1", "metadata": { "editable": true }, @@ -1486,7 +1484,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "ea75c564", + "id": "60db317e", "metadata": { "collapsed": false, "editable": true @@ -1499,7 +1497,7 @@ }, { "cell_type": "markdown", - "id": "e0b9731c", + "id": "5a94b9ae", "metadata": { "editable": true }, @@ -1510,7 +1508,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "52a362e4", + "id": "31411d48", "metadata": { "collapsed": false, "editable": true @@ -1522,7 +1520,7 @@ }, { "cell_type": "markdown", - "id": "faa1171a", + "id": "1f6dc945", "metadata": { "editable": true }, @@ -1533,7 +1531,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "f02477d3", + "id": "1c1948de", "metadata": { "collapsed": false, "editable": true @@ -1551,7 +1549,7 @@ }, { "cell_type": "markdown", - "id": "60850aca", + "id": "93cf04da", "metadata": { "editable": true }, @@ -1563,7 +1561,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "6aa98043", + "id": "5f63357b", "metadata": { "collapsed": false, "editable": true @@ -1587,7 +1585,7 @@ }, { "cell_type": "markdown", - "id": "89a6379a", + "id": "69d14bee", "metadata": { "editable": true }, @@ -1598,7 +1596,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "9cc2fd95", + "id": "72fbf571", "metadata": { "collapsed": false, "editable": true @@ -1627,7 +1625,7 @@ }, { "cell_type": "markdown", - "id": "3c303483", + "id": "4cb43cd5", "metadata": { "editable": true }, @@ -1638,7 +1636,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "0778858c", + "id": "fa3a9119", "metadata": { "collapsed": false, "editable": true @@ -1653,7 +1651,7 @@ }, { "cell_type": "markdown", - "id": "65291195", + "id": "938ae919", "metadata": { "editable": true }, @@ -1670,7 +1668,7 @@ }, { "cell_type": "markdown", - "id": "78c72800", + "id": "1bb52667", "metadata": { "editable": true }, @@ -1701,7 +1699,7 @@ }, { "cell_type": "markdown", - "id": "378e9fa5", + "id": "a81c711d", "metadata": { "editable": true }, @@ -1713,7 +1711,7 @@ }, { "cell_type": "markdown", - "id": "0bd6253a", + "id": "905f867f", "metadata": { "editable": true }, @@ -1741,7 +1739,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "70956866", + "id": "8e1bfc7c", "metadata": { "collapsed": false, "editable": true @@ -1771,7 +1769,7 @@ }, { "cell_type": "markdown", - "id": "f055d604", + "id": "80d2cbef", "metadata": { "editable": true }, @@ -1788,7 +1786,7 @@ }, { "cell_type": "markdown", - "id": "0be33cef", + "id": "a8195f36", "metadata": { "editable": true }, @@ -1800,7 +1798,7 @@ }, { "cell_type": "markdown", - "id": "c33cee14", + "id": "c4952419", "metadata": { "editable": true }, @@ -1821,7 +1819,7 @@ }, { "cell_type": "markdown", - "id": "a9e2dce0", + "id": "516ecc4d", "metadata": { "editable": true }, @@ -1834,7 +1832,7 @@ }, { "cell_type": "markdown", - "id": "b6de8e92", + "id": "df4c8014", "metadata": { "editable": true }, @@ -1865,7 +1863,7 @@ }, { "cell_type": "markdown", - "id": "76a67066", + "id": "3db885d0", "metadata": { "editable": true }, @@ -1877,7 +1875,7 @@ }, { "cell_type": "markdown", - "id": "4d078697", + "id": "e61d03c1", "metadata": { "editable": true }, @@ -1895,7 +1893,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "6d56da40", + "id": "97e752b8", "metadata": { "collapsed": false, "editable": true @@ -1922,7 +1920,7 @@ }, { "cell_type": "markdown", - "id": "503fcd30", + "id": "b4e5a504", "metadata": { "editable": true }, @@ -1944,7 +1942,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "e630d2c6", + "id": "8a01030a", "metadata": { "collapsed": false, "editable": true @@ -1982,7 +1980,7 @@ }, { "cell_type": "markdown", - "id": "6a8a44d8", + "id": "30972698", "metadata": { "editable": true }, @@ -1993,7 +1991,7 @@ }, { "cell_type": "markdown", - "id": "2df0a786", + "id": "4e29af54", "metadata": { "editable": true }, @@ -2006,7 +2004,7 @@ }, { "cell_type": "markdown", - "id": "d725e428", + "id": "e311e763", "metadata": { "editable": true }, @@ -2027,7 +2025,7 @@ }, { "cell_type": "markdown", - "id": "9f0a11ed", + "id": "b1d290c6", "metadata": { "editable": true }, @@ -2039,7 +2037,7 @@ }, { "cell_type": "markdown", - "id": "b8c1d9d0", + "id": "ff83d327", "metadata": { "editable": true }, @@ -2049,7 +2047,7 @@ }, { "cell_type": "markdown", - "id": "063823d6", + "id": "6c3fe3ba", "metadata": { "editable": true }, @@ -2061,7 +2059,7 @@ }, { "cell_type": "markdown", - "id": "d87e0109", + "id": "3828d56c", "metadata": { "editable": true }, @@ -2073,7 +2071,7 @@ }, { "cell_type": "markdown", - "id": "5e70b279", + "id": "331c46f7", "metadata": { "editable": true }, @@ -2085,7 +2083,7 @@ }, { "cell_type": "markdown", - "id": "9113929d", + "id": "70769e0f", "metadata": { "editable": true }, @@ -2096,7 +2094,7 @@ }, { "cell_type": "markdown", - "id": "32847615", + "id": "09956ef0", "metadata": { "editable": true }, @@ -2108,7 +2106,7 @@ }, { "cell_type": "markdown", - "id": "db6b2a95", + "id": "c8f430a4", "metadata": { "editable": true }, @@ -2130,7 +2128,7 @@ }, { "cell_type": "markdown", - "id": "3f9edfab", + "id": "3a624aff", "metadata": { "editable": true }, @@ -2142,7 +2140,7 @@ }, { "cell_type": "markdown", - "id": "b4c385c5", + "id": "423a92e3", "metadata": { "editable": true }, @@ -2155,7 +2153,7 @@ }, { "cell_type": "markdown", - "id": "c05b0c1e", + "id": "c8d17594", "metadata": { "editable": true }, @@ -2172,7 +2170,7 @@ }, { "cell_type": "markdown", - "id": "972bc1b4", + "id": "1b117ab0", "metadata": { "editable": true }, @@ -2184,7 +2182,7 @@ }, { "cell_type": "markdown", - "id": "1d2f31d8", + "id": "e0f214de", "metadata": { "editable": true }, @@ -2194,7 +2192,7 @@ }, { "cell_type": "markdown", - "id": "eea1df18", + "id": "10569807", "metadata": { "editable": true }, @@ -2206,7 +2204,7 @@ }, { "cell_type": "markdown", - "id": "c569f370", + "id": "a3025b44", "metadata": { "editable": true }, @@ -2216,7 +2214,7 @@ }, { "cell_type": "markdown", - "id": "976fbb70", + "id": "aee6cc08", "metadata": { "editable": true }, @@ -2228,7 +2226,7 @@ }, { "cell_type": "markdown", - "id": "b7bcd672", + "id": "1fac3224", "metadata": { "editable": true }, @@ -2238,7 +2236,7 @@ }, { "cell_type": "markdown", - "id": "6898d855", + "id": "71f74018", "metadata": { "editable": true }, @@ -2250,7 +2248,7 @@ }, { "cell_type": "markdown", - "id": "0a588cbf", + "id": "6358662d", "metadata": { "editable": true }, @@ -2266,7 +2264,7 @@ }, { "cell_type": "markdown", - "id": "9accb026", + "id": "31f0c0a4", "metadata": { "editable": true }, @@ -2278,7 +2276,7 @@ }, { "cell_type": "markdown", - "id": "9a2ee04a", + "id": "7baf74eb", "metadata": { "editable": true }, @@ -2289,7 +2287,7 @@ }, { "cell_type": "markdown", - "id": "6a683d79", + "id": "5978f866", "metadata": { "editable": true }, @@ -2301,7 +2299,7 @@ }, { "cell_type": "markdown", - "id": "102fef23", + "id": "181277f6", "metadata": { "editable": true }, @@ -2315,7 +2313,7 @@ }, { "cell_type": "markdown", - "id": "9ea23467", + "id": "7bd92720", "metadata": { "editable": true }, @@ -2327,7 +2325,7 @@ }, { "cell_type": "markdown", - "id": "11f675c9", + "id": "7850393c", "metadata": { "editable": true }, @@ -2352,7 +2350,7 @@ }, { "cell_type": "markdown", - "id": "964dbf57", + "id": "592c7fe1", "metadata": { "editable": true }, @@ -2369,7 +2367,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "c59a1fe5", + "id": "734a1bd8", "metadata": { "collapsed": false, "editable": true @@ -2413,7 +2411,7 @@ }, { "cell_type": "markdown", - "id": "6979a763", + "id": "d4ec3003", "metadata": { "editable": true }, @@ -2424,7 +2422,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "f9dda9a6", + "id": "7dc5eefc", "metadata": { "collapsed": false, "editable": true @@ -2446,7 +2444,7 @@ }, { "cell_type": "markdown", - "id": "46f52c41", + "id": "68c0df89", "metadata": { "editable": true }, @@ -2463,7 +2461,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "bf0b7ede", + "id": "e6930a5a", "metadata": { "collapsed": false, "editable": true @@ -2484,7 +2482,7 @@ }, { "cell_type": "markdown", - "id": "6cf49da9", + "id": "e838d03c", "metadata": { "editable": true }, @@ -2498,7 +2496,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "2860fd11", + "id": "3f4168c5", "metadata": { "collapsed": false, "editable": true @@ -2527,7 +2525,7 @@ }, { "cell_type": "markdown", - "id": "b4e2492c", + "id": "3da39e2d", "metadata": { "editable": true }, @@ -2547,7 +2545,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "6fd3306a", + "id": "ff2e5985", "metadata": { "collapsed": false, "editable": true @@ -2564,7 +2562,7 @@ }, { "cell_type": "markdown", - "id": "7682840e", + "id": "5eafdc50", "metadata": { "editable": true }, @@ -2576,7 +2574,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "c8a79815", + "id": "68bd6796", "metadata": { "collapsed": false, "editable": true @@ -2594,7 +2592,7 @@ }, { "cell_type": "markdown", - "id": "828844ef", + "id": "2c93bc52", "metadata": { "editable": true }, @@ -2605,7 +2603,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "500d5a53", + "id": "bf1c4bca", "metadata": { "collapsed": false, "editable": true @@ -2618,7 +2616,7 @@ }, { "cell_type": "markdown", - "id": "1a4d1e00", + "id": "4f6fdfec", "metadata": { "editable": true }, @@ -2630,7 +2628,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "90671095", + "id": "95435eeb", "metadata": { "collapsed": false, "editable": true @@ -2661,7 +2659,7 @@ }, { "cell_type": "markdown", - "id": "912b8f9b", + "id": "1cd4814f", "metadata": { "editable": true }, @@ -2675,7 +2673,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "3299c67e", + "id": "38f7c26c", "metadata": { "collapsed": false, "editable": true @@ -2715,7 +2713,7 @@ }, { "cell_type": "markdown", - "id": "8fa6cb93", + "id": "423acc45", "metadata": { "editable": true }, @@ -2735,7 +2733,7 @@ }, { "cell_type": "markdown", - "id": "9faf7565", + "id": "907d3188", "metadata": { "editable": true }, @@ -2767,7 +2765,7 @@ }, { "cell_type": "markdown", - "id": "2cf8e875", + "id": "39989063", "metadata": { "editable": true }, @@ -2789,7 +2787,7 @@ }, { "cell_type": "markdown", - "id": "c771e060", + "id": "8d020c0a", "metadata": { "editable": true }, @@ -2817,7 +2815,7 @@ }, { "cell_type": "markdown", - "id": "b0b67734", + "id": "dae616ee", "metadata": { "editable": true }, @@ -2832,7 +2830,7 @@ }, { "cell_type": "markdown", - "id": "cccb010c", + "id": "3c8b2881", "metadata": { "editable": true }, @@ -2844,7 +2842,7 @@ }, { "cell_type": "markdown", - "id": "d5680268", + "id": "de1bcecc", "metadata": { "editable": true }, @@ -2859,7 +2857,7 @@ }, { "cell_type": "markdown", - "id": "72e20d34", + "id": "8b86e6bb", "metadata": { "editable": true }, @@ -2872,7 +2870,7 @@ }, { "cell_type": "markdown", - "id": "f338a451", + "id": "7d744332", "metadata": { "editable": true }, @@ -2884,7 +2882,7 @@ }, { "cell_type": "markdown", - "id": "bf58032f", + "id": "5edaddb9", "metadata": { "editable": true }, @@ -2894,7 +2892,7 @@ }, { "cell_type": "markdown", - "id": "d502260d", + "id": "dbecc2d3", "metadata": { "editable": true }, @@ -2905,7 +2903,7 @@ }, { "cell_type": "markdown", - "id": "27cd5b3d", + "id": "0c65ee7f", "metadata": { "editable": true }, @@ -2923,7 +2921,7 @@ }, { "cell_type": "markdown", - "id": "3eed0375", + "id": "499f9e99", "metadata": { "editable": true }, @@ -2934,7 +2932,7 @@ }, { "cell_type": "markdown", - "id": "88d1c6c7", + "id": "ebad0761", "metadata": { "editable": true }, @@ -2946,7 +2944,7 @@ }, { "cell_type": "markdown", - "id": "fbcf7787", + "id": "b9372c65", "metadata": { "editable": true }, @@ -2956,7 +2954,7 @@ }, { "cell_type": "markdown", - "id": "84a6b37c", + "id": "681ae1ce", "metadata": { "editable": true }, @@ -2968,7 +2966,7 @@ }, { "cell_type": "markdown", - "id": "93af83ab", + "id": "c812c9fd", "metadata": { "editable": true }, @@ -2978,7 +2976,7 @@ }, { "cell_type": "markdown", - "id": "95b403fb", + "id": "a823581c", "metadata": { "editable": true }, @@ -2990,7 +2988,7 @@ }, { "cell_type": "markdown", - "id": "117fece3", + "id": "e45bf777", "metadata": { "editable": true }, @@ -3000,7 +2998,7 @@ }, { "cell_type": "markdown", - "id": "59dbea66", + "id": "c34299af", "metadata": { "editable": true }, @@ -3019,7 +3017,7 @@ }, { "cell_type": "markdown", - "id": "d2af9b15", + "id": "34e36ca4", "metadata": { "editable": true }, @@ -3029,7 +3027,7 @@ }, { "cell_type": "markdown", - "id": "46a483c2", + "id": "323ee8f4", "metadata": { "editable": true }, @@ -3041,7 +3039,7 @@ }, { "cell_type": "markdown", - "id": "0763a970", + "id": "30cb480c", "metadata": { "editable": true }, @@ -3051,7 +3049,7 @@ }, { "cell_type": "markdown", - "id": "76adde5e", + "id": "2855ec74", "metadata": { "editable": true }, @@ -3067,7 +3065,7 @@ }, { "cell_type": "markdown", - "id": "554677b1", + "id": "8fe1893b", "metadata": { "editable": true }, @@ -3087,7 +3085,7 @@ }, { "cell_type": "markdown", - "id": "abfb3e48", + "id": "e2262fbb", "metadata": { "editable": true }, @@ -3097,7 +3095,7 @@ }, { "cell_type": "markdown", - "id": "81518b53", + "id": "5afd7e43", "metadata": { "editable": true }, @@ -3108,7 +3106,7 @@ }, { "cell_type": "markdown", - "id": "1db261cd", + "id": "0b90309d", "metadata": { "editable": true }, @@ -3127,7 +3125,7 @@ }, { "cell_type": "markdown", - "id": "59fce239", + "id": "07e013e2", "metadata": { "editable": true }, @@ -3137,7 +3135,7 @@ }, { "cell_type": "markdown", - "id": "5594c16c", + "id": "0b6afeaf", "metadata": { "editable": true }, @@ -3149,7 +3147,7 @@ }, { "cell_type": "markdown", - "id": "ee5fd177", + "id": "2dcecbfa", "metadata": { "editable": true }, @@ -3159,7 +3157,7 @@ }, { "cell_type": "markdown", - "id": "b23d2249", + "id": "ee8500d0", "metadata": { "editable": true }, @@ -3170,7 +3168,7 @@ }, { "cell_type": "markdown", - "id": "24141548", + "id": "a69164dd", "metadata": { "editable": true }, @@ -3190,7 +3188,7 @@ }, { "cell_type": "markdown", - "id": "a9fa4ec3", + "id": "e7054c57", "metadata": { "editable": true }, @@ -3202,7 +3200,7 @@ }, { "cell_type": "markdown", - "id": "72d4b381", + "id": "d070a2e4", "metadata": { "editable": true }, @@ -3217,7 +3215,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "5f6cad4d", + "id": "ea8967a8", "metadata": { "collapsed": false, "editable": true @@ -3297,7 +3295,7 @@ }, { "cell_type": "markdown", - "id": "0d99ca49", + "id": "6a629152", "metadata": { "editable": true }, @@ -3307,7 +3305,7 @@ }, { "cell_type": "markdown", - "id": "4af68211", + "id": "a3a0ae38", "metadata": { "editable": true }, @@ -3319,7 +3317,7 @@ }, { "cell_type": "markdown", - "id": "b2326ebc", + "id": "7225eae6", "metadata": { "editable": true }, @@ -3329,7 +3327,7 @@ }, { "cell_type": "markdown", - "id": "48d9fff0", + "id": "ed4fc419", "metadata": { "editable": true }, @@ -3340,7 +3338,7 @@ }, { "cell_type": "markdown", - "id": "9ec89a67", + "id": "c52fa3fa", "metadata": { "editable": true }, @@ -3352,7 +3350,7 @@ }, { "cell_type": "markdown", - "id": "0b6e630c", + "id": "1d5a3502", "metadata": { "editable": true }, @@ -3362,7 +3360,7 @@ }, { "cell_type": "markdown", - "id": "ef889b1e", + "id": "9b7a6a0d", "metadata": { "editable": true }, @@ -3374,7 +3372,7 @@ }, { "cell_type": "markdown", - "id": "8014f64d", + "id": "65d64015", "metadata": { "editable": true }, @@ -3384,7 +3382,7 @@ }, { "cell_type": "markdown", - "id": "2fb01720", + "id": "d0599f08", "metadata": { "editable": true }, @@ -3396,7 +3394,7 @@ }, { "cell_type": "markdown", - "id": "f475b109", + "id": "e583d59f", "metadata": { "editable": true }, @@ -3409,7 +3407,7 @@ }, { "cell_type": "markdown", - "id": "3ffeb07f", + "id": "49c0d78f", "metadata": { "editable": true }, @@ -3421,7 +3419,7 @@ }, { "cell_type": "markdown", - "id": "e2cf6eaa", + "id": "626cce94", "metadata": { "editable": true }, @@ -3431,7 +3429,7 @@ }, { "cell_type": "markdown", - "id": "53cf38c0", + "id": "f0e303a2", "metadata": { "editable": true }, @@ -3443,7 +3441,7 @@ }, { "cell_type": "markdown", - "id": "699e66b5", + "id": "e702a7d4", "metadata": { "editable": true }, @@ -3455,7 +3453,7 @@ }, { "cell_type": "markdown", - "id": "dd7097b1", + "id": "6fb0286b", "metadata": { "editable": true }, @@ -3466,7 +3464,7 @@ }, { "cell_type": "markdown", - "id": "ba022e3f", + "id": "af168f1d", "metadata": { "editable": true }, @@ -3478,7 +3476,7 @@ }, { "cell_type": "markdown", - "id": "7b9821a2", + "id": "acfc919e", "metadata": { "editable": true }, @@ -3497,7 +3495,7 @@ }, { "cell_type": "markdown", - "id": "8bbe612d", + "id": "6e747c11", "metadata": { "editable": true }, @@ -3510,7 +3508,7 @@ }, { "cell_type": "markdown", - "id": "c9521482", + "id": "0cede88f", "metadata": { "editable": true }, @@ -3520,7 +3518,7 @@ }, { "cell_type": "markdown", - "id": "3240d198", + "id": "bcdb13d5", "metadata": { "editable": true }, @@ -3532,7 +3530,7 @@ }, { "cell_type": "markdown", - "id": "bdc2205f", + "id": "3151ba2d", "metadata": { "editable": true }, @@ -3542,7 +3540,7 @@ }, { "cell_type": "markdown", - "id": "6a089ed7", + "id": "14fa4a47", "metadata": { "editable": true }, @@ -3554,7 +3552,7 @@ }, { "cell_type": "markdown", - "id": "9ab1fdc1", + "id": "bd429c4f", "metadata": { "editable": true }, @@ -3564,7 +3562,7 @@ }, { "cell_type": "markdown", - "id": "1828df5b", + "id": "dca9f7a8", "metadata": { "editable": true }, @@ -3576,7 +3574,7 @@ }, { "cell_type": "markdown", - "id": "c26ec3e1", + "id": "4f3511b9", "metadata": { "editable": true }, @@ -3587,7 +3585,7 @@ }, { "cell_type": "markdown", - "id": "ec288657", + "id": "97ac459a", "metadata": { "editable": true }, @@ -3599,7 +3597,7 @@ }, { "cell_type": "markdown", - "id": "b3270b1d", + "id": "562851c6", "metadata": { "editable": true }, @@ -3609,7 +3607,7 @@ }, { "cell_type": "markdown", - "id": "e8679dcf", + "id": "42a2431e", "metadata": { "editable": true }, @@ -3621,7 +3619,7 @@ }, { "cell_type": "markdown", - "id": "e90fa968", + "id": "c0e46e27", "metadata": { "editable": true }, @@ -3631,7 +3629,7 @@ }, { "cell_type": "markdown", - "id": "6f51263d", + "id": "7dd10eed", "metadata": { "editable": true }, @@ -3643,7 +3641,7 @@ }, { "cell_type": "markdown", - "id": "07d5ad4e", + "id": "198e491c", "metadata": { "editable": true }, @@ -3664,7 +3662,7 @@ }, { "cell_type": "markdown", - "id": "be2fb8dc", + "id": "a11603c7", "metadata": { "editable": true }, @@ -3678,7 +3676,7 @@ }, { "cell_type": "markdown", - "id": "e2443b6c", + "id": "dc9c4ecd", "metadata": { "editable": true }, @@ -3689,7 +3687,7 @@ }, { "cell_type": "markdown", - "id": "3094daa2", + "id": "f2682773", "metadata": { "editable": true }, @@ -3701,7 +3699,7 @@ }, { "cell_type": "markdown", - "id": "aac21d63", + "id": "8a06c4d3", "metadata": { "editable": true }, @@ -3711,7 +3709,7 @@ }, { "cell_type": "markdown", - "id": "a3e3bb6e", + "id": "a689a7ff", "metadata": { "editable": true }, @@ -3723,7 +3721,7 @@ }, { "cell_type": "markdown", - "id": "37065f85", + "id": "fceb65c0", "metadata": { "editable": true }, @@ -3733,7 +3731,7 @@ }, { "cell_type": "markdown", - "id": "b53a6ed6", + "id": "6133d767", "metadata": { "editable": true }, @@ -3745,7 +3743,7 @@ }, { "cell_type": "markdown", - "id": "6105aad2", + "id": "1c1e27aa", "metadata": { "editable": true }, @@ -3757,7 +3755,7 @@ }, { "cell_type": "markdown", - "id": "7fd91f53", + "id": "e2cc625f", "metadata": { "editable": true }, @@ -3771,7 +3769,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "d310ce1e", + "id": "2b11d954", "metadata": { "collapsed": false, "editable": true @@ -3786,7 +3784,7 @@ }, { "cell_type": "markdown", - "id": "953a09b4", + "id": "2e3e95d8", "metadata": { "editable": true }, @@ -3797,7 +3795,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "697a9def", + "id": "74f61b02", "metadata": { "collapsed": false, "editable": true @@ -3810,7 +3808,7 @@ }, { "cell_type": "markdown", - "id": "176322b7", + "id": "4357ea9e", "metadata": { "editable": true }, @@ -3821,7 +3819,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "dfcdf8b6", + "id": "a4a30096", "metadata": { "collapsed": false, "editable": true @@ -3844,7 +3842,7 @@ }, { "cell_type": "markdown", - "id": "46354fcb", + "id": "22d908f8", "metadata": { "editable": true }, @@ -3858,7 +3856,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "2dd6e8cc", + "id": "e169381d", "metadata": { "collapsed": false, "editable": true @@ -3871,7 +3869,7 @@ }, { "cell_type": "markdown", - "id": "fe88fc2a", + "id": "71893e7c", "metadata": { "editable": true }, @@ -3882,7 +3880,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "fd0def0a", + "id": "cd08f7fe", "metadata": { "collapsed": false, "editable": true @@ -3894,7 +3892,7 @@ }, { "cell_type": "markdown", - "id": "74184185", + "id": "05746b9f", "metadata": { "editable": true }, @@ -3905,7 +3903,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "d452ca2f", + "id": "2d0963fb", "metadata": { "collapsed": false, "editable": true @@ -3921,7 +3919,7 @@ }, { "cell_type": "markdown", - "id": "f665672c", + "id": "67d27426", "metadata": { "editable": true }, @@ -3932,7 +3930,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "8109cca8", + "id": "b8dd5fa3", "metadata": { "collapsed": false, "editable": true @@ -3946,7 +3944,7 @@ }, { "cell_type": "markdown", - "id": "3b92b4aa", + "id": "c49ead0d", "metadata": { "editable": true }, @@ -3968,7 +3966,7 @@ }, { "cell_type": "markdown", - "id": "2e53f614", + "id": "1a05029b", "metadata": { "editable": true }, @@ -3980,7 +3978,7 @@ }, { "cell_type": "markdown", - "id": "45883619", + "id": "ea509579", "metadata": { "editable": true }, @@ -3990,7 +3988,7 @@ }, { "cell_type": "markdown", - "id": "1b692190", + "id": "f2242797", "metadata": { "editable": true }, @@ -4002,7 +4000,7 @@ }, { "cell_type": "markdown", - "id": "7e167c79", + "id": "4146ff81", "metadata": { "editable": true }, @@ -4014,7 +4012,7 @@ }, { "cell_type": "markdown", - "id": "5cfdd9d8", + "id": "c16705af", "metadata": { "editable": true }, @@ -4024,7 +4022,7 @@ }, { "cell_type": "markdown", - "id": "6066943c", + "id": "e9ce55cd", "metadata": { "editable": true }, @@ -4036,7 +4034,7 @@ }, { "cell_type": "markdown", - "id": "75554167", + "id": "511d9056", "metadata": { "editable": true }, @@ -4046,7 +4044,7 @@ }, { "cell_type": "markdown", - "id": "5df378dd", + "id": "6316e07c", "metadata": { "editable": true }, @@ -4058,7 +4056,7 @@ }, { "cell_type": "markdown", - "id": "65a02662", + "id": "13da4f38", "metadata": { "editable": true }, @@ -4068,7 +4066,7 @@ }, { "cell_type": "markdown", - "id": "d76c8fa1", + "id": "d367ef56", "metadata": { "editable": true }, @@ -4080,7 +4078,7 @@ }, { "cell_type": "markdown", - "id": "9aba69d8", + "id": "de7e1e78", "metadata": { "editable": true }, @@ -4092,7 +4090,7 @@ }, { "cell_type": "markdown", - "id": "3339089a", + "id": "b3a4100a", "metadata": { "editable": true }, @@ -4102,7 +4100,7 @@ }, { "cell_type": "markdown", - "id": "a14219c4", + "id": "2332b627", "metadata": { "editable": true }, @@ -4114,7 +4112,7 @@ }, { "cell_type": "markdown", - "id": "262a464b", + "id": "14b9140d", "metadata": { "editable": true }, @@ -4124,7 +4122,7 @@ }, { "cell_type": "markdown", - "id": "85ebbd7a", + "id": "4bdf9327", "metadata": { "editable": true }, @@ -4136,7 +4134,7 @@ }, { "cell_type": "markdown", - "id": "47e7d2ff", + "id": "5a0bd957", "metadata": { "editable": true }, @@ -4148,7 +4146,7 @@ }, { "cell_type": "markdown", - "id": "ed12ad57", + "id": "5145dfca", "metadata": { "editable": true }, @@ -4160,7 +4158,7 @@ }, { "cell_type": "markdown", - "id": "f75cd169", + "id": "a8a507cc", "metadata": { "editable": true }, @@ -4170,7 +4168,7 @@ }, { "cell_type": "markdown", - "id": "fa185d3f", + "id": "314833e3", "metadata": { "editable": true }, @@ -4182,7 +4180,7 @@ }, { "cell_type": "markdown", - "id": "3e2ec1c9", + "id": "fc9249a4", "metadata": { "editable": true }, @@ -4192,7 +4190,7 @@ }, { "cell_type": "markdown", - "id": "559b0e0d", + "id": "b130532b", "metadata": { "editable": true }, @@ -4204,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "f9f93580", + "id": "314e2ee6", "metadata": { "editable": true }, @@ -4214,7 +4212,7 @@ }, { "cell_type": "markdown", - "id": "4d46b68f", + "id": "bfc1568b", "metadata": { "editable": true }, @@ -4226,7 +4224,7 @@ }, { "cell_type": "markdown", - "id": "4faeea96", + "id": "de87ec18", "metadata": { "editable": true }, @@ -4237,7 +4235,7 @@ }, { "cell_type": "markdown", - "id": "f02b969d", + "id": "178f533b", "metadata": { "editable": true }, @@ -4249,7 +4247,7 @@ }, { "cell_type": "markdown", - "id": "68c638be", + "id": "aefadf37", "metadata": { "editable": true }, @@ -4259,7 +4257,7 @@ }, { "cell_type": "markdown", - "id": "d32a52a3", + "id": "29d50325", "metadata": { "editable": true }, @@ -4271,7 +4269,7 @@ }, { "cell_type": "markdown", - "id": "f6b869bb", + "id": "64d55feb", "metadata": { "editable": true }, @@ -4281,7 +4279,7 @@ }, { "cell_type": "markdown", - "id": "d81ca165", + "id": "2c002cae", "metadata": { "editable": true }, @@ -4293,7 +4291,7 @@ }, { "cell_type": "markdown", - "id": "247e0e8c", + "id": "717773cc", "metadata": { "editable": true }, @@ -4306,7 +4304,7 @@ }, { "cell_type": "markdown", - "id": "56f2af33", + "id": "602498f8", "metadata": { "editable": true }, @@ -4318,7 +4316,7 @@ }, { "cell_type": "markdown", - "id": "3c186395", + "id": "8a9134ef", "metadata": { "editable": true }, @@ -4330,7 +4328,7 @@ }, { "cell_type": "markdown", - "id": "29c17fef", + "id": "21275ae0", "metadata": { "editable": true }, @@ -4342,7 +4340,7 @@ }, { "cell_type": "markdown", - "id": "5d67ff49", + "id": "bdc1b0c0", "metadata": { "editable": true }, @@ -4354,7 +4352,7 @@ }, { "cell_type": "markdown", - "id": "ca235c72", + "id": "1eb4a09e", "metadata": { "editable": true }, @@ -4366,7 +4364,7 @@ }, { "cell_type": "markdown", - "id": "33888209", + "id": "e4748314", "metadata": { "editable": true }, @@ -4376,7 +4374,7 @@ }, { "cell_type": "markdown", - "id": "53621b78", + "id": "d351ab80", "metadata": { "editable": true }, @@ -4388,7 +4386,7 @@ }, { "cell_type": "markdown", - "id": "403a487d", + "id": "54011fac", "metadata": { "editable": true }, @@ -4400,7 +4398,7 @@ }, { "cell_type": "markdown", - "id": "53a24f6a", + "id": "cd02f5bf", "metadata": { "editable": true }, @@ -4413,7 +4411,7 @@ }, { "cell_type": "markdown", - "id": "44270a5a", + "id": "ff08c70c", "metadata": { "editable": true }, @@ -4440,7 +4438,7 @@ }, { "cell_type": "markdown", - "id": "ca934c5f", + "id": "75e1f4b7", "metadata": { "editable": true }, @@ -4451,7 +4449,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "76f66368", + "id": "85558d22", "metadata": { "collapsed": false, "editable": true @@ -4547,7 +4545,7 @@ }, { "cell_type": "markdown", - "id": "56d3d1b5", + "id": "9c77051b", "metadata": { "editable": true }, @@ -4562,7 +4560,7 @@ }, { "cell_type": "markdown", - "id": "eab17fcd", + "id": "dcd7fd6c", "metadata": { "editable": true }, @@ -4584,7 +4582,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "cc89bb3e", + "id": "8acb8b60", "metadata": { "collapsed": false, "editable": true @@ -4659,7 +4657,7 @@ }, { "cell_type": "markdown", - "id": "5dae05c8", + "id": "1683d250", "metadata": { "editable": true }, @@ -4671,7 +4669,7 @@ }, { "cell_type": "markdown", - "id": "aa19769a", + "id": "80d8bbf9", "metadata": { "editable": true }, @@ -4740,7 +4738,7 @@ }, { "cell_type": "markdown", - "id": "897a270c", + "id": "b6c703df", "metadata": { "editable": true }, @@ -4754,7 +4752,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "39698a9b", + "id": "3424ebd0", "metadata": { "collapsed": false, "editable": true @@ -4767,7 +4765,7 @@ }, { "cell_type": "markdown", - "id": "b386b2f7", + "id": "a29ae2f0", "metadata": { "editable": true }, @@ -4781,7 +4779,7 @@ }, { "cell_type": "markdown", - "id": "f26bf0cc", + "id": "79b37147", "metadata": { "editable": true }, @@ -4794,7 +4792,7 @@ }, { "cell_type": "markdown", - "id": "0fb74b2d", + "id": "42e32d0b", "metadata": { "editable": true }, @@ -4805,7 +4803,7 @@ }, { "cell_type": "markdown", - "id": "3cd082aa", + "id": "4e2b4915", "metadata": { "editable": true }, @@ -4817,7 +4815,7 @@ }, { "cell_type": "markdown", - "id": "85a2b28a", + "id": "2a1b4858", "metadata": { "editable": true }, @@ -4827,7 +4825,7 @@ }, { "cell_type": "markdown", - "id": "9beed320", + "id": "5553027d", "metadata": { "editable": true }, @@ -4839,7 +4837,7 @@ }, { "cell_type": "markdown", - "id": "89cbb863", + "id": "3a717a9d", "metadata": { "editable": true }, @@ -4850,7 +4848,7 @@ }, { "cell_type": "markdown", - "id": "4b14cdc8", + "id": "7112faa9", "metadata": { "editable": true }, @@ -4869,7 +4867,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "414333e5", + "id": "0b17e9a8", "metadata": { "collapsed": false, "editable": true @@ -4885,7 +4883,7 @@ }, { "cell_type": "markdown", - "id": "ac5bd0f5", + "id": "5edbcf8b", "metadata": { "editable": true }, @@ -4895,7 +4893,7 @@ }, { "cell_type": "markdown", - "id": "048c82d1", + "id": "5a89a327", "metadata": { "editable": true }, @@ -4906,7 +4904,7 @@ }, { "cell_type": "markdown", - "id": "3d809423", + "id": "cad4cff7", "metadata": { "editable": true }, @@ -4917,7 +4915,7 @@ }, { "cell_type": "markdown", - "id": "eb8db239", + "id": "a61d665d", "metadata": { "editable": true }, diff --git a/doc/src/week34/week34.do.txt b/doc/src/week34/week34.do.txt index 1c5b931c5..242af6c3a 100644 --- a/doc/src/week34/week34.do.txt +++ b/doc/src/week34/week34.do.txt @@ -40,7 +40,7 @@ The labs are also available till 6pm Tuesdays and Wednesdays. Videos and learnin * The sessions on Tuesdays and Wednesdays last four hours and will include partly lectures in a flipped mode (promoting active learning) and work on exercices and projects. * Thursdays: regular lectures (12.15pm-2pm) * Weekly reading assignments and videos needed to solve projects and exercises. - * Weekly exercises when not working on projects. You can hand in exercises if you want and get an extra score, see below. + * Weekly exercises. You can hand in exercises if you want and get an extra score, see below. * Detailed lecture notes, exercises, all programs presented, projects etc can be found at the homepage of the course. * Weekly plans and all other information are on the official website. This info will also be conveyed via weekly emails. * No final exam, three projects that are graded and have to be approved. @@ -62,7 +62,7 @@ The labs are also available till 6pm Tuesdays and Wednesdays. Videos and learnin o For the last project each group/participant submits a proposal or works with suggested (by us) proposals for the project. o If possible, we would like to organize the last project as a workshop where each group presents this to all other participants of the course o Based on feedback etc, each group finalizes the report and submits for grading. - * Python is the default programming language, but feel free to use C/C++ and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and "github address":"https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" of the course. + * Python is the default programming language, but feel free to use C/C++, Julia and/or Fortran or other programming languages. All source codes discussed during the lectures can be found at the webpage and "github address":"https://github.com/CompPhysics/MachineLearning/tree/master/doc/Programs" of the course. @@ -106,17 +106,17 @@ Extra Credit (not mandatory), weekly exercise assignments, 10 in total (due Fri !bblock The lecture notes are collected as a jupyter-book at URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html". -In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide. +In addition to the lecture notes, we recommend the books of Bishop, Hastie et al, Murphy and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these texts. The text by Hastie et al is also widely used in the Machine Learning community. Finally, we also recommend the hands-on text by Geron, see next slide for links. !eblock !split ===== Textbooks ===== + !bblock * "Goodfellow, Bengio, and Courville (GBC), Deep Learning":"https://www.deeplearningbook.org/" * Christopher M. Bishop (CB), Pattern Recognition and Machine Learning -* Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer, URL:"https://www.springer.com/gp/book/9780387848570". This is a well-known text and serves as additional literature. -* Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly, https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/. This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course. +* Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer, URL:"https://www.springer.com/gp/book/9780387848570".* Aurelien Geron (AG), Hands‑On Machine Learning with Scikit‑Learn and TensorFlow, O'Reilly, https://www.oreilly.com/library/view/hands-on-machine-learning/9781492032632/. This text is very useful since it contains many code examples and hands-on applications of all algorithms discussed in this course. * "Kevin Murphy (KM), Probabilistic Machine Learning, an Introduction":"https://probml.github.io/pml-book/book1.html" !eblock