diff --git a/doc/pub/week34/html/._week34-bs009.html b/doc/pub/week34/html/._week34-bs009.html index 167fdc811..7e47cd3a8 100644 --- a/doc/pub/week34/html/._week34-bs009.html +++ b/doc/pub/week34/html/._week34-bs009.html @@ -354,18 +354,18 @@ MathJax.Hub.Config({
    -
  1. The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.
    2. +
  2. 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 and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these two 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 below.

    -
  1. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    2. -
  2. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.
    3. +
  3. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    4. +
  4. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.

Additional textbooks:

    -
  1. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.
    2. +
  2. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.
  3. Aurelien Geron, 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.

diff --git a/doc/pub/week34/html/week34-reveal.html b/doc/pub/week34/html/week34-reveal.html index c72ac9972..f54cd19df 100644 --- a/doc/pub/week34/html/week34-reveal.html +++ b/doc/pub/week34/html/week34-reveal.html @@ -354,20 +354,20 @@ MathJax.Hub.Config({

    -

  1. The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.
    2. +

  2. 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 and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these two 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 below.

    -

  1. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    2. -

  2. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.
    3. +

  3. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    4. +

  4. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.

Additional textbooks:

    -

  1. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.
    2. +

  2. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.

  3. Aurelien Geron, 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.
diff --git a/doc/pub/week34/html/week34-solarized.html b/doc/pub/week34/html/week34-solarized.html index 47eeb4f5a..cb2e07f9b 100644 --- a/doc/pub/week34/html/week34-solarized.html +++ b/doc/pub/week34/html/week34-solarized.html @@ -433,18 +433,18 @@ MathJax.Hub.Config({
    -
  1. The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.
    2. +
  2. 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 and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these two 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 below.

    -
  1. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    2. -
  2. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.
    3. +
  3. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    4. +
  4. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.

Additional textbooks:

    -
  1. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.
    2. +
  2. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.
  3. Aurelien Geron, 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.










diff --git a/doc/pub/week34/html/week34.html b/doc/pub/week34/html/week34.html index 4622f0c16..efd14c054 100644 --- a/doc/pub/week34/html/week34.html +++ b/doc/pub/week34/html/week34.html @@ -510,18 +510,18 @@ MathJax.Hub.Config({
    -
  1. The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html.
    2. +
  2. 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 and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these two 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 below.

    -
  1. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    2. -
  2. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.
    3. +
  3. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732.
    4. +
  4. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.

Additional textbooks:

    -
  1. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.
    2. +
  2. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature.
  3. Aurelien Geron, 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.










diff --git a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz index 143b90fa1..b3322fdd9 100644 Binary files a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz and b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz differ diff --git a/doc/pub/week34/ipynb/week34.ipynb b/doc/pub/week34/ipynb/week34.ipynb index 9efef538c..2aef67f90 100644 --- a/doc/pub/week34/ipynb/week34.ipynb +++ b/doc/pub/week34/ipynb/week34.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "c5748e5a", + "id": "5468bb43", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "21fba251", + "id": "d9fb0c8c", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "7a07033f", + "id": "c5e48814", "metadata": { "editable": true }, @@ -47,7 +47,7 @@ }, { "cell_type": "markdown", - "id": "d7a14197", + "id": "90397fce", "metadata": { "editable": true }, @@ -68,7 +68,7 @@ }, { "cell_type": "markdown", - "id": "0c1f235a", + "id": "63145bee", "metadata": { "editable": true }, @@ -84,7 +84,7 @@ }, { "cell_type": "markdown", - "id": "c3495695", + "id": "3e97ee37", "metadata": { "editable": true }, @@ -106,7 +106,7 @@ }, { "cell_type": "markdown", - "id": "cd9d1b61", + "id": "ea1fb7be", "metadata": { "editable": true }, @@ -120,7 +120,7 @@ }, { "cell_type": "markdown", - "id": "d9d5bec7", + "id": "4236ce9a", "metadata": { "editable": true }, @@ -144,7 +144,7 @@ }, { "cell_type": "markdown", - "id": "6c83c673", + "id": "030439a6", "metadata": { "editable": true }, @@ -177,7 +177,7 @@ }, { "cell_type": "markdown", - "id": "be65b28b", + "id": "13ddfe67", "metadata": { "editable": true }, @@ -195,31 +195,31 @@ }, { "cell_type": "markdown", - "id": "78c66b4a", + "id": "4f809619", "metadata": { "editable": true }, "source": [ "## Recommended textbooks\n", "\n", - "1. The lecture notes are collected as a jupyter-book at \n", + "1. The lecture notes are collected as a jupyter-book at .\n", "\n", "In addition to the lecture notes, we recommend the books of Bishop and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these two 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 below.\n", "\n", - "1. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, \n", + "1. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, . \n", "\n", - "2. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.\n", + "2. Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at . Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks.\n", "\n", "Additional textbooks:\n", "\n", - "1. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, This is a well-known text and serves as additional literature.\n", + "1. Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, . This is a well-known text and serves as additional literature.\n", "\n", "2. Aurelien Geron, 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." ] }, { "cell_type": "markdown", - "id": "c8084651", + "id": "6d7c971e", "metadata": { "editable": true }, @@ -239,7 +239,7 @@ }, { "cell_type": "markdown", - "id": "7224ac01", + "id": "1bc2b793", "metadata": { "editable": true }, @@ -283,7 +283,7 @@ }, { "cell_type": "markdown", - "id": "8433b098", + "id": "03304df3", "metadata": { "editable": true }, @@ -318,7 +318,7 @@ }, { "cell_type": "markdown", - "id": "406d5440", + "id": "4b997e7c", "metadata": { "editable": true }, @@ -345,7 +345,7 @@ }, { "cell_type": "markdown", - "id": "aab27240", + "id": "18eb80e8", "metadata": { "editable": true }, @@ -361,7 +361,7 @@ }, { "cell_type": "markdown", - "id": "9d647a44", + "id": "e7295da9", "metadata": { "editable": true }, @@ -395,7 +395,7 @@ }, { "cell_type": "markdown", - "id": "87f893ef", + "id": "c279c921", "metadata": { "editable": true }, @@ -438,7 +438,7 @@ }, { "cell_type": "markdown", - "id": "36ccda38", + "id": "7a17f7ff", "metadata": { "editable": true }, @@ -511,7 +511,7 @@ }, { "cell_type": "markdown", - "id": "21f936ef", + "id": "3c7ab1ca", "metadata": { "editable": true }, @@ -540,7 +540,7 @@ }, { "cell_type": "markdown", - "id": "3aae756d", + "id": "dac6863c", "metadata": { "editable": true }, @@ -558,7 +558,7 @@ }, { "cell_type": "markdown", - "id": "df192edb", + "id": "15bbfafd", "metadata": { "editable": true }, @@ -570,7 +570,7 @@ }, { "cell_type": "markdown", - "id": "de4446e1", + "id": "4865f401", "metadata": { "editable": true }, @@ -605,7 +605,7 @@ }, { "cell_type": "markdown", - "id": "cac59b7c", + "id": "0aa48cd6", "metadata": { "editable": true }, @@ -635,7 +635,7 @@ }, { "cell_type": "markdown", - "id": "82ed9e5b", + "id": "74387226", "metadata": { "editable": true }, @@ -666,7 +666,7 @@ }, { "cell_type": "markdown", - "id": "d8eb351d", + "id": "86709dd8", "metadata": { "editable": true }, @@ -705,7 +705,7 @@ }, { "cell_type": "markdown", - "id": "5b52cbc1", + "id": "90cfdabd", "metadata": { "editable": true }, @@ -738,7 +738,7 @@ }, { "cell_type": "markdown", - "id": "be15a041", + "id": "37c7ce54", "metadata": { "editable": true }, @@ -771,7 +771,7 @@ }, { "cell_type": "markdown", - "id": "6364bec4", + "id": "6388878c", "metadata": { "editable": true }, @@ -795,7 +795,7 @@ }, { "cell_type": "markdown", - "id": "ca8ffd80", + "id": "773dc7b8", "metadata": { "editable": true }, @@ -822,7 +822,7 @@ }, { "cell_type": "markdown", - "id": "5fbfe72d", + "id": "40dbc7da", "metadata": { "editable": true }, @@ -832,7 +832,7 @@ }, { "cell_type": "markdown", - "id": "debd60c6", + "id": "de7aef0e", "metadata": { "editable": true }, @@ -846,7 +846,7 @@ }, { "cell_type": "markdown", - "id": "489fbf9a", + "id": "7e82df51", "metadata": { "editable": true }, @@ -867,7 +867,7 @@ }, { "cell_type": "markdown", - "id": "bb65222c", + "id": "73036e03", "metadata": { "editable": true }, @@ -879,7 +879,7 @@ }, { "cell_type": "markdown", - "id": "fd2906e8", + "id": "370fc277", "metadata": { "editable": true }, @@ -902,7 +902,7 @@ }, { "cell_type": "markdown", - "id": "89d0938b", + "id": "5064b9a9", "metadata": { "editable": true }, @@ -912,7 +912,7 @@ }, { "cell_type": "markdown", - "id": "d1e03694", + "id": "1203cb6b", "metadata": { "editable": true }, @@ -924,7 +924,7 @@ }, { "cell_type": "markdown", - "id": "44af267b", + "id": "6c1cf536", "metadata": { "editable": true }, @@ -945,7 +945,7 @@ }, { "cell_type": "markdown", - "id": "2406b6da", + "id": "af16e103", "metadata": { "editable": true }, @@ -973,7 +973,7 @@ }, { "cell_type": "markdown", - "id": "0ae49a8e", + "id": "d4320c43", "metadata": { "editable": true }, @@ -999,7 +999,7 @@ }, { "cell_type": "markdown", - "id": "7b378686", + "id": "842f601d", "metadata": { "editable": true }, @@ -1011,7 +1011,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "5c7160f5", + "id": "0e70951a", "metadata": { "collapsed": false, "editable": true @@ -1023,7 +1023,7 @@ }, { "cell_type": "markdown", - "id": "5225a0f2", + "id": "e246d979", "metadata": { "editable": true }, @@ -1034,7 +1034,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "1a4575fb", + "id": "c0e70677", "metadata": { "collapsed": false, "editable": true @@ -1048,7 +1048,7 @@ }, { "cell_type": "markdown", - "id": "cf4a22b6", + "id": "465add2b", "metadata": { "editable": true }, @@ -1060,7 +1060,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "52c892ff", + "id": "ae5280e9", "metadata": { "collapsed": false, "editable": true @@ -1074,7 +1074,7 @@ }, { "cell_type": "markdown", - "id": "ca1580f8", + "id": "fe956dae", "metadata": { "editable": true }, @@ -1086,7 +1086,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "535aa59a", + "id": "cc866aaf", "metadata": { "collapsed": false, "editable": true @@ -1100,7 +1100,7 @@ }, { "cell_type": "markdown", - "id": "b61e775f", + "id": "0f2aa343", "metadata": { "editable": true }, @@ -1117,7 +1117,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "9ff79b8a", + "id": "e323efa3", "metadata": { "collapsed": false, "editable": true @@ -1134,7 +1134,7 @@ }, { "cell_type": "markdown", - "id": "4abd2860", + "id": "4c2b237c", "metadata": { "editable": true }, @@ -1146,7 +1146,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "ce9c2923", + "id": "b9c54222", "metadata": { "collapsed": false, "editable": true @@ -1160,7 +1160,7 @@ }, { "cell_type": "markdown", - "id": "93d24884", + "id": "9c6a27ee", "metadata": { "editable": true }, @@ -1171,7 +1171,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "a2df3247", + "id": "18475bef", "metadata": { "collapsed": false, "editable": true @@ -1185,7 +1185,7 @@ }, { "cell_type": "markdown", - "id": "1cc4aeb2", + "id": "0c0c2467", "metadata": { "editable": true }, @@ -1196,7 +1196,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "675d624e", + "id": "1ad024bf", "metadata": { "collapsed": false, "editable": true @@ -1210,7 +1210,7 @@ }, { "cell_type": "markdown", - "id": "bf8794f5", + "id": "32b628af", "metadata": { "editable": true }, @@ -1225,7 +1225,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "916d7d58", + "id": "a3b1b0e7", "metadata": { "collapsed": false, "editable": true @@ -1239,7 +1239,7 @@ }, { "cell_type": "markdown", - "id": "9484b3d3", + "id": "0ac2598e", "metadata": { "editable": true }, @@ -1250,7 +1250,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "749bd04e", + "id": "5cdfd395", "metadata": { "collapsed": false, "editable": true @@ -1265,7 +1265,7 @@ }, { "cell_type": "markdown", - "id": "f72af86e", + "id": "4ceb699d", "metadata": { "editable": true }, @@ -1276,7 +1276,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "c200d1c9", + "id": "a42cf0d1", "metadata": { "collapsed": false, "editable": true @@ -1291,7 +1291,7 @@ }, { "cell_type": "markdown", - "id": "6aef911b", + "id": "0a1e13ef", "metadata": { "editable": true }, @@ -1302,7 +1302,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "dcbd8a05", + "id": "4c45aedb", "metadata": { "collapsed": false, "editable": true @@ -1318,7 +1318,7 @@ }, { "cell_type": "markdown", - "id": "54ae5fb3", + "id": "c0cc7cbc", "metadata": { "editable": true }, @@ -1329,7 +1329,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "3e56e9f4", + "id": "c3082eed", "metadata": { "collapsed": false, "editable": true @@ -1345,7 +1345,7 @@ }, { "cell_type": "markdown", - "id": "ec783321", + "id": "d3512d5b", "metadata": { "editable": true }, @@ -1356,7 +1356,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "cb3aa43a", + "id": "b817ab0e", "metadata": { "collapsed": false, "editable": true @@ -1372,7 +1372,7 @@ }, { "cell_type": "markdown", - "id": "9c499cf6", + "id": "c9b6f478", "metadata": { "editable": true }, @@ -1384,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "d102dc3e", + "id": "e82388e3", "metadata": { "editable": true }, @@ -1399,7 +1399,7 @@ }, { "cell_type": "markdown", - "id": "ce7d8ae9", + "id": "d99968b1", "metadata": { "editable": true }, @@ -1409,7 +1409,7 @@ }, { "cell_type": "markdown", - "id": "975af646", + "id": "7d587cff", "metadata": { "editable": true }, @@ -1421,7 +1421,7 @@ }, { "cell_type": "markdown", - "id": "3a01694d", + "id": "df586f24", "metadata": { "editable": true }, @@ -1432,7 +1432,7 @@ }, { "cell_type": "markdown", - "id": "ea9fceab", + "id": "d81c76e1", "metadata": { "editable": true }, @@ -1447,7 +1447,7 @@ }, { "cell_type": "markdown", - "id": "0d708b37", + "id": "c7ec2116", "metadata": { "editable": true }, @@ -1462,7 +1462,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "de600011", + "id": "116b103a", "metadata": { "collapsed": false, "editable": true @@ -1489,7 +1489,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "f92ef806", + "id": "d0280a43", "metadata": { "collapsed": false, "editable": true @@ -1513,7 +1513,7 @@ }, { "cell_type": "markdown", - "id": "c4c92caa", + "id": "a46ced4c", "metadata": { "editable": true }, @@ -1539,7 +1539,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "cd4d78d6", + "id": "841c60ea", "metadata": { "collapsed": false, "editable": true @@ -1559,7 +1559,7 @@ }, { "cell_type": "markdown", - "id": "0422ace4", + "id": "d2810d6b", "metadata": { "editable": true }, @@ -1573,7 +1573,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "6c520808", + "id": "354f3f54", "metadata": { "collapsed": false, "editable": true @@ -1586,7 +1586,7 @@ }, { "cell_type": "markdown", - "id": "2eabf042", + "id": "8252a964", "metadata": { "editable": true }, @@ -1597,7 +1597,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "8121a145", + "id": "a1e96976", "metadata": { "collapsed": false, "editable": true @@ -1609,7 +1609,7 @@ }, { "cell_type": "markdown", - "id": "1299bb98", + "id": "18c7b23c", "metadata": { "editable": true }, @@ -1620,7 +1620,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "0efcca5f", + "id": "cd7e4a5f", "metadata": { "collapsed": false, "editable": true @@ -1638,7 +1638,7 @@ }, { "cell_type": "markdown", - "id": "f81dc6dc", + "id": "d6b98e53", "metadata": { "editable": true }, @@ -1650,7 +1650,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "11693610", + "id": "53e7f013", "metadata": { "collapsed": false, "editable": true @@ -1674,7 +1674,7 @@ }, { "cell_type": "markdown", - "id": "5fc095cf", + "id": "bc0ae69b", "metadata": { "editable": true }, @@ -1685,7 +1685,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "d6a650c3", + "id": "621aa60f", "metadata": { "collapsed": false, "editable": true @@ -1714,7 +1714,7 @@ }, { "cell_type": "markdown", - "id": "7cb3cda1", + "id": "d21f9f47", "metadata": { "editable": true }, @@ -1725,7 +1725,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "488db3f7", + "id": "8e2d4dc0", "metadata": { "collapsed": false, "editable": true @@ -1740,7 +1740,7 @@ }, { "cell_type": "markdown", - "id": "ec0368ed", + "id": "4f61bf07", "metadata": { "editable": true }, @@ -1757,7 +1757,7 @@ }, { "cell_type": "markdown", - "id": "b04ad070", + "id": "3f44d97c", "metadata": { "editable": true }, @@ -1771,7 +1771,7 @@ }, { "cell_type": "markdown", - "id": "62a38a7c", + "id": "7851240e", "metadata": { "editable": true }, @@ -1802,7 +1802,7 @@ }, { "cell_type": "markdown", - "id": "0f179a80", + "id": "064e8c71", "metadata": { "editable": true }, @@ -1814,7 +1814,7 @@ }, { "cell_type": "markdown", - "id": "20475a4e", + "id": "9fd66101", "metadata": { "editable": true }, @@ -1842,7 +1842,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "fddf6fcf", + "id": "e8326ead", "metadata": { "collapsed": false, "editable": true @@ -1872,7 +1872,7 @@ }, { "cell_type": "markdown", - "id": "b6dc96c4", + "id": "a04775c5", "metadata": { "editable": true }, @@ -1889,7 +1889,7 @@ }, { "cell_type": "markdown", - "id": "8a6e6ab0", + "id": "9c0f40d8", "metadata": { "editable": true }, @@ -1901,7 +1901,7 @@ }, { "cell_type": "markdown", - "id": "cbde1944", + "id": "cb58a739", "metadata": { "editable": true }, @@ -1922,7 +1922,7 @@ }, { "cell_type": "markdown", - "id": "7546c29f", + "id": "10d279ed", "metadata": { "editable": true }, @@ -1935,7 +1935,7 @@ }, { "cell_type": "markdown", - "id": "a3f5e1ce", + "id": "f6ee1b43", "metadata": { "editable": true }, @@ -1966,7 +1966,7 @@ }, { "cell_type": "markdown", - "id": "0c91ff5d", + "id": "31ebf067", "metadata": { "editable": true }, @@ -1978,7 +1978,7 @@ }, { "cell_type": "markdown", - "id": "bae319d1", + "id": "f19f7794", "metadata": { "editable": true }, @@ -1996,7 +1996,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "9e410e25", + "id": "1048826f", "metadata": { "collapsed": false, "editable": true @@ -2023,7 +2023,7 @@ }, { "cell_type": "markdown", - "id": "12289b1b", + "id": "88212471", "metadata": { "editable": true }, @@ -2045,7 +2045,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "269d8008", + "id": "0e0fd7b4", "metadata": { "collapsed": false, "editable": true @@ -2083,7 +2083,7 @@ }, { "cell_type": "markdown", - "id": "77d48101", + "id": "bd6e285d", "metadata": { "editable": true }, @@ -2094,7 +2094,7 @@ }, { "cell_type": "markdown", - "id": "897b8e55", + "id": "208dd0a4", "metadata": { "editable": true }, @@ -2107,7 +2107,7 @@ }, { "cell_type": "markdown", - "id": "b62d5b9d", + "id": "8759cefe", "metadata": { "editable": true }, @@ -2128,7 +2128,7 @@ }, { "cell_type": "markdown", - "id": "2da79f65", + "id": "95b21b88", "metadata": { "editable": true }, @@ -2140,7 +2140,7 @@ }, { "cell_type": "markdown", - "id": "8e48ef62", + "id": "6bda9994", "metadata": { "editable": true }, @@ -2150,7 +2150,7 @@ }, { "cell_type": "markdown", - "id": "9f987c40", + "id": "320b9441", "metadata": { "editable": true }, @@ -2162,7 +2162,7 @@ }, { "cell_type": "markdown", - "id": "6b67809c", + "id": "04d21674", "metadata": { "editable": true }, @@ -2174,7 +2174,7 @@ }, { "cell_type": "markdown", - "id": "c1024b08", + "id": "e9492a81", "metadata": { "editable": true }, @@ -2186,7 +2186,7 @@ }, { "cell_type": "markdown", - "id": "60414570", + "id": "7b201ae0", "metadata": { "editable": true }, @@ -2197,7 +2197,7 @@ }, { "cell_type": "markdown", - "id": "f30b09e4", + "id": "60cfa4e6", "metadata": { "editable": true }, @@ -2209,7 +2209,7 @@ }, { "cell_type": "markdown", - "id": "f6e968ab", + "id": "9d746a91", "metadata": { "editable": true }, @@ -2231,7 +2231,7 @@ }, { "cell_type": "markdown", - "id": "bb8383b7", + "id": "e4027a23", "metadata": { "editable": true }, @@ -2243,7 +2243,7 @@ }, { "cell_type": "markdown", - "id": "8b27c165", + "id": "452be186", "metadata": { "editable": true }, @@ -2259,7 +2259,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "dcbd3a2a", + "id": "5b8529e7", "metadata": { "collapsed": false, "editable": true @@ -2300,7 +2300,7 @@ }, { "cell_type": "markdown", - "id": "cae7b33c", + "id": "4c99d8e9", "metadata": { "editable": true }, @@ -2317,7 +2317,7 @@ }, { "cell_type": "markdown", - "id": "0fc401a2", + "id": "6c590b8a", "metadata": { "editable": true }, @@ -2329,7 +2329,7 @@ }, { "cell_type": "markdown", - "id": "d90d2a93", + "id": "2c8383d1", "metadata": { "editable": true }, @@ -2339,7 +2339,7 @@ }, { "cell_type": "markdown", - "id": "78a0984a", + "id": "b149b53f", "metadata": { "editable": true }, @@ -2351,7 +2351,7 @@ }, { "cell_type": "markdown", - "id": "04babe04", + "id": "f314a717", "metadata": { "editable": true }, @@ -2361,7 +2361,7 @@ }, { "cell_type": "markdown", - "id": "b0c722e1", + "id": "6520a4b7", "metadata": { "editable": true }, @@ -2373,7 +2373,7 @@ }, { "cell_type": "markdown", - "id": "bbde4339", + "id": "c481984f", "metadata": { "editable": true }, @@ -2383,7 +2383,7 @@ }, { "cell_type": "markdown", - "id": "46bb3242", + "id": "d0da1361", "metadata": { "editable": true }, @@ -2395,7 +2395,7 @@ }, { "cell_type": "markdown", - "id": "24bafb93", + "id": "72925192", "metadata": { "editable": true }, @@ -2411,7 +2411,7 @@ }, { "cell_type": "markdown", - "id": "0c1ae05e", + "id": "badedac8", "metadata": { "editable": true }, @@ -2423,7 +2423,7 @@ }, { "cell_type": "markdown", - "id": "16aa3409", + "id": "636fb5ab", "metadata": { "editable": true }, @@ -2434,7 +2434,7 @@ }, { "cell_type": "markdown", - "id": "dde5fdf4", + "id": "56c7b83d", "metadata": { "editable": true }, @@ -2446,7 +2446,7 @@ }, { "cell_type": "markdown", - "id": "5e13c214", + "id": "2052dcc9", "metadata": { "editable": true }, @@ -2460,7 +2460,7 @@ }, { "cell_type": "markdown", - "id": "eb2ca3f3", + "id": "26d45d36", "metadata": { "editable": true }, @@ -2472,7 +2472,7 @@ }, { "cell_type": "markdown", - "id": "1f62d7f3", + "id": "a9b57a9e", "metadata": { "editable": true }, @@ -2497,7 +2497,7 @@ }, { "cell_type": "markdown", - "id": "b1e698c4", + "id": "d736eeba", "metadata": { "editable": true }, @@ -2514,7 +2514,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "579d881b", + "id": "c473ebc4", "metadata": { "collapsed": false, "editable": true @@ -2558,7 +2558,7 @@ }, { "cell_type": "markdown", - "id": "b4a08f34", + "id": "6026a7c3", "metadata": { "editable": true }, @@ -2569,7 +2569,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "2d827532", + "id": "2ba9bca6", "metadata": { "collapsed": false, "editable": true @@ -2591,7 +2591,7 @@ }, { "cell_type": "markdown", - "id": "c85325ac", + "id": "8c1336fb", "metadata": { "editable": true }, @@ -2608,7 +2608,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "8db5eeb8", + "id": "8c702f1d", "metadata": { "collapsed": false, "editable": true @@ -2629,7 +2629,7 @@ }, { "cell_type": "markdown", - "id": "1c84a4e2", + "id": "658bc5b8", "metadata": { "editable": true }, @@ -2643,7 +2643,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "064d2c40", + "id": "7c43e943", "metadata": { "collapsed": false, "editable": true @@ -2672,7 +2672,7 @@ }, { "cell_type": "markdown", - "id": "7a643eec", + "id": "23d8df71", "metadata": { "editable": true }, @@ -2692,7 +2692,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "69b2344e", + "id": "07d95c32", "metadata": { "collapsed": false, "editable": true @@ -2709,7 +2709,7 @@ }, { "cell_type": "markdown", - "id": "061dc9b9", + "id": "cfdff210", "metadata": { "editable": true }, @@ -2721,7 +2721,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "2ddd9057", + "id": "88342f7b", "metadata": { "collapsed": false, "editable": true @@ -2739,7 +2739,7 @@ }, { "cell_type": "markdown", - "id": "b93493b2", + "id": "cfc26d09", "metadata": { "editable": true }, @@ -2750,7 +2750,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "02dc9c58", + "id": "2d4a3244", "metadata": { "collapsed": false, "editable": true @@ -2763,7 +2763,7 @@ }, { "cell_type": "markdown", - "id": "6dbf7405", + "id": "9d68a3ad", "metadata": { "editable": true }, @@ -2775,7 +2775,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "e62026a8", + "id": "4c1bb558", "metadata": { "collapsed": false, "editable": true @@ -2806,7 +2806,7 @@ }, { "cell_type": "markdown", - "id": "9dffefbe", + "id": "dcf87680", "metadata": { "editable": true }, @@ -2819,7 +2819,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "95073bce", + "id": "17106187", "metadata": { "collapsed": false, "editable": true @@ -2860,7 +2860,7 @@ }, { "cell_type": "markdown", - "id": "a628f3d2", + "id": "9bc7084a", "metadata": { "editable": true }, @@ -2874,7 +2874,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "b02d72df", + "id": "bd43ec1f", "metadata": { "collapsed": false, "editable": true @@ -2914,7 +2914,7 @@ }, { "cell_type": "markdown", - "id": "afcb3c32", + "id": "b296963b", "metadata": { "editable": true }, @@ -2934,7 +2934,7 @@ }, { "cell_type": "markdown", - "id": "e0a33909", + "id": "b4b35ea0", "metadata": { "editable": true }, @@ -2966,7 +2966,7 @@ }, { "cell_type": "markdown", - "id": "b7685437", + "id": "aa0f479b", "metadata": { "editable": true }, @@ -2988,7 +2988,7 @@ }, { "cell_type": "markdown", - "id": "cfb2077e", + "id": "1f6ac04a", "metadata": { "editable": true }, @@ -3016,7 +3016,7 @@ }, { "cell_type": "markdown", - "id": "2f6717d5", + "id": "f2524221", "metadata": { "editable": true }, @@ -3031,7 +3031,7 @@ }, { "cell_type": "markdown", - "id": "5a1b7197", + "id": "32a4bfa6", "metadata": { "editable": true }, @@ -3043,7 +3043,7 @@ }, { "cell_type": "markdown", - "id": "dceb61e7", + "id": "8b7916bb", "metadata": { "editable": true }, @@ -3058,7 +3058,7 @@ }, { "cell_type": "markdown", - "id": "8f2d6755", + "id": "ed213cca", "metadata": { "editable": true }, @@ -3071,7 +3071,7 @@ }, { "cell_type": "markdown", - "id": "0c4f7a36", + "id": "8cd3c4fd", "metadata": { "editable": true }, @@ -3083,7 +3083,7 @@ }, { "cell_type": "markdown", - "id": "06c8b8d6", + "id": "893ba360", "metadata": { "editable": true }, @@ -3093,7 +3093,7 @@ }, { "cell_type": "markdown", - "id": "5d0f2d81", + "id": "0fc852a9", "metadata": { "editable": true }, @@ -3104,7 +3104,7 @@ }, { "cell_type": "markdown", - "id": "58288251", + "id": "7a021b00", "metadata": { "editable": true }, @@ -3122,7 +3122,7 @@ }, { "cell_type": "markdown", - "id": "000f5599", + "id": "5160a744", "metadata": { "editable": true }, @@ -3133,7 +3133,7 @@ }, { "cell_type": "markdown", - "id": "6d4f643d", + "id": "6e987521", "metadata": { "editable": true }, @@ -3145,7 +3145,7 @@ }, { "cell_type": "markdown", - "id": "05c1618c", + "id": "c3b0c5ea", "metadata": { "editable": true }, @@ -3155,7 +3155,7 @@ }, { "cell_type": "markdown", - "id": "74c5a95c", + "id": "f6210978", "metadata": { "editable": true }, @@ -3167,7 +3167,7 @@ }, { "cell_type": "markdown", - "id": "ca56c60d", + "id": "b1b22920", "metadata": { "editable": true }, @@ -3177,7 +3177,7 @@ }, { "cell_type": "markdown", - "id": "3d278b96", + "id": "b4f66e9e", "metadata": { "editable": true }, @@ -3189,7 +3189,7 @@ }, { "cell_type": "markdown", - "id": "358478fe", + "id": "0b7d00aa", "metadata": { "editable": true }, @@ -3199,7 +3199,7 @@ }, { "cell_type": "markdown", - "id": "1bf40706", + "id": "1cafa413", "metadata": { "editable": true }, @@ -3218,7 +3218,7 @@ }, { "cell_type": "markdown", - "id": "89d8ae42", + "id": "c98e84da", "metadata": { "editable": true }, @@ -3228,7 +3228,7 @@ }, { "cell_type": "markdown", - "id": "eb376071", + "id": "5f50ba4f", "metadata": { "editable": true }, @@ -3240,7 +3240,7 @@ }, { "cell_type": "markdown", - "id": "fc4fdbc0", + "id": "d48df7e6", "metadata": { "editable": true }, @@ -3250,7 +3250,7 @@ }, { "cell_type": "markdown", - "id": "7e9bb586", + "id": "3a3673db", "metadata": { "editable": true }, @@ -3266,7 +3266,7 @@ }, { "cell_type": "markdown", - "id": "e82bbf5f", + "id": "7cc8395a", "metadata": { "editable": true }, @@ -3286,7 +3286,7 @@ }, { "cell_type": "markdown", - "id": "e38b0702", + "id": "0a41524e", "metadata": { "editable": true }, @@ -3296,7 +3296,7 @@ }, { "cell_type": "markdown", - "id": "7ed76be6", + "id": "5f879b24", "metadata": { "editable": true }, @@ -3307,7 +3307,7 @@ }, { "cell_type": "markdown", - "id": "aac3b111", + "id": "642ea478", "metadata": { "editable": true }, @@ -3326,7 +3326,7 @@ }, { "cell_type": "markdown", - "id": "cfb05ace", + "id": "77c4c8ed", "metadata": { "editable": true }, @@ -3336,7 +3336,7 @@ }, { "cell_type": "markdown", - "id": "1d66c7ee", + "id": "d51cbf7c", "metadata": { "editable": true }, @@ -3348,7 +3348,7 @@ }, { "cell_type": "markdown", - "id": "b4eda86c", + "id": "51a75afe", "metadata": { "editable": true }, @@ -3358,7 +3358,7 @@ }, { "cell_type": "markdown", - "id": "25a8c42a", + "id": "d9a89188", "metadata": { "editable": true }, @@ -3369,7 +3369,7 @@ }, { "cell_type": "markdown", - "id": "e2648ddf", + "id": "1797a862", "metadata": { "editable": true }, @@ -3389,7 +3389,7 @@ }, { "cell_type": "markdown", - "id": "c4364693", + "id": "a032519c", "metadata": { "editable": true }, @@ -3401,7 +3401,7 @@ }, { "cell_type": "markdown", - "id": "abb010cb", + "id": "837650d4", "metadata": { "editable": true }, @@ -3416,7 +3416,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "27d57d19", + "id": "45a5c352", "metadata": { "collapsed": false, "editable": true @@ -3496,7 +3496,7 @@ }, { "cell_type": "markdown", - "id": "b2da3b13", + "id": "992ef8a0", "metadata": { "editable": true }, @@ -3506,7 +3506,7 @@ }, { "cell_type": "markdown", - "id": "d15ae7ff", + "id": "e374d025", "metadata": { "editable": true }, @@ -3518,7 +3518,7 @@ }, { "cell_type": "markdown", - "id": "a2a385e4", + "id": "bfb99ac8", "metadata": { "editable": true }, @@ -3528,7 +3528,7 @@ }, { "cell_type": "markdown", - "id": "6114e384", + "id": "7b8186bd", "metadata": { "editable": true }, @@ -3539,7 +3539,7 @@ }, { "cell_type": "markdown", - "id": "2085ed25", + "id": "c28366cd", "metadata": { "editable": true }, @@ -3551,7 +3551,7 @@ }, { "cell_type": "markdown", - "id": "504f621f", + "id": "554816ba", "metadata": { "editable": true }, @@ -3561,7 +3561,7 @@ }, { "cell_type": "markdown", - "id": "a30bdeb0", + "id": "b3804780", "metadata": { "editable": true }, @@ -3573,7 +3573,7 @@ }, { "cell_type": "markdown", - "id": "17443763", + "id": "c7653930", "metadata": { "editable": true }, @@ -3583,7 +3583,7 @@ }, { "cell_type": "markdown", - "id": "0a453910", + "id": "ec5134d2", "metadata": { "editable": true }, @@ -3595,7 +3595,7 @@ }, { "cell_type": "markdown", - "id": "c3b78af1", + "id": "c1eb106f", "metadata": { "editable": true }, @@ -3608,7 +3608,7 @@ }, { "cell_type": "markdown", - "id": "7a758bc2", + "id": "d8707697", "metadata": { "editable": true }, @@ -3620,7 +3620,7 @@ }, { "cell_type": "markdown", - "id": "44d1a5f4", + "id": "f11a1c07", "metadata": { "editable": true }, @@ -3630,7 +3630,7 @@ }, { "cell_type": "markdown", - "id": "d1e93530", + "id": "745c35e4", "metadata": { "editable": true }, @@ -3642,7 +3642,7 @@ }, { "cell_type": "markdown", - "id": "a5cbfacb", + "id": "248ccd95", "metadata": { "editable": true }, @@ -3654,7 +3654,7 @@ }, { "cell_type": "markdown", - "id": "c61445f2", + "id": "a73b4174", "metadata": { "editable": true }, @@ -3665,7 +3665,7 @@ }, { "cell_type": "markdown", - "id": "a13798f5", + "id": "3e537178", "metadata": { "editable": true }, @@ -3677,7 +3677,7 @@ }, { "cell_type": "markdown", - "id": "6d9ae8f5", + "id": "0ff09f13", "metadata": { "editable": true }, @@ -3696,7 +3696,7 @@ }, { "cell_type": "markdown", - "id": "a1daf025", + "id": "bba612d9", "metadata": { "editable": true }, @@ -3709,7 +3709,7 @@ }, { "cell_type": "markdown", - "id": "27ca9cd6", + "id": "3e12f14c", "metadata": { "editable": true }, @@ -3719,7 +3719,7 @@ }, { "cell_type": "markdown", - "id": "7bb37631", + "id": "1644cb00", "metadata": { "editable": true }, @@ -3731,7 +3731,7 @@ }, { "cell_type": "markdown", - "id": "85926174", + "id": "ace88693", "metadata": { "editable": true }, @@ -3741,7 +3741,7 @@ }, { "cell_type": "markdown", - "id": "522e9307", + "id": "6d114c56", "metadata": { "editable": true }, @@ -3753,7 +3753,7 @@ }, { "cell_type": "markdown", - "id": "8d6d9e04", + "id": "98716d80", "metadata": { "editable": true }, @@ -3763,7 +3763,7 @@ }, { "cell_type": "markdown", - "id": "2c681614", + "id": "95c969fa", "metadata": { "editable": true }, @@ -3775,7 +3775,7 @@ }, { "cell_type": "markdown", - "id": "8b72a7fe", + "id": "27fd8e5e", "metadata": { "editable": true }, @@ -3786,7 +3786,7 @@ }, { "cell_type": "markdown", - "id": "edab10e6", + "id": "4dfdfb9d", "metadata": { "editable": true }, @@ -3798,7 +3798,7 @@ }, { "cell_type": "markdown", - "id": "b98106be", + "id": "a63dd6be", "metadata": { "editable": true }, @@ -3808,7 +3808,7 @@ }, { "cell_type": "markdown", - "id": "c0601a50", + "id": "236b2947", "metadata": { "editable": true }, @@ -3820,7 +3820,7 @@ }, { "cell_type": "markdown", - "id": "248f7e55", + "id": "c560a337", "metadata": { "editable": true }, @@ -3830,7 +3830,7 @@ }, { "cell_type": "markdown", - "id": "c12b0ac5", + "id": "ecaaeda9", "metadata": { "editable": true }, @@ -3842,7 +3842,7 @@ }, { "cell_type": "markdown", - "id": "a0843de2", + "id": "b3b5854d", "metadata": { "editable": true }, @@ -3863,7 +3863,7 @@ }, { "cell_type": "markdown", - "id": "3d96e480", + "id": "cd38ef4a", "metadata": { "editable": true }, @@ -3876,7 +3876,7 @@ }, { "cell_type": "markdown", - "id": "e1b995f1", + "id": "cfc01533", "metadata": { "editable": true }, @@ -3888,7 +3888,7 @@ }, { "cell_type": "markdown", - "id": "59cdd183", + "id": "302a80f3", "metadata": { "editable": true }, @@ -3900,7 +3900,7 @@ }, { "cell_type": "markdown", - "id": "22488196", + "id": "8e000530", "metadata": { "editable": true }, @@ -3912,7 +3912,7 @@ }, { "cell_type": "markdown", - "id": "12c504bd", + "id": "7577abf3", "metadata": { "editable": true }, @@ -3924,7 +3924,7 @@ }, { "cell_type": "markdown", - "id": "92e29cf4", + "id": "143cb68a", "metadata": { "editable": true }, @@ -3935,7 +3935,7 @@ }, { "cell_type": "markdown", - "id": "bb191a17", + "id": "ac277491", "metadata": { "editable": true }, @@ -3947,7 +3947,7 @@ }, { "cell_type": "markdown", - "id": "114c613b", + "id": "619ac2fc", "metadata": { "editable": true }, @@ -3957,7 +3957,7 @@ }, { "cell_type": "markdown", - "id": "483006ea", + "id": "0b784c3d", "metadata": { "editable": true }, @@ -3969,7 +3969,7 @@ }, { "cell_type": "markdown", - "id": "e9c03d1f", + "id": "ba648d68", "metadata": { "editable": true }, @@ -3979,7 +3979,7 @@ }, { "cell_type": "markdown", - "id": "062454d5", + "id": "58ba3162", "metadata": { "editable": true }, @@ -3991,7 +3991,7 @@ }, { "cell_type": "markdown", - "id": "4aa38383", + "id": "6af9916b", "metadata": { "editable": true }, @@ -4003,7 +4003,7 @@ }, { "cell_type": "markdown", - "id": "6b896ac0", + "id": "05646906", "metadata": { "editable": true }, @@ -4017,7 +4017,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "49d24797", + "id": "c1f855f0", "metadata": { "collapsed": false, "editable": true @@ -4032,7 +4032,7 @@ }, { "cell_type": "markdown", - "id": "370a35d3", + "id": "9ac63812", "metadata": { "editable": true }, @@ -4043,7 +4043,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "5cc4573e", + "id": "977dd336", "metadata": { "collapsed": false, "editable": true @@ -4056,7 +4056,7 @@ }, { "cell_type": "markdown", - "id": "30e152eb", + "id": "77fa84c2", "metadata": { "editable": true }, @@ -4067,7 +4067,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "6aa84742", + "id": "4df99785", "metadata": { "collapsed": false, "editable": true @@ -4090,7 +4090,7 @@ }, { "cell_type": "markdown", - "id": "16b49868", + "id": "b603e20c", "metadata": { "editable": true }, @@ -4104,7 +4104,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "7bffa728", + "id": "1befeb6c", "metadata": { "collapsed": false, "editable": true @@ -4117,7 +4117,7 @@ }, { "cell_type": "markdown", - "id": "711ad8b6", + "id": "aa8bbbe3", "metadata": { "editable": true }, @@ -4128,7 +4128,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "e830f693", + "id": "dd546c1d", "metadata": { "collapsed": false, "editable": true @@ -4140,7 +4140,7 @@ }, { "cell_type": "markdown", - "id": "a7598929", + "id": "540a06b2", "metadata": { "editable": true }, @@ -4151,7 +4151,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "291e46a6", + "id": "ba73b962", "metadata": { "collapsed": false, "editable": true @@ -4167,7 +4167,7 @@ }, { "cell_type": "markdown", - "id": "6f3b1120", + "id": "3772bb87", "metadata": { "editable": true }, @@ -4178,7 +4178,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "597df9e9", + "id": "b1a13849", "metadata": { "collapsed": false, "editable": true @@ -4192,7 +4192,7 @@ }, { "cell_type": "markdown", - "id": "3e90bd75", + "id": "01385454", "metadata": { "editable": true }, @@ -4214,7 +4214,7 @@ }, { "cell_type": "markdown", - "id": "d0d03878", + "id": "ecfe7454", "metadata": { "editable": true }, @@ -4226,7 +4226,7 @@ }, { "cell_type": "markdown", - "id": "e5660400", + "id": "704383aa", "metadata": { "editable": true }, @@ -4236,7 +4236,7 @@ }, { "cell_type": "markdown", - "id": "bd2ed910", + "id": "26082c92", "metadata": { "editable": true }, @@ -4248,7 +4248,7 @@ }, { "cell_type": "markdown", - "id": "be7821cb", + "id": "180514ea", "metadata": { "editable": true }, @@ -4260,7 +4260,7 @@ }, { "cell_type": "markdown", - "id": "c7002700", + "id": "0857cbc1", "metadata": { "editable": true }, @@ -4270,7 +4270,7 @@ }, { "cell_type": "markdown", - "id": "dc4ff986", + "id": "7210b8e8", "metadata": { "editable": true }, @@ -4282,7 +4282,7 @@ }, { "cell_type": "markdown", - "id": "e23324ce", + "id": "af6660e4", "metadata": { "editable": true }, @@ -4292,7 +4292,7 @@ }, { "cell_type": "markdown", - "id": "04488e1f", + "id": "ad9df51c", "metadata": { "editable": true }, @@ -4304,7 +4304,7 @@ }, { "cell_type": "markdown", - "id": "e69d8465", + "id": "0c652054", "metadata": { "editable": true }, @@ -4314,7 +4314,7 @@ }, { "cell_type": "markdown", - "id": "07a8431a", + "id": "1f3fc1b8", "metadata": { "editable": true }, @@ -4326,7 +4326,7 @@ }, { "cell_type": "markdown", - "id": "01166b54", + "id": "6ef83f19", "metadata": { "editable": true }, @@ -4338,7 +4338,7 @@ }, { "cell_type": "markdown", - "id": "e2e03cb8", + "id": "eae2ca49", "metadata": { "editable": true }, @@ -4348,7 +4348,7 @@ }, { "cell_type": "markdown", - "id": "dd6a1f8b", + "id": "966c3e2d", "metadata": { "editable": true }, @@ -4360,7 +4360,7 @@ }, { "cell_type": "markdown", - "id": "02c34c4f", + "id": "e7920b3f", "metadata": { "editable": true }, @@ -4370,7 +4370,7 @@ }, { "cell_type": "markdown", - "id": "63b6749e", + "id": "8feec778", "metadata": { "editable": true }, @@ -4382,7 +4382,7 @@ }, { "cell_type": "markdown", - "id": "ba367592", + "id": "6774e351", "metadata": { "editable": true }, @@ -4394,7 +4394,7 @@ }, { "cell_type": "markdown", - "id": "eec15c5d", + "id": "42ff2357", "metadata": { "editable": true }, @@ -4406,7 +4406,7 @@ }, { "cell_type": "markdown", - "id": "545167d7", + "id": "edffdf78", "metadata": { "editable": true }, @@ -4416,7 +4416,7 @@ }, { "cell_type": "markdown", - "id": "eb97ea30", + "id": "0cd3e73e", "metadata": { "editable": true }, @@ -4428,7 +4428,7 @@ }, { "cell_type": "markdown", - "id": "c00e49c2", + "id": "87d1f681", "metadata": { "editable": true }, @@ -4438,7 +4438,7 @@ }, { "cell_type": "markdown", - "id": "b42100fb", + "id": "9a7b1628", "metadata": { "editable": true }, @@ -4450,7 +4450,7 @@ }, { "cell_type": "markdown", - "id": "bda0ebaa", + "id": "26ae1028", "metadata": { "editable": true }, @@ -4460,7 +4460,7 @@ }, { "cell_type": "markdown", - "id": "2ea64d8e", + "id": "9e3d94d6", "metadata": { "editable": true }, @@ -4472,7 +4472,7 @@ }, { "cell_type": "markdown", - "id": "69080444", + "id": "006620f2", "metadata": { "editable": true }, @@ -4483,7 +4483,7 @@ }, { "cell_type": "markdown", - "id": "917f986b", + "id": "d973b647", "metadata": { "editable": true }, @@ -4495,7 +4495,7 @@ }, { "cell_type": "markdown", - "id": "f24dcba6", + "id": "65e5ccb4", "metadata": { "editable": true }, @@ -4505,7 +4505,7 @@ }, { "cell_type": "markdown", - "id": "ffeb2c16", + "id": "642611d4", "metadata": { "editable": true }, @@ -4517,7 +4517,7 @@ }, { "cell_type": "markdown", - "id": "0d12ae57", + "id": "8d06127c", "metadata": { "editable": true }, @@ -4527,7 +4527,7 @@ }, { "cell_type": "markdown", - "id": "1900a9ba", + "id": "ed9a21d6", "metadata": { "editable": true }, @@ -4539,7 +4539,7 @@ }, { "cell_type": "markdown", - "id": "e5076789", + "id": "74a790d9", "metadata": { "editable": true }, @@ -4552,7 +4552,7 @@ }, { "cell_type": "markdown", - "id": "b56202b4", + "id": "a3eaeff6", "metadata": { "editable": true }, @@ -4564,7 +4564,7 @@ }, { "cell_type": "markdown", - "id": "2951d928", + "id": "ad19e967", "metadata": { "editable": true }, @@ -4576,7 +4576,7 @@ }, { "cell_type": "markdown", - "id": "441b1e25", + "id": "e7a13796", "metadata": { "editable": true }, @@ -4588,7 +4588,7 @@ }, { "cell_type": "markdown", - "id": "806138e1", + "id": "1b4e34cd", "metadata": { "editable": true }, @@ -4600,7 +4600,7 @@ }, { "cell_type": "markdown", - "id": "aaef74c0", + "id": "b56f1e0e", "metadata": { "editable": true }, @@ -4612,7 +4612,7 @@ }, { "cell_type": "markdown", - "id": "acebb89d", + "id": "d682e82d", "metadata": { "editable": true }, @@ -4622,7 +4622,7 @@ }, { "cell_type": "markdown", - "id": "249d47b7", + "id": "d77597a2", "metadata": { "editable": true }, @@ -4634,7 +4634,7 @@ }, { "cell_type": "markdown", - "id": "50b3822d", + "id": "6b982ff0", "metadata": { "editable": true }, @@ -4646,7 +4646,7 @@ }, { "cell_type": "markdown", - "id": "14d9d3f0", + "id": "566ca757", "metadata": { "editable": true }, @@ -4659,7 +4659,7 @@ }, { "cell_type": "markdown", - "id": "ebc23d75", + "id": "1a05940f", "metadata": { "editable": true }, @@ -4686,7 +4686,7 @@ }, { "cell_type": "markdown", - "id": "f1e43270", + "id": "e31f589b", "metadata": { "editable": true }, @@ -4697,7 +4697,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "939ec0ab", + "id": "258005aa", "metadata": { "collapsed": false, "editable": true @@ -4793,7 +4793,7 @@ }, { "cell_type": "markdown", - "id": "d53665c7", + "id": "25b7d5d4", "metadata": { "editable": true }, @@ -4808,7 +4808,7 @@ }, { "cell_type": "markdown", - "id": "38cfeb1a", + "id": "5a647f7e", "metadata": { "editable": true }, @@ -4830,7 +4830,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "0cc79bfc", + "id": "a0f1807d", "metadata": { "collapsed": false, "editable": true @@ -4905,7 +4905,7 @@ }, { "cell_type": "markdown", - "id": "abeffca6", + "id": "8df301f5", "metadata": { "editable": true }, @@ -4916,7 +4916,7 @@ }, { "cell_type": "markdown", - "id": "23f85c82", + "id": "a8cb95ea", "metadata": { "editable": true }, @@ -4985,7 +4985,7 @@ }, { "cell_type": "markdown", - "id": "3133edee", + "id": "af204622", "metadata": { "editable": true }, @@ -4999,7 +4999,7 @@ { "cell_type": "code", "execution_count": 48, - "id": "136cc4b6", + "id": "96431278", "metadata": { "collapsed": false, "editable": true @@ -5012,7 +5012,7 @@ }, { "cell_type": "markdown", - "id": "2ae5c7a9", + "id": "c61908e0", "metadata": { "editable": true }, @@ -5026,7 +5026,7 @@ }, { "cell_type": "markdown", - "id": "e3f135c9", + "id": "06480f4e", "metadata": { "editable": true }, @@ -5039,7 +5039,7 @@ }, { "cell_type": "markdown", - "id": "6b2d959d", + "id": "9f93ff09", "metadata": { "editable": true }, @@ -5050,7 +5050,7 @@ }, { "cell_type": "markdown", - "id": "c4935c8f", + "id": "65b38c7c", "metadata": { "editable": true }, @@ -5062,7 +5062,7 @@ }, { "cell_type": "markdown", - "id": "77f77135", + "id": "c77d838b", "metadata": { "editable": true }, @@ -5072,7 +5072,7 @@ }, { "cell_type": "markdown", - "id": "d8554611", + "id": "0856433a", "metadata": { "editable": true }, @@ -5084,7 +5084,7 @@ }, { "cell_type": "markdown", - "id": "70414036", + "id": "818be5b3", "metadata": { "editable": true }, @@ -5100,7 +5100,7 @@ { "cell_type": "code", "execution_count": 49, - "id": "c2b91031", + "id": "ad745ac5", "metadata": { "collapsed": false, "editable": true @@ -5151,7 +5151,7 @@ }, { "cell_type": "markdown", - "id": "2373f2e8", + "id": "ce1e5659", "metadata": { "editable": true }, @@ -5161,7 +5161,7 @@ }, { "cell_type": "markdown", - "id": "96365277", + "id": "3fc6c43c", "metadata": { "editable": true }, @@ -5207,7 +5207,7 @@ { "cell_type": "code", "execution_count": 50, - "id": "7120e5a1", + "id": "986016dd", "metadata": { "collapsed": false, "editable": true @@ -5220,7 +5220,7 @@ }, { "cell_type": "markdown", - "id": "4a04ab5f", + "id": "edc8f4f9", "metadata": { "editable": true }, @@ -5231,7 +5231,7 @@ { "cell_type": "code", "execution_count": 51, - "id": "b51d079a", + "id": "bd287f71", "metadata": { "collapsed": false, "editable": true @@ -5246,7 +5246,7 @@ }, { "cell_type": "markdown", - "id": "f627aee3", + "id": "7dc6237b", "metadata": { "editable": true }, @@ -5264,7 +5264,7 @@ { "cell_type": "code", "execution_count": 52, - "id": "517556fa", + "id": "576fe30f", "metadata": { "collapsed": false, "editable": true @@ -5281,7 +5281,7 @@ }, { "cell_type": "markdown", - "id": "f7003639", + "id": "032238d7", "metadata": { "editable": true }, @@ -5291,7 +5291,7 @@ }, { "cell_type": "markdown", - "id": "949bacb4", + "id": "ecd83027", "metadata": { "editable": true }, @@ -5302,7 +5302,7 @@ }, { "cell_type": "markdown", - "id": "eb9bd114", + "id": "b6e1cad8", "metadata": { "editable": true }, @@ -5313,7 +5313,7 @@ }, { "cell_type": "markdown", - "id": "535c8388", + "id": "04b9f0be", "metadata": { "editable": true }, diff --git a/doc/src/week34/week34.do.txt b/doc/src/week34/week34.do.txt index 10237c8fa..da6d17748 100644 --- a/doc/src/week34/week34.do.txt +++ b/doc/src/week34/week34.do.txt @@ -121,17 +121,17 @@ Projects are handed in using _Canvas_. We use Github as repository for codes, be ===== Recommended textbooks ===== -o The lecture notes are collected as a jupyter-book at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/intro.html. +o 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 and Goodfellow et al. We will follow these texts closely and the weekly reading assignments refer to these two 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 below. -o Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, https://www.springer.com/gp/book/9780387310732. +o Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer, URL:"https://www.springer.com/gp/book/9780387310732". -o Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at https://www.deeplearningbook.org/. Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks. +o Ian Goodfellow, Yoshua Bengio, and Aaron Courville. The different chapters are available for free at URL:"https://www.deeplearningbook.org/". Chapters 2-14 are highly recommended. The lectures follow to a larg extent this text. The weekly plans will include reading suggestions from these two textbooks. Additional textbooks: -o Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, The Elements of Statistical Learning, Springer, https://www.springer.com/gp/book/9780387848570. This is a well-known text and serves as additional literature. +o Trevor Hastie, Robert Tibshirani, Jerome H. Friedman, 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. o Aurelien Geron, 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.