diff --git a/doc/pub/week34/html/._week34-bs001.html b/doc/pub/week34/html/._week34-bs001.html index 0f2dc1e2a..e66133b64 100644 --- a/doc/pub/week34/html/._week34-bs001.html +++ b/doc/pub/week34/html/._week34-bs001.html @@ -369,7 +369,7 @@ MathJax.Hub.Config({
  • Tuesdays 815am-12pm and 1215pm-4pm
  • Wednesdays 815am-12pm and 1215pm-4pm.
    • -
  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics. These lectures will also be recorded.
    • +
  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics as well as solving specific problems. These lectures will also be recorded.
    • diff --git a/doc/pub/week34/html/._week34-bs007.html b/doc/pub/week34/html/._week34-bs007.html index 5199337d9..06b91a107 100644 --- a/doc/pub/week34/html/._week34-bs007.html +++ b/doc/pub/week34/html/._week34-bs007.html @@ -362,9 +362,9 @@ MathJax.Hub.Config({

    Deadlines for projects (tentative)

      -
    1. Project 1: October 15 (available September 4) graded with feedback)
      2. -
    2. Project 2: November 13 (available October 8, graded with feedback)
      3. -
    3. Project 3: December 11 (available November 12, graded with feedback)
      4. +
    4. Project 1: October 7 (available September 2) graded with feedback)
      5. +
    5. Project 2: November 4 (available October 8, graded with feedback)
      6. +
    6. Project 3: December 9 (available November 5, graded with feedback)
    diff --git a/doc/pub/week34/html/._week34-bs009.html b/doc/pub/week34/html/._week34-bs009.html index 282a7caee..540cdb899 100644 --- a/doc/pub/week34/html/._week34-bs009.html +++ b/doc/pub/week34/html/._week34-bs009.html @@ -366,7 +366,7 @@ 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 for links.

    +

    In addition to the lecture notes, we recommend the books of Rasckha et al 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.

    diff --git a/doc/pub/week34/html/._week34-bs010.html b/doc/pub/week34/html/._week34-bs010.html index 59b831c03..462cd8347 100644 --- a/doc/pub/week34/html/._week34-bs010.html +++ b/doc/pub/week34/html/._week34-bs010.html @@ -365,11 +365,23 @@ MathJax.Hub.Config({
    +
    + + + +
    +
    + +
    diff --git a/doc/pub/week34/html/._week34-bs011.html b/doc/pub/week34/html/._week34-bs011.html index 5a3ae2140..142fd9da8 100644 --- a/doc/pub/week34/html/._week34-bs011.html +++ b/doc/pub/week34/html/._week34-bs011.html @@ -364,7 +364,7 @@ MathJax.Hub.Config({
    -

    This week: Refresh linear algebra, GBC chapters 1 and 2. HTF chapters 2 and 3. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes).

    +

    This week: Refresh linear algebra, GBC chapter 2. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes).

    diff --git a/doc/pub/week34/html/week34-reveal.html b/doc/pub/week34/html/week34-reveal.html index 5a661f73f..0e46dfe6f 100644 --- a/doc/pub/week34/html/week34-reveal.html +++ b/doc/pub/week34/html/week34-reveal.html @@ -208,7 +208,7 @@ MathJax.Hub.Config({

  • Wednesdays 815am-12pm and 1215pm-4pm.

    • -

  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics. These lectures will also be recorded.
    • +

  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics as well as solving specific problems. These lectures will also be recorded.
    • -
  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics. These lectures will also be recorded.
    • +
  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics as well as solving specific problems. These lectures will also be recorded.
    • @@ -400,9 +400,9 @@ MathJax.Hub.Config({

    Deadlines for projects (tentative)

      -
    1. Project 1: October 15 (available September 4) graded with feedback)
      2. -
    2. Project 2: November 13 (available October 8, graded with feedback)
      3. -
    3. Project 3: December 11 (available November 12, graded with feedback)
      4. +
    4. Project 1: October 7 (available September 2) graded with feedback)
      5. +
    5. Project 2: November 4 (available October 8, graded with feedback)
      6. +
    6. Project 3: December 9 (available November 5, graded with feedback)
    @@ -436,7 +436,7 @@ 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 for links.

    +

    In addition to the lecture notes, we recommend the books of Rasckha et al 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.

    @@ -444,14 +444,25 @@ MathJax.Hub.Config({

    Textbooks

    - +Main texts +

    +

    +
    + + +
    +Other texts

    @@ -462,7 +473,7 @@ MathJax.Hub.Config({

    -

    This week: Refresh linear algebra, GBC chapters 1 and 2. HTF chapters 2 and 3. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes).

    +

    This week: Refresh linear algebra, GBC chapter 2. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes).

    diff --git a/doc/pub/week34/html/week34.html b/doc/pub/week34/html/week34.html index 3a0141f80..65d6b929d 100644 --- a/doc/pub/week34/html/week34.html +++ b/doc/pub/week34/html/week34.html @@ -397,7 +397,7 @@ MathJax.Hub.Config({
  • Tuesdays 815am-12pm and 1215pm-4pm
  • Wednesdays 815am-12pm and 1215pm-4pm.
    • -
  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics. These lectures will also be recorded.
    • +
  • On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics as well as solving specific problems. These lectures will also be recorded.
    • @@ -477,9 +477,9 @@ MathJax.Hub.Config({

    Deadlines for projects (tentative)

      -
    1. Project 1: October 15 (available September 4) graded with feedback)
      2. -
    2. Project 2: November 13 (available October 8, graded with feedback)
      3. -
    3. Project 3: December 11 (available November 12, graded with feedback)
      4. +
    4. Project 1: October 7 (available September 2) graded with feedback)
      5. +
    5. Project 2: November 4 (available October 8, graded with feedback)
      6. +
    6. Project 3: December 9 (available November 5, graded with feedback)
    @@ -513,7 +513,7 @@ 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 for links.

    +

    In addition to the lecture notes, we recommend the books of Rasckha et al 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.

    @@ -521,14 +521,25 @@ MathJax.Hub.Config({

    Textbooks

    - +Main texts +

    +

    +
    + + +
    +Other texts

    @@ -539,7 +550,7 @@ MathJax.Hub.Config({

    -

    This week: Refresh linear algebra, GBC chapters 1 and 2. HTF chapters 2 and 3. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes).

    +

    This week: Refresh linear algebra, GBC chapter 2. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes).

    diff --git a/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz b/doc/pub/week34/ipynb/ipynb-week34-src.tar.gz index e5465c981..47f63b820 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 f5b04d759..f8dbca04d 100644 --- a/doc/pub/week34/ipynb/week34.ipynb +++ b/doc/pub/week34/ipynb/week34.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "38e15e02", + "id": "4e541e5c", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "2f3ec945", + "id": "6c8096b2", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "784b1772", + "id": "a04a99bd", "metadata": { "editable": true }, @@ -44,7 +44,7 @@ "\n", " * Wednesdays 815am-12pm and 1215pm-4pm.\n", "\n", - "4. On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics. These lectures will also be recorded.\n", + "4. On Mondays we have a regular lecture which will be organized as a mix of active learning sessions and lecturing. These lectures/active learning sessions start at 1015am and end at 12pm and serve the aims of giving an overview over various topics as well as solving specific problems. These lectures will also be recorded.\n", "\n", " * [Link to recording of lecture TBA](https://youtu.be/)\n", "\n", @@ -53,7 +53,7 @@ }, { "cell_type": "markdown", - "id": "e3701340", + "id": "fe47af98", "metadata": { "editable": true }, @@ -69,7 +69,7 @@ }, { "cell_type": "markdown", - "id": "be9c9995", + "id": "84c40447", "metadata": { "editable": true }, @@ -93,7 +93,7 @@ }, { "cell_type": "markdown", - "id": "00385125", + "id": "85494573", "metadata": { "editable": true }, @@ -107,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "38c11cfa", + "id": "cda38a9b", "metadata": { "editable": true }, @@ -129,7 +129,7 @@ }, { "cell_type": "markdown", - "id": "b7e4a9b8", + "id": "0d8ca51c", "metadata": { "editable": true }, @@ -159,25 +159,25 @@ }, { "cell_type": "markdown", - "id": "153ac614", + "id": "237af42c", "metadata": { "editable": true }, "source": [ "## Deadlines for projects (tentative)\n", "\n", - "1. Project 1: October 15 (available September 4) graded with feedback)\n", + "1. Project 1: October 7 (available September 2) graded with feedback)\n", "\n", - "2. Project 2: November 13 (available October 8, graded with feedback)\n", + "2. Project 2: November 4 (available October 8, graded with feedback)\n", "\n", - "3. Project 3: December 11 (available November 12, graded with feedback)\n", + "3. Project 3: December 9 (available November 5, graded with feedback)\n", "\n", "Extra Credit (not mandatory), weekly exercise assignments, 10 in total (due Sunday same week), 10% additional score. The extra credit assignments are due each Sunday and can be uploaed to **Canvas** in your preferred format (although we prefer jupyter-notebooks). First assignment is for week 35. Each weekly exercise set counts 1%." ] }, { "cell_type": "markdown", - "id": "fa23c81b", + "id": "e1f70fa0", "metadata": { "editable": true }, @@ -205,7 +205,7 @@ }, { "cell_type": "markdown", - "id": "714b3508", + "id": "d7d843c4", "metadata": { "editable": true }, @@ -214,19 +214,25 @@ "\n", "The lecture notes are collected as a jupyter-book at .\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 for links." + "In addition to the lecture notes, we recommend the books of Rasckha et al 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." ] }, { "cell_type": "markdown", - "id": "e4eb6dd8", + "id": "5c2288fe", "metadata": { "editable": true }, "source": [ "## Textbooks\n", "\n", - "* [Goodfellow, Bengio, and Courville (GBC), Deep Learning](https://www.deeplearningbook.org/)\n", + "**Main texts.**\n", + "\n", + "* Goodfellow, Bengio, and Courville (GBC), Deep Learning \n", + "\n", + "* Sebastian Raschka, Yuxi Lie, and Vahid Mirjalili, Machine Learning with PyTorch and Scikit-Learn at , see also \n", + "\n", + "**Other texts.**\n", "\n", "* Christopher M. Bishop (CB), Pattern Recognition and Machine Learning\n", "\n", @@ -234,24 +240,28 @@ "\n", "* [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.\n", "\n", - "* [Kevin Murphy (KM), Probabilistic Machine Learning, an Introduction](https://probml.github.io/pml-book/book1.html)" + "* [Kevin Murphy (KM), Probabilistic Machine Learning, an Introduction](https://probml.github.io/pml-book/book1.html)\n", + "\n", + "* David Foster, Generative Deep Learning, \n", + "\n", + "* Babcock and Gavras, Generative AI with Python and TensorFlow, " ] }, { "cell_type": "markdown", - "id": "e223ecc1", + "id": "f7075495", "metadata": { "editable": true }, "source": [ "## Reading suggestions week 34\n", "\n", - "This week: Refresh linear algebra, GBC chapters 1 and 2. HTF chapters 2 and 3. Install scikit-learn. See lecture notes for week 34 at (these notes)." + "This week: Refresh linear algebra, GBC chapter 2. Install scikit-learn. See lecture notes for week 34 at (these notes)." ] }, { "cell_type": "markdown", - "id": "d9d7da4e", + "id": "7d0886b9", "metadata": { "editable": true }, @@ -271,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "7bccdc87", + "id": "3b1b405d", "metadata": { "editable": true }, @@ -289,7 +299,7 @@ }, { "cell_type": "markdown", - "id": "f9d4cb0e", + "id": "21c15132", "metadata": { "editable": true }, @@ -314,7 +324,7 @@ }, { "cell_type": "markdown", - "id": "1e4048d8", + "id": "79a39e72", "metadata": { "editable": true }, @@ -350,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "491df679", + "id": "97f57042", "metadata": { "editable": true }, @@ -366,7 +376,7 @@ }, { "cell_type": "markdown", - "id": "9b1e5150", + "id": "9bb28e76", "metadata": { "editable": true }, @@ -388,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "2da20e2e", + "id": "569c0f05", "metadata": { "editable": true }, @@ -406,7 +416,7 @@ }, { "cell_type": "markdown", - "id": "25745025", + "id": "aa8bec04", "metadata": { "editable": true }, @@ -450,7 +460,7 @@ }, { "cell_type": "markdown", - "id": "a5766b27", + "id": "7e67ad55", "metadata": { "editable": true }, @@ -493,7 +503,7 @@ }, { "cell_type": "markdown", - "id": "36e3012d", + "id": "6cc5d63e", "metadata": { "editable": true }, @@ -513,7 +523,7 @@ }, { "cell_type": "markdown", - "id": "993209f8", + "id": "7f53a130", "metadata": { "editable": true }, @@ -586,7 +596,7 @@ }, { "cell_type": "markdown", - "id": "ce7890fe", + "id": "31956a55", "metadata": { "editable": true }, @@ -615,7 +625,7 @@ }, { "cell_type": "markdown", - "id": "df7153ad", + "id": "cb2f197e", "metadata": { "editable": true }, @@ -633,7 +643,7 @@ }, { "cell_type": "markdown", - "id": "9df68e7f", + "id": "6765d9a4", "metadata": { "editable": true }, @@ -645,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "6b4d63d7", + "id": "d8e7f2b8", "metadata": { "editable": true }, @@ -680,7 +690,7 @@ }, { "cell_type": "markdown", - "id": "d7ec3ef2", + "id": "466b1586", "metadata": { "editable": true }, @@ -710,7 +720,7 @@ }, { "cell_type": "markdown", - "id": "e1c94627", + "id": "e3251b7f", "metadata": { "editable": true }, @@ -741,7 +751,7 @@ }, { "cell_type": "markdown", - "id": "7d797904", + "id": "0b8ed86d", "metadata": { "editable": true }, @@ -780,7 +790,7 @@ }, { "cell_type": "markdown", - "id": "373e5431", + "id": "f9b6e026", "metadata": { "editable": true }, @@ -813,7 +823,7 @@ }, { "cell_type": "markdown", - "id": "82d18d72", + "id": "6b7a658d", "metadata": { "editable": true }, @@ -848,7 +858,7 @@ }, { "cell_type": "markdown", - "id": "56213885", + "id": "64d5e5ef", "metadata": { "editable": true }, @@ -872,7 +882,7 @@ }, { "cell_type": "markdown", - "id": "5ecb1897", + "id": "0ec7c565", "metadata": { "editable": true }, @@ -899,7 +909,7 @@ }, { "cell_type": "markdown", - "id": "99fa58db", + "id": "42f5e967", "metadata": { "editable": true }, @@ -909,7 +919,7 @@ }, { "cell_type": "markdown", - "id": "888f4ad7", + "id": "1140e73d", "metadata": { "editable": true }, @@ -921,7 +931,7 @@ }, { "cell_type": "markdown", - "id": "a72f19de", + "id": "fccd5a57", "metadata": { "editable": true }, @@ -942,7 +952,7 @@ }, { "cell_type": "markdown", - "id": "a07639b8", + "id": "61f28567", "metadata": { "editable": true }, @@ -954,7 +964,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "e660d6fe", + "id": "0b46a840", "metadata": { "collapsed": false, "editable": true @@ -966,7 +976,7 @@ }, { "cell_type": "markdown", - "id": "154092cd", + "id": "e09f1490", "metadata": { "editable": true }, @@ -977,7 +987,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "a8934e81", + "id": "c67794e7", "metadata": { "collapsed": false, "editable": true @@ -991,7 +1001,7 @@ }, { "cell_type": "markdown", - "id": "d23bef12", + "id": "a5755f46", "metadata": { "editable": true }, @@ -1003,7 +1013,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "07bff056", + "id": "4438d509", "metadata": { "collapsed": false, "editable": true @@ -1017,7 +1027,7 @@ }, { "cell_type": "markdown", - "id": "f7cb8625", + "id": "f692be0d", "metadata": { "editable": true }, @@ -1029,7 +1039,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "f8df173c", + "id": "1002efda", "metadata": { "collapsed": false, "editable": true @@ -1043,7 +1053,7 @@ }, { "cell_type": "markdown", - "id": "8fa8744b", + "id": "53e0fe28", "metadata": { "editable": true }, @@ -1060,7 +1070,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "0e224446", + "id": "2689654d", "metadata": { "collapsed": false, "editable": true @@ -1077,7 +1087,7 @@ }, { "cell_type": "markdown", - "id": "56159b9e", + "id": "3463d8bf", "metadata": { "editable": true }, @@ -1089,7 +1099,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "128087d3", + "id": "3595f8eb", "metadata": { "collapsed": false, "editable": true @@ -1103,7 +1113,7 @@ }, { "cell_type": "markdown", - "id": "022f5010", + "id": "53a6a5b7", "metadata": { "editable": true }, @@ -1114,7 +1124,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "d9150838", + "id": "314aafc2", "metadata": { "collapsed": false, "editable": true @@ -1128,7 +1138,7 @@ }, { "cell_type": "markdown", - "id": "7e203018", + "id": "7e7c4168", "metadata": { "editable": true }, @@ -1139,7 +1149,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "31ea96f7", + "id": "b3dacc6b", "metadata": { "collapsed": false, "editable": true @@ -1153,7 +1163,7 @@ }, { "cell_type": "markdown", - "id": "fafcd586", + "id": "fc1b538e", "metadata": { "editable": true }, @@ -1168,7 +1178,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "89a4e163", + "id": "d883fc31", "metadata": { "collapsed": false, "editable": true @@ -1182,7 +1192,7 @@ }, { "cell_type": "markdown", - "id": "d2fd33a8", + "id": "8e103ce9", "metadata": { "editable": true }, @@ -1193,7 +1203,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "78dc0dd8", + "id": "c244f2c0", "metadata": { "collapsed": false, "editable": true @@ -1208,7 +1218,7 @@ }, { "cell_type": "markdown", - "id": "f4e7f11f", + "id": "6875f54c", "metadata": { "editable": true }, @@ -1219,7 +1229,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "6dbdb019", + "id": "fcd96f60", "metadata": { "collapsed": false, "editable": true @@ -1234,7 +1244,7 @@ }, { "cell_type": "markdown", - "id": "17436a55", + "id": "20e44014", "metadata": { "editable": true }, @@ -1245,7 +1255,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "3cf6daef", + "id": "6c93eaae", "metadata": { "collapsed": false, "editable": true @@ -1261,7 +1271,7 @@ }, { "cell_type": "markdown", - "id": "a9429c1c", + "id": "c5fed116", "metadata": { "editable": true }, @@ -1272,7 +1282,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "4f69eccb", + "id": "970102b1", "metadata": { "collapsed": false, "editable": true @@ -1288,7 +1298,7 @@ }, { "cell_type": "markdown", - "id": "0dbbf649", + "id": "1108a0d8", "metadata": { "editable": true }, @@ -1299,7 +1309,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "0a760b65", + "id": "567c9789", "metadata": { "collapsed": false, "editable": true @@ -1315,7 +1325,7 @@ }, { "cell_type": "markdown", - "id": "72466600", + "id": "de349985", "metadata": { "editable": true }, @@ -1327,7 +1337,7 @@ }, { "cell_type": "markdown", - "id": "566c7175", + "id": "2eea03ba", "metadata": { "editable": true }, @@ -1342,7 +1352,7 @@ }, { "cell_type": "markdown", - "id": "e2ac755d", + "id": "7e1d30ab", "metadata": { "editable": true }, @@ -1352,7 +1362,7 @@ }, { "cell_type": "markdown", - "id": "4df1d8a2", + "id": "65063f50", "metadata": { "editable": true }, @@ -1364,7 +1374,7 @@ }, { "cell_type": "markdown", - "id": "f3004075", + "id": "5844c481", "metadata": { "editable": true }, @@ -1375,7 +1385,7 @@ }, { "cell_type": "markdown", - "id": "97be6b4e", + "id": "86fcbc34", "metadata": { "editable": true }, @@ -1390,7 +1400,7 @@ }, { "cell_type": "markdown", - "id": "bae55e18", + "id": "5b0d7cdb", "metadata": { "editable": true }, @@ -1405,7 +1415,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "a19dcdb6", + "id": "06b19986", "metadata": { "collapsed": false, "editable": true @@ -1432,7 +1442,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "09008c51", + "id": "21acca8b", "metadata": { "collapsed": false, "editable": true @@ -1456,7 +1466,7 @@ }, { "cell_type": "markdown", - "id": "0e4d77ce", + "id": "5446a649", "metadata": { "editable": true }, @@ -1482,7 +1492,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "b16f70b8", + "id": "ba3c1c95", "metadata": { "collapsed": false, "editable": true @@ -1502,7 +1512,7 @@ }, { "cell_type": "markdown", - "id": "d9ffe7d4", + "id": "d017ddda", "metadata": { "editable": true }, @@ -1516,7 +1526,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "e83c940e", + "id": "67ab6b15", "metadata": { "collapsed": false, "editable": true @@ -1529,7 +1539,7 @@ }, { "cell_type": "markdown", - "id": "adc18bb0", + "id": "eb2eac7d", "metadata": { "editable": true }, @@ -1540,7 +1550,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "e0d15cde", + "id": "e4a3beba", "metadata": { "collapsed": false, "editable": true @@ -1552,7 +1562,7 @@ }, { "cell_type": "markdown", - "id": "aae31c67", + "id": "ed1abf2b", "metadata": { "editable": true }, @@ -1563,7 +1573,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "c105a1d3", + "id": "d7b16a8c", "metadata": { "collapsed": false, "editable": true @@ -1581,7 +1591,7 @@ }, { "cell_type": "markdown", - "id": "0a66a649", + "id": "ba64a14f", "metadata": { "editable": true }, @@ -1593,7 +1603,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "8fafcc6c", + "id": "9c358305", "metadata": { "collapsed": false, "editable": true @@ -1617,7 +1627,7 @@ }, { "cell_type": "markdown", - "id": "ce59ce6c", + "id": "90af509c", "metadata": { "editable": true }, @@ -1628,7 +1638,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "37be9b68", + "id": "30dcba65", "metadata": { "collapsed": false, "editable": true @@ -1657,7 +1667,7 @@ }, { "cell_type": "markdown", - "id": "e603c881", + "id": "1d8ea71d", "metadata": { "editable": true }, @@ -1668,7 +1678,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "66caa708", + "id": "faeb78ad", "metadata": { "collapsed": false, "editable": true @@ -1683,7 +1693,7 @@ }, { "cell_type": "markdown", - "id": "d78f30ea", + "id": "197c9452", "metadata": { "editable": true }, @@ -1700,7 +1710,7 @@ }, { "cell_type": "markdown", - "id": "d5c358cc", + "id": "efe5e805", "metadata": { "editable": true }, @@ -1731,7 +1741,7 @@ }, { "cell_type": "markdown", - "id": "8a1bf1cf", + "id": "23c1e548", "metadata": { "editable": true }, @@ -1743,7 +1753,7 @@ }, { "cell_type": "markdown", - "id": "a058d050", + "id": "b4cd45ff", "metadata": { "editable": true }, @@ -1771,7 +1781,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "229b6771", + "id": "04eb022c", "metadata": { "collapsed": false, "editable": true @@ -1801,7 +1811,7 @@ }, { "cell_type": "markdown", - "id": "d60ff0fb", + "id": "c025e07d", "metadata": { "editable": true }, @@ -1818,7 +1828,7 @@ }, { "cell_type": "markdown", - "id": "9edaf7a2", + "id": "7450a6e8", "metadata": { "editable": true }, @@ -1830,7 +1840,7 @@ }, { "cell_type": "markdown", - "id": "7239a885", + "id": "624f7501", "metadata": { "editable": true }, @@ -1851,7 +1861,7 @@ }, { "cell_type": "markdown", - "id": "b3104242", + "id": "1f885e5b", "metadata": { "editable": true }, @@ -1864,7 +1874,7 @@ }, { "cell_type": "markdown", - "id": "c3596efa", + "id": "4f5c82a9", "metadata": { "editable": true }, @@ -1895,7 +1905,7 @@ }, { "cell_type": "markdown", - "id": "1ff68247", + "id": "f89aa780", "metadata": { "editable": true }, @@ -1907,7 +1917,7 @@ }, { "cell_type": "markdown", - "id": "c3286c28", + "id": "61f38b44", "metadata": { "editable": true }, @@ -1925,7 +1935,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "3592db45", + "id": "d978937f", "metadata": { "collapsed": false, "editable": true @@ -1952,7 +1962,7 @@ }, { "cell_type": "markdown", - "id": "fac28c8e", + "id": "02b4c166", "metadata": { "editable": true }, @@ -1974,7 +1984,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "0968aade", + "id": "f99cac16", "metadata": { "collapsed": false, "editable": true @@ -2012,7 +2022,7 @@ }, { "cell_type": "markdown", - "id": "2af007c2", + "id": "e4cf412f", "metadata": { "editable": true }, @@ -2023,7 +2033,7 @@ }, { "cell_type": "markdown", - "id": "6af4ecb9", + "id": "127614ab", "metadata": { "editable": true }, @@ -2036,7 +2046,7 @@ }, { "cell_type": "markdown", - "id": "7c8dbf8d", + "id": "fd17eeb4", "metadata": { "editable": true }, @@ -2057,7 +2067,7 @@ }, { "cell_type": "markdown", - "id": "869a78db", + "id": "950a29a5", "metadata": { "editable": true }, @@ -2069,7 +2079,7 @@ }, { "cell_type": "markdown", - "id": "d12c7566", + "id": "b074ef57", "metadata": { "editable": true }, @@ -2079,7 +2089,7 @@ }, { "cell_type": "markdown", - "id": "5d00656e", + "id": "8f428006", "metadata": { "editable": true }, @@ -2091,7 +2101,7 @@ }, { "cell_type": "markdown", - "id": "720e743e", + "id": "b2cfcfd0", "metadata": { "editable": true }, @@ -2103,7 +2113,7 @@ }, { "cell_type": "markdown", - "id": "b96282db", + "id": "662348f2", "metadata": { "editable": true }, @@ -2115,7 +2125,7 @@ }, { "cell_type": "markdown", - "id": "85d7da19", + "id": "08703d1f", "metadata": { "editable": true }, @@ -2126,7 +2136,7 @@ }, { "cell_type": "markdown", - "id": "eb046bf3", + "id": "6c1d252a", "metadata": { "editable": true }, @@ -2138,7 +2148,7 @@ }, { "cell_type": "markdown", - "id": "4012ae06", + "id": "3f2014bc", "metadata": { "editable": true }, @@ -2160,7 +2170,7 @@ }, { "cell_type": "markdown", - "id": "a22b912f", + "id": "cf4fa169", "metadata": { "editable": true }, @@ -2172,7 +2182,7 @@ }, { "cell_type": "markdown", - "id": "9b714af5", + "id": "0974a5d9", "metadata": { "editable": true }, @@ -2185,7 +2195,7 @@ }, { "cell_type": "markdown", - "id": "d3ddca8f", + "id": "7cf4239a", "metadata": { "editable": true }, @@ -2202,7 +2212,7 @@ }, { "cell_type": "markdown", - "id": "a35c9c04", + "id": "2cc0ba7b", "metadata": { "editable": true }, @@ -2214,7 +2224,7 @@ }, { "cell_type": "markdown", - "id": "62853d17", + "id": "b64aa61d", "metadata": { "editable": true }, @@ -2224,7 +2234,7 @@ }, { "cell_type": "markdown", - "id": "e5ad3f52", + "id": "5608144b", "metadata": { "editable": true }, @@ -2236,7 +2246,7 @@ }, { "cell_type": "markdown", - "id": "f190d538", + "id": "6112fbbf", "metadata": { "editable": true }, @@ -2246,7 +2256,7 @@ }, { "cell_type": "markdown", - "id": "7ba97b10", + "id": "fe10e9df", "metadata": { "editable": true }, @@ -2258,7 +2268,7 @@ }, { "cell_type": "markdown", - "id": "144c28e2", + "id": "e01a5a92", "metadata": { "editable": true }, @@ -2268,7 +2278,7 @@ }, { "cell_type": "markdown", - "id": "cb5abb62", + "id": "83d9d049", "metadata": { "editable": true }, @@ -2280,7 +2290,7 @@ }, { "cell_type": "markdown", - "id": "b847a061", + "id": "8f7776ef", "metadata": { "editable": true }, @@ -2296,7 +2306,7 @@ }, { "cell_type": "markdown", - "id": "063e2b1a", + "id": "50aadf94", "metadata": { "editable": true }, @@ -2308,7 +2318,7 @@ }, { "cell_type": "markdown", - "id": "e9f4cc78", + "id": "436d4714", "metadata": { "editable": true }, @@ -2319,7 +2329,7 @@ }, { "cell_type": "markdown", - "id": "a5325218", + "id": "690a5817", "metadata": { "editable": true }, @@ -2331,7 +2341,7 @@ }, { "cell_type": "markdown", - "id": "48ff0610", + "id": "18896a38", "metadata": { "editable": true }, @@ -2345,7 +2355,7 @@ }, { "cell_type": "markdown", - "id": "20f8f640", + "id": "ac095227", "metadata": { "editable": true }, @@ -2357,7 +2367,7 @@ }, { "cell_type": "markdown", - "id": "31ee60c0", + "id": "fcac0787", "metadata": { "editable": true }, @@ -2382,7 +2392,7 @@ }, { "cell_type": "markdown", - "id": "080bcec2", + "id": "4c6f3caf", "metadata": { "editable": true }, @@ -2399,7 +2409,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "b541d397", + "id": "913aba3b", "metadata": { "collapsed": false, "editable": true @@ -2443,7 +2453,7 @@ }, { "cell_type": "markdown", - "id": "fbc01a07", + "id": "edbfe2fc", "metadata": { "editable": true }, @@ -2454,7 +2464,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "d99f193a", + "id": "eccf82a2", "metadata": { "collapsed": false, "editable": true @@ -2476,7 +2486,7 @@ }, { "cell_type": "markdown", - "id": "cf8ec78d", + "id": "1848d610", "metadata": { "editable": true }, @@ -2493,7 +2503,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "015fa1ac", + "id": "99204deb", "metadata": { "collapsed": false, "editable": true @@ -2514,7 +2524,7 @@ }, { "cell_type": "markdown", - "id": "7d3eae6c", + "id": "89e6ee30", "metadata": { "editable": true }, @@ -2528,7 +2538,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "5c526bbb", + "id": "28e2a85d", "metadata": { "collapsed": false, "editable": true @@ -2557,7 +2567,7 @@ }, { "cell_type": "markdown", - "id": "df39cc1c", + "id": "cb6b895f", "metadata": { "editable": true }, @@ -2577,7 +2587,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "f9f23012", + "id": "bafcdeb4", "metadata": { "collapsed": false, "editable": true @@ -2594,7 +2604,7 @@ }, { "cell_type": "markdown", - "id": "6bac4dfd", + "id": "ad2d0ed5", "metadata": { "editable": true }, @@ -2606,7 +2616,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "75c7edbc", + "id": "0fd94fb3", "metadata": { "collapsed": false, "editable": true @@ -2624,7 +2634,7 @@ }, { "cell_type": "markdown", - "id": "2bde2373", + "id": "7bdd594e", "metadata": { "editable": true }, @@ -2635,7 +2645,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "531b66ec", + "id": "ac87c6e2", "metadata": { "collapsed": false, "editable": true @@ -2648,7 +2658,7 @@ }, { "cell_type": "markdown", - "id": "8e68e855", + "id": "38c15767", "metadata": { "editable": true }, @@ -2660,7 +2670,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "8fd0da14", + "id": "0f3dd324", "metadata": { "collapsed": false, "editable": true @@ -2691,7 +2701,7 @@ }, { "cell_type": "markdown", - "id": "d5f64820", + "id": "b530376d", "metadata": { "editable": true }, @@ -2705,7 +2715,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "95a48f39", + "id": "acecfb69", "metadata": { "collapsed": false, "editable": true @@ -2750,7 +2760,7 @@ }, { "cell_type": "markdown", - "id": "5f591abe", + "id": "48e3d170", "metadata": { "editable": true }, @@ -2770,7 +2780,7 @@ }, { "cell_type": "markdown", - "id": "68ccfdd7", + "id": "937feb37", "metadata": { "editable": true }, @@ -2802,7 +2812,7 @@ }, { "cell_type": "markdown", - "id": "e832a937", + "id": "00094728", "metadata": { "editable": true }, @@ -2824,7 +2834,7 @@ }, { "cell_type": "markdown", - "id": "1d52791a", + "id": "22d3e4d9", "metadata": { "editable": true }, @@ -2852,7 +2862,7 @@ }, { "cell_type": "markdown", - "id": "f3608eb8", + "id": "074ec0af", "metadata": { "editable": true }, @@ -2867,7 +2877,7 @@ }, { "cell_type": "markdown", - "id": "c0c96130", + "id": "26b22c7c", "metadata": { "editable": true }, @@ -2879,7 +2889,7 @@ }, { "cell_type": "markdown", - "id": "c6214ecc", + "id": "699b4359", "metadata": { "editable": true }, @@ -2894,7 +2904,7 @@ }, { "cell_type": "markdown", - "id": "d3429900", + "id": "bff5fdef", "metadata": { "editable": true }, @@ -2907,7 +2917,7 @@ }, { "cell_type": "markdown", - "id": "bf83bf87", + "id": "8dc2b214", "metadata": { "editable": true }, @@ -2919,7 +2929,7 @@ }, { "cell_type": "markdown", - "id": "8235e0ac", + "id": "a3dd8615", "metadata": { "editable": true }, @@ -2929,7 +2939,7 @@ }, { "cell_type": "markdown", - "id": "64a57e7b", + "id": "80c05661", "metadata": { "editable": true }, @@ -2940,7 +2950,7 @@ }, { "cell_type": "markdown", - "id": "1261c0a6", + "id": "83584828", "metadata": { "editable": true }, @@ -2958,7 +2968,7 @@ }, { "cell_type": "markdown", - "id": "4a2daa1f", + "id": "817976c6", "metadata": { "editable": true }, @@ -2969,7 +2979,7 @@ }, { "cell_type": "markdown", - "id": "707fc069", + "id": "946e2386", "metadata": { "editable": true }, @@ -2981,7 +2991,7 @@ }, { "cell_type": "markdown", - "id": "82702653", + "id": "61a79086", "metadata": { "editable": true }, @@ -2991,7 +3001,7 @@ }, { "cell_type": "markdown", - "id": "8f52f6c1", + "id": "f162a7cd", "metadata": { "editable": true }, @@ -3003,7 +3013,7 @@ }, { "cell_type": "markdown", - "id": "7ffc95af", + "id": "40b5c1e0", "metadata": { "editable": true }, @@ -3013,7 +3023,7 @@ }, { "cell_type": "markdown", - "id": "df6512ce", + "id": "39cea404", "metadata": { "editable": true }, @@ -3025,7 +3035,7 @@ }, { "cell_type": "markdown", - "id": "d181ad09", + "id": "b84f587b", "metadata": { "editable": true }, @@ -3035,7 +3045,7 @@ }, { "cell_type": "markdown", - "id": "d0539302", + "id": "aa75ef42", "metadata": { "editable": true }, @@ -3054,7 +3064,7 @@ }, { "cell_type": "markdown", - "id": "a547c282", + "id": "84c33d40", "metadata": { "editable": true }, @@ -3064,7 +3074,7 @@ }, { "cell_type": "markdown", - "id": "2459d432", + "id": "c20a8310", "metadata": { "editable": true }, @@ -3076,7 +3086,7 @@ }, { "cell_type": "markdown", - "id": "4610abbb", + "id": "653af33c", "metadata": { "editable": true }, @@ -3086,7 +3096,7 @@ }, { "cell_type": "markdown", - "id": "aef4e26e", + "id": "86e2392e", "metadata": { "editable": true }, @@ -3102,7 +3112,7 @@ }, { "cell_type": "markdown", - "id": "70d7a09e", + "id": "c8cbe2cf", "metadata": { "editable": true }, @@ -3122,7 +3132,7 @@ }, { "cell_type": "markdown", - "id": "dc095627", + "id": "0e1343a2", "metadata": { "editable": true }, @@ -3132,7 +3142,7 @@ }, { "cell_type": "markdown", - "id": "d0fac735", + "id": "227e2366", "metadata": { "editable": true }, @@ -3143,7 +3153,7 @@ }, { "cell_type": "markdown", - "id": "a9ca16da", + "id": "b36fbbc8", "metadata": { "editable": true }, @@ -3162,7 +3172,7 @@ }, { "cell_type": "markdown", - "id": "0a9a60d0", + "id": "037b23c9", "metadata": { "editable": true }, @@ -3172,7 +3182,7 @@ }, { "cell_type": "markdown", - "id": "3c143d3d", + "id": "6342df8c", "metadata": { "editable": true }, @@ -3184,7 +3194,7 @@ }, { "cell_type": "markdown", - "id": "fd2088d4", + "id": "307f9200", "metadata": { "editable": true }, @@ -3194,7 +3204,7 @@ }, { "cell_type": "markdown", - "id": "09bb9f87", + "id": "ff536331", "metadata": { "editable": true }, @@ -3205,7 +3215,7 @@ }, { "cell_type": "markdown", - "id": "ba858795", + "id": "4411c2fb", "metadata": { "editable": true }, @@ -3225,7 +3235,7 @@ }, { "cell_type": "markdown", - "id": "be396b49", + "id": "4085f004", "metadata": { "editable": true }, @@ -3237,7 +3247,7 @@ }, { "cell_type": "markdown", - "id": "b7ea80bb", + "id": "ba927dfb", "metadata": { "editable": true }, @@ -3252,7 +3262,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "b1fa766f", + "id": "1d5d6b46", "metadata": { "collapsed": false, "editable": true @@ -3332,7 +3342,7 @@ }, { "cell_type": "markdown", - "id": "6b78ab4a", + "id": "4a8da368", "metadata": { "editable": true }, @@ -3342,7 +3352,7 @@ }, { "cell_type": "markdown", - "id": "385cc44e", + "id": "31e19bd6", "metadata": { "editable": true }, @@ -3354,7 +3364,7 @@ }, { "cell_type": "markdown", - "id": "426e0ba8", + "id": "cf8aec85", "metadata": { "editable": true }, @@ -3364,7 +3374,7 @@ }, { "cell_type": "markdown", - "id": "e588f087", + "id": "a40b4849", "metadata": { "editable": true }, @@ -3375,7 +3385,7 @@ }, { "cell_type": "markdown", - "id": "efa83aff", + "id": "0739a5b3", "metadata": { "editable": true }, @@ -3387,7 +3397,7 @@ }, { "cell_type": "markdown", - "id": "a0e73cd3", + "id": "2cdf35a2", "metadata": { "editable": true }, @@ -3397,7 +3407,7 @@ }, { "cell_type": "markdown", - "id": "dad3e4ff", + "id": "a72bbc71", "metadata": { "editable": true }, @@ -3409,7 +3419,7 @@ }, { "cell_type": "markdown", - "id": "680246cd", + "id": "14ad9204", "metadata": { "editable": true }, @@ -3419,7 +3429,7 @@ }, { "cell_type": "markdown", - "id": "710acadf", + "id": "f7ce3d93", "metadata": { "editable": true }, @@ -3431,7 +3441,7 @@ }, { "cell_type": "markdown", - "id": "a6a4157e", + "id": "a1a371a2", "metadata": { "editable": true }, @@ -3444,7 +3454,7 @@ }, { "cell_type": "markdown", - "id": "85f46e12", + "id": "407d8155", "metadata": { "editable": true }, @@ -3456,7 +3466,7 @@ }, { "cell_type": "markdown", - "id": "b350dcfd", + "id": "c952053e", "metadata": { "editable": true }, @@ -3466,7 +3476,7 @@ }, { "cell_type": "markdown", - "id": "0a930358", + "id": "185ae275", "metadata": { "editable": true }, @@ -3478,7 +3488,7 @@ }, { "cell_type": "markdown", - "id": "eaa5dc70", + "id": "c7f6e677", "metadata": { "editable": true }, @@ -3490,7 +3500,7 @@ }, { "cell_type": "markdown", - "id": "426096c7", + "id": "35faf859", "metadata": { "editable": true }, @@ -3501,7 +3511,7 @@ }, { "cell_type": "markdown", - "id": "79136235", + "id": "a6b1de99", "metadata": { "editable": true }, @@ -3513,7 +3523,7 @@ }, { "cell_type": "markdown", - "id": "4561320b", + "id": "25ea7035", "metadata": { "editable": true }, @@ -3532,7 +3542,7 @@ }, { "cell_type": "markdown", - "id": "d70ec592", + "id": "0b323912", "metadata": { "editable": true }, @@ -3545,7 +3555,7 @@ }, { "cell_type": "markdown", - "id": "9565c742", + "id": "c6ce5330", "metadata": { "editable": true }, @@ -3555,7 +3565,7 @@ }, { "cell_type": "markdown", - "id": "a5f42b5d", + "id": "79a06ec0", "metadata": { "editable": true }, @@ -3567,7 +3577,7 @@ }, { "cell_type": "markdown", - "id": "3a5b5c02", + "id": "dd85f203", "metadata": { "editable": true }, @@ -3577,7 +3587,7 @@ }, { "cell_type": "markdown", - "id": "24e5b8c3", + "id": "6de802f4", "metadata": { "editable": true }, @@ -3589,7 +3599,7 @@ }, { "cell_type": "markdown", - "id": "436e533d", + "id": "ea27b431", "metadata": { "editable": true }, @@ -3599,7 +3609,7 @@ }, { "cell_type": "markdown", - "id": "c259ff65", + "id": "8b46ca07", "metadata": { "editable": true }, @@ -3611,7 +3621,7 @@ }, { "cell_type": "markdown", - "id": "6448dcf3", + "id": "37d59005", "metadata": { "editable": true }, @@ -3622,7 +3632,7 @@ }, { "cell_type": "markdown", - "id": "8b2435eb", + "id": "1a092ab1", "metadata": { "editable": true }, @@ -3634,7 +3644,7 @@ }, { "cell_type": "markdown", - "id": "f8ee804a", + "id": "caaa6243", "metadata": { "editable": true }, @@ -3644,7 +3654,7 @@ }, { "cell_type": "markdown", - "id": "65ad1a47", + "id": "4c000fd9", "metadata": { "editable": true }, @@ -3656,7 +3666,7 @@ }, { "cell_type": "markdown", - "id": "daf74af0", + "id": "d6d82fc9", "metadata": { "editable": true }, @@ -3666,7 +3676,7 @@ }, { "cell_type": "markdown", - "id": "1b4119f3", + "id": "37e712f1", "metadata": { "editable": true }, @@ -3678,7 +3688,7 @@ }, { "cell_type": "markdown", - "id": "3f4ad008", + "id": "4d7ac12d", "metadata": { "editable": true }, @@ -3699,7 +3709,7 @@ }, { "cell_type": "markdown", - "id": "78a8cce0", + "id": "db411379", "metadata": { "editable": true }, @@ -3713,7 +3723,7 @@ }, { "cell_type": "markdown", - "id": "46921427", + "id": "fb426984", "metadata": { "editable": true }, @@ -3724,7 +3734,7 @@ }, { "cell_type": "markdown", - "id": "c2868558", + "id": "c0ab6ee9", "metadata": { "editable": true }, @@ -3736,7 +3746,7 @@ }, { "cell_type": "markdown", - "id": "6ad1c0d6", + "id": "08648fd0", "metadata": { "editable": true }, @@ -3746,7 +3756,7 @@ }, { "cell_type": "markdown", - "id": "9263bd7d", + "id": "232328dd", "metadata": { "editable": true }, @@ -3758,7 +3768,7 @@ }, { "cell_type": "markdown", - "id": "bfa3a601", + "id": "7ed980c1", "metadata": { "editable": true }, @@ -3768,7 +3778,7 @@ }, { "cell_type": "markdown", - "id": "31c49aef", + "id": "8072cc6d", "metadata": { "editable": true }, @@ -3780,7 +3790,7 @@ }, { "cell_type": "markdown", - "id": "91b31482", + "id": "1fe57f09", "metadata": { "editable": true }, @@ -3792,7 +3802,7 @@ }, { "cell_type": "markdown", - "id": "6346b70f", + "id": "dba2384d", "metadata": { "editable": true }, @@ -3806,7 +3816,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "71fe30ea", + "id": "ecb524c1", "metadata": { "collapsed": false, "editable": true @@ -3821,7 +3831,7 @@ }, { "cell_type": "markdown", - "id": "7a879ae6", + "id": "ca99395b", "metadata": { "editable": true }, @@ -3832,7 +3842,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "19826fb5", + "id": "977a5274", "metadata": { "collapsed": false, "editable": true @@ -3845,7 +3855,7 @@ }, { "cell_type": "markdown", - "id": "22b846df", + "id": "97ce5209", "metadata": { "editable": true }, @@ -3856,7 +3866,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "2b502264", + "id": "d462a04d", "metadata": { "collapsed": false, "editable": true @@ -3879,7 +3889,7 @@ }, { "cell_type": "markdown", - "id": "518f98b4", + "id": "c59c07b9", "metadata": { "editable": true }, @@ -3893,7 +3903,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "3c151d6e", + "id": "53b09bdf", "metadata": { "collapsed": false, "editable": true @@ -3906,7 +3916,7 @@ }, { "cell_type": "markdown", - "id": "26425c53", + "id": "568421eb", "metadata": { "editable": true }, @@ -3917,7 +3927,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "a157f7ba", + "id": "4387dadb", "metadata": { "collapsed": false, "editable": true @@ -3929,7 +3939,7 @@ }, { "cell_type": "markdown", - "id": "35f07dc8", + "id": "88d3a640", "metadata": { "editable": true }, @@ -3940,7 +3950,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "5261540e", + "id": "a7f8f7fb", "metadata": { "collapsed": false, "editable": true @@ -3956,7 +3966,7 @@ }, { "cell_type": "markdown", - "id": "ecac1944", + "id": "5d1464e7", "metadata": { "editable": true }, @@ -3967,7 +3977,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "5bcb3246", + "id": "7e65b943", "metadata": { "collapsed": false, "editable": true @@ -3981,7 +3991,7 @@ }, { "cell_type": "markdown", - "id": "3bbb96db", + "id": "d828f1be", "metadata": { "editable": true }, @@ -4003,7 +4013,7 @@ }, { "cell_type": "markdown", - "id": "f4859051", + "id": "e71a65f5", "metadata": { "editable": true }, @@ -4015,7 +4025,7 @@ }, { "cell_type": "markdown", - "id": "2dcc7142", + "id": "3eef449f", "metadata": { "editable": true }, @@ -4025,7 +4035,7 @@ }, { "cell_type": "markdown", - "id": "a901d25b", + "id": "dcd6a8f9", "metadata": { "editable": true }, @@ -4037,7 +4047,7 @@ }, { "cell_type": "markdown", - "id": "457f79d5", + "id": "88ed413c", "metadata": { "editable": true }, @@ -4049,7 +4059,7 @@ }, { "cell_type": "markdown", - "id": "7482cd0c", + "id": "61e86c9b", "metadata": { "editable": true }, @@ -4059,7 +4069,7 @@ }, { "cell_type": "markdown", - "id": "ef2b4a9d", + "id": "a6b4abb0", "metadata": { "editable": true }, @@ -4071,7 +4081,7 @@ }, { "cell_type": "markdown", - "id": "8ecbdd95", + "id": "a07cac6c", "metadata": { "editable": true }, @@ -4081,7 +4091,7 @@ }, { "cell_type": "markdown", - "id": "b452a84b", + "id": "10d320ab", "metadata": { "editable": true }, @@ -4093,7 +4103,7 @@ }, { "cell_type": "markdown", - "id": "48d85467", + "id": "5f68b2f8", "metadata": { "editable": true }, @@ -4103,7 +4113,7 @@ }, { "cell_type": "markdown", - "id": "625e33e9", + "id": "43369cae", "metadata": { "editable": true }, @@ -4115,7 +4125,7 @@ }, { "cell_type": "markdown", - "id": "84fcc90d", + "id": "f82159c3", "metadata": { "editable": true }, @@ -4127,7 +4137,7 @@ }, { "cell_type": "markdown", - "id": "94bb4daf", + "id": "1a4f700d", "metadata": { "editable": true }, @@ -4137,7 +4147,7 @@ }, { "cell_type": "markdown", - "id": "b4c402f1", + "id": "1f2fad38", "metadata": { "editable": true }, @@ -4149,7 +4159,7 @@ }, { "cell_type": "markdown", - "id": "32aa8c5c", + "id": "b683494a", "metadata": { "editable": true }, @@ -4159,7 +4169,7 @@ }, { "cell_type": "markdown", - "id": "ea9d24d8", + "id": "159ca188", "metadata": { "editable": true }, @@ -4171,7 +4181,7 @@ }, { "cell_type": "markdown", - "id": "ef204641", + "id": "4b435048", "metadata": { "editable": true }, @@ -4183,7 +4193,7 @@ }, { "cell_type": "markdown", - "id": "840c919d", + "id": "efabde29", "metadata": { "editable": true }, @@ -4195,7 +4205,7 @@ }, { "cell_type": "markdown", - "id": "ae496805", + "id": "9b2d2167", "metadata": { "editable": true }, @@ -4205,7 +4215,7 @@ }, { "cell_type": "markdown", - "id": "adeefacb", + "id": "7630d5d7", "metadata": { "editable": true }, @@ -4217,7 +4227,7 @@ }, { "cell_type": "markdown", - "id": "afbe9b1f", + "id": "6e84beef", "metadata": { "editable": true }, @@ -4227,7 +4237,7 @@ }, { "cell_type": "markdown", - "id": "e40a4734", + "id": "58aabfa9", "metadata": { "editable": true }, @@ -4239,7 +4249,7 @@ }, { "cell_type": "markdown", - "id": "359b8cd2", + "id": "20424cbb", "metadata": { "editable": true }, @@ -4249,7 +4259,7 @@ }, { "cell_type": "markdown", - "id": "3d2948ce", + "id": "b0f0152b", "metadata": { "editable": true }, @@ -4261,7 +4271,7 @@ }, { "cell_type": "markdown", - "id": "7784d352", + "id": "637f760c", "metadata": { "editable": true }, @@ -4272,7 +4282,7 @@ }, { "cell_type": "markdown", - "id": "c31793f9", + "id": "70925fed", "metadata": { "editable": true }, @@ -4284,7 +4294,7 @@ }, { "cell_type": "markdown", - "id": "06e4b1dd", + "id": "b1bfcd8b", "metadata": { "editable": true }, @@ -4294,7 +4304,7 @@ }, { "cell_type": "markdown", - "id": "e357a5c7", + "id": "ba9a1a50", "metadata": { "editable": true }, @@ -4306,7 +4316,7 @@ }, { "cell_type": "markdown", - "id": "61b42515", + "id": "f0b57369", "metadata": { "editable": true }, @@ -4316,7 +4326,7 @@ }, { "cell_type": "markdown", - "id": "a89dd493", + "id": "0285832d", "metadata": { "editable": true }, @@ -4328,7 +4338,7 @@ }, { "cell_type": "markdown", - "id": "7b669ac8", + "id": "d84d14f1", "metadata": { "editable": true }, @@ -4341,7 +4351,7 @@ }, { "cell_type": "markdown", - "id": "52f26226", + "id": "25dc124c", "metadata": { "editable": true }, @@ -4353,7 +4363,7 @@ }, { "cell_type": "markdown", - "id": "4abc0867", + "id": "9757147d", "metadata": { "editable": true }, @@ -4365,7 +4375,7 @@ }, { "cell_type": "markdown", - "id": "ec3bb850", + "id": "22120e56", "metadata": { "editable": true }, @@ -4377,7 +4387,7 @@ }, { "cell_type": "markdown", - "id": "43db8d01", + "id": "138e1347", "metadata": { "editable": true }, @@ -4389,7 +4399,7 @@ }, { "cell_type": "markdown", - "id": "8ca6ded9", + "id": "c771782a", "metadata": { "editable": true }, @@ -4401,7 +4411,7 @@ }, { "cell_type": "markdown", - "id": "6eb5060b", + "id": "1bfb8640", "metadata": { "editable": true }, @@ -4411,7 +4421,7 @@ }, { "cell_type": "markdown", - "id": "4a9bffc7", + "id": "ca582ebd", "metadata": { "editable": true }, @@ -4423,7 +4433,7 @@ }, { "cell_type": "markdown", - "id": "aed06458", + "id": "8568e336", "metadata": { "editable": true }, @@ -4435,7 +4445,7 @@ }, { "cell_type": "markdown", - "id": "6ab6bc12", + "id": "a99448fd", "metadata": { "editable": true }, @@ -4448,7 +4458,7 @@ }, { "cell_type": "markdown", - "id": "c6990945", + "id": "cacb38a1", "metadata": { "editable": true }, @@ -4475,7 +4485,7 @@ }, { "cell_type": "markdown", - "id": "045ef3aa", + "id": "23eba54b", "metadata": { "editable": true }, @@ -4486,7 +4496,7 @@ { "cell_type": "code", "execution_count": 44, - "id": "64257f25", + "id": "3d1e7610", "metadata": { "collapsed": false, "editable": true @@ -4582,7 +4592,7 @@ }, { "cell_type": "markdown", - "id": "07198eed", + "id": "9369bd11", "metadata": { "editable": true }, @@ -4597,7 +4607,7 @@ }, { "cell_type": "markdown", - "id": "f9fd388c", + "id": "3db4bdc1", "metadata": { "editable": true }, @@ -4619,7 +4629,7 @@ { "cell_type": "code", "execution_count": 45, - "id": "c447efb1", + "id": "0e78fe46", "metadata": { "collapsed": false, "editable": true @@ -4694,7 +4704,7 @@ }, { "cell_type": "markdown", - "id": "f4a8c4f8", + "id": "c1811d39", "metadata": { "editable": true }, @@ -4706,7 +4716,7 @@ }, { "cell_type": "markdown", - "id": "fca6ce1d", + "id": "715ce488", "metadata": { "editable": true }, @@ -4775,7 +4785,7 @@ }, { "cell_type": "markdown", - "id": "8375e0ee", + "id": "ebbfb957", "metadata": { "editable": true }, @@ -4789,7 +4799,7 @@ { "cell_type": "code", "execution_count": 46, - "id": "995cb4f3", + "id": "60d7fcd4", "metadata": { "collapsed": false, "editable": true @@ -4802,7 +4812,7 @@ }, { "cell_type": "markdown", - "id": "f6b03600", + "id": "a81c45d3", "metadata": { "editable": true }, @@ -4816,7 +4826,7 @@ }, { "cell_type": "markdown", - "id": "16d8ae1e", + "id": "d0730b6b", "metadata": { "editable": true }, @@ -4829,7 +4839,7 @@ }, { "cell_type": "markdown", - "id": "bb8f26d6", + "id": "21a1a896", "metadata": { "editable": true }, @@ -4840,7 +4850,7 @@ }, { "cell_type": "markdown", - "id": "21ae122a", + "id": "fcf65e2b", "metadata": { "editable": true }, @@ -4852,7 +4862,7 @@ }, { "cell_type": "markdown", - "id": "70681940", + "id": "77a595ac", "metadata": { "editable": true }, @@ -4862,7 +4872,7 @@ }, { "cell_type": "markdown", - "id": "3ad382fa", + "id": "67581f9e", "metadata": { "editable": true }, @@ -4874,7 +4884,7 @@ }, { "cell_type": "markdown", - "id": "d1315676", + "id": "d86aed95", "metadata": { "editable": true }, @@ -4885,7 +4895,7 @@ }, { "cell_type": "markdown", - "id": "3629c154", + "id": "91a785fa", "metadata": { "editable": true }, @@ -4904,7 +4914,7 @@ { "cell_type": "code", "execution_count": 47, - "id": "cecae264", + "id": "a19c5f5e", "metadata": { "collapsed": false, "editable": true @@ -4920,7 +4930,7 @@ }, { "cell_type": "markdown", - "id": "f040a1cd", + "id": "4ff8e6f0", "metadata": { "editable": true }, @@ -4930,7 +4940,7 @@ }, { "cell_type": "markdown", - "id": "7730d442", + "id": "dba8795b", "metadata": { "editable": true }, @@ -4941,7 +4951,7 @@ }, { "cell_type": "markdown", - "id": "ab675e19", + "id": "ac778c09", "metadata": { "editable": true }, @@ -4953,7 +4963,7 @@ }, { "cell_type": "markdown", - "id": "da90b2d9", + "id": "00b8debb", "metadata": { "editable": true }, diff --git a/doc/src/week34/week34.do.txt b/doc/src/week34/week34.do.txt index e13be7e67..39531859f 100644 --- a/doc/src/week34/week34.do.txt +++ b/doc/src/week34/week34.do.txt @@ -130,20 +130,26 @@ In addition to the lecture notes, we recommend the books of Rasckha et al and G !split ===== Textbooks ===== +!bblock Main texts +* Goodfellow, Bengio, and Courville (GBC), Deep Learning URL:"https://www.deeplearningbook.org/" +* Sebastian Raschka, Yuxi Lie, and Vahid Mirjalili, Machine Learning with PyTorch and Scikit-Learn at URL:"https://www.packtpub.com/product/machine-learning-with-pytorch-and-scikit-learn/9781801819312", see also URL:"https://sebastianraschka.com/blog/2022/ml-pytorch-book.html" +!eblock -!bblock -* "Goodfellow, Bengio, and Courville (GBC), Deep Learning":"https://www.deeplearningbook.org/" +!bblock Other texts * Christopher M. Bishop (CB), Pattern Recognition and Machine Learning * "Hastie, Tibshirani, and Friedman (HTF), The Elements of Statistical Learning, Springer":"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" +* David Foster, Generative Deep Learning, URL:"https://www.oreilly.com/library/view/generative-deep-learning/9781098134174/" +* Babcock and Gavras, Generative AI with Python and TensorFlow, URL:"https://github.com/PacktPublishing/Hands-On-Generative-AI-with-Python-and-TensorFlow-2" + !eblock !split ===== Reading suggestions week 34 ===== !bblock -This week: Refresh linear algebra, GBC chapters 1 and 2. HTF chapters 2 and 3. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes). +This week: Refresh linear algebra, GBC chapter 2. Install scikit-learn. See lecture notes for week 34 at https://compphysics.github.io/MachineLearning/doc/web/course.html (these notes). !eblock @@ -2646,3 +2652,4 @@ Add now a model which allows you to make polynomials up to degree $15$. Perform +