diff --git a/doc/pub/week43/html/week43-bs.html b/doc/pub/week43/html/week43-bs.html index 4b7cb355e..52b4cc052 100644 --- a/doc/pub/week43/html/week43-bs.html +++ b/doc/pub/week43/html/week43-bs.html @@ -397,7 +397,7 @@ MathJax.Hub.Config({
    -
  1. Reminder from last week, see lalso ecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.
    2. +
  2. Reminder from last week, see also lecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.
  3. Building our own Feed-forward Neural Network.
  4. Coding examples using Tensorflow/Keras and Pytorch examples. The Pytorch examples are adapted from Rashcka's text, see chapters 11-13..
  5. Start discussions on how to use neural networks for solving differential equations (ordinary and partial ones). This topic continues next week as well. diff --git a/doc/pub/week43/html/week43-reveal.html b/doc/pub/week43/html/week43-reveal.html index 3db80b689..04d2f9675 100644 --- a/doc/pub/week43/html/week43-reveal.html +++ b/doc/pub/week43/html/week43-reveal.html @@ -198,7 +198,7 @@ MathJax.Hub.Config({ Material for the lecture on Monday October 20, 2025

      -

    1. Reminder from last week, see lalso ecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.
      2. +

    2. Reminder from last week, see also lecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.

    3. Building our own Feed-forward Neural Network.

    4. Coding examples using Tensorflow/Keras and Pytorch examples. The Pytorch examples are adapted from Rashcka's text, see chapters 11-13..

    5. Start discussions on how to use neural networks for solving differential equations (ordinary and partial ones). This topic continues next week as well. diff --git a/doc/pub/week43/html/week43-solarized.html b/doc/pub/week43/html/week43-solarized.html index 27c79506b..7efee0800 100644 --- a/doc/pub/week43/html/week43-solarized.html +++ b/doc/pub/week43/html/week43-solarized.html @@ -318,7 +318,7 @@ MathJax.Hub.Config({ Material for the lecture on Monday October 20, 2025

        -
      1. Reminder from last week, see lalso ecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.
        2. +
      2. Reminder from last week, see also lecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.
      3. Building our own Feed-forward Neural Network.
      4. Coding examples using Tensorflow/Keras and Pytorch examples. The Pytorch examples are adapted from Rashcka's text, see chapters 11-13..
      5. Start discussions on how to use neural networks for solving differential equations (ordinary and partial ones). This topic continues next week as well. diff --git a/doc/pub/week43/html/week43.html b/doc/pub/week43/html/week43.html index 6c0b7933d..901ed5b9b 100644 --- a/doc/pub/week43/html/week43.html +++ b/doc/pub/week43/html/week43.html @@ -395,7 +395,7 @@ MathJax.Hub.Config({ Material for the lecture on Monday October 20, 2025

          -
        1. Reminder from last week, see lalso ecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.
          2. +
        2. Reminder from last week, see also lecture notes from week 42 at https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html as well as those from week 41, see see https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html.
        3. Building our own Feed-forward Neural Network.
        4. Coding examples using Tensorflow/Keras and Pytorch examples. The Pytorch examples are adapted from Rashcka's text, see chapters 11-13..
        5. Start discussions on how to use neural networks for solving differential equations (ordinary and partial ones). This topic continues next week as well. diff --git a/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz b/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz index 0ff6ebee5..408b30685 100644 Binary files a/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz and b/doc/pub/week43/ipynb/ipynb-week43-src.tar.gz differ diff --git a/doc/pub/week43/ipynb/week43.ipynb b/doc/pub/week43/ipynb/week43.ipynb index 3e86d5cdb..8d5235416 100644 --- a/doc/pub/week43/ipynb/week43.ipynb +++ b/doc/pub/week43/ipynb/week43.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "8c52cd3b", + "id": "b10156d4", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "846eee41", + "id": "f85baa2f", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "ff057bd5", + "id": "543fad4a", "metadata": { "editable": true }, @@ -36,7 +36,7 @@ "\n", "**Material for the lecture on Monday October 20, 2025.**\n", "\n", - "1. Reminder from last week, see lalso ecture notes from week 42 at as well as those from week 41, see see . \n", + "1. Reminder from last week, see also lecture notes from week 42 at as well as those from week 41, see see . \n", "\n", "2. Building our own Feed-forward Neural Network.\n", "\n", @@ -49,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "8d1fd0b3", + "id": "72acb4e9", "metadata": { "editable": true }, @@ -64,7 +64,7 @@ }, { "cell_type": "markdown", - "id": "4990faa2", + "id": "361768dc", "metadata": { "editable": true }, @@ -77,7 +77,7 @@ }, { "cell_type": "markdown", - "id": "76cb0250", + "id": "3e058671", "metadata": { "editable": true }, @@ -94,7 +94,7 @@ }, { "cell_type": "markdown", - "id": "5bdfe8a0", + "id": "8cbbf2bf", "metadata": { "editable": true }, @@ -104,7 +104,7 @@ }, { "cell_type": "markdown", - "id": "b78c27be", + "id": "78e2de21", "metadata": { "editable": true }, @@ -131,7 +131,7 @@ }, { "cell_type": "markdown", - "id": "db515eac", + "id": "41a3dc23", "metadata": { "editable": true }, @@ -154,7 +154,7 @@ }, { "cell_type": "markdown", - "id": "0d9e2c6d", + "id": "0e4ac2c0", "metadata": { "editable": true }, @@ -166,7 +166,7 @@ }, { "cell_type": "markdown", - "id": "c54ddbb9", + "id": "e9fd2f83", "metadata": { "editable": true }, @@ -178,7 +178,7 @@ }, { "cell_type": "markdown", - "id": "0a074eb8", + "id": "16e2b900", "metadata": { "editable": true }, @@ -188,7 +188,7 @@ }, { "cell_type": "markdown", - "id": "2916e7ad", + "id": "f9f4b9d8", "metadata": { "editable": true }, @@ -200,7 +200,7 @@ }, { "cell_type": "markdown", - "id": "fc87090a", + "id": "01be6441", "metadata": { "editable": true }, @@ -214,7 +214,7 @@ }, { "cell_type": "markdown", - "id": "0fab3976", + "id": "ce898b85", "metadata": { "editable": true }, @@ -226,7 +226,7 @@ }, { "cell_type": "markdown", - "id": "506b036e", + "id": "4e2e7314", "metadata": { "editable": true }, @@ -238,7 +238,7 @@ }, { "cell_type": "markdown", - "id": "7230ebb2", + "id": "b7114295", "metadata": { "editable": true }, @@ -248,7 +248,7 @@ }, { "cell_type": "markdown", - "id": "24dcabf8", + "id": "69dfa048", "metadata": { "editable": true }, @@ -260,7 +260,7 @@ }, { "cell_type": "markdown", - "id": "769b4b46", + "id": "6efa469c", "metadata": { "editable": true }, @@ -272,7 +272,7 @@ }, { "cell_type": "markdown", - "id": "0eb6e407", + "id": "076e4937", "metadata": { "editable": true }, @@ -282,7 +282,7 @@ }, { "cell_type": "markdown", - "id": "dd2caf09", + "id": "1072f5a1", "metadata": { "editable": true }, @@ -294,7 +294,7 @@ }, { "cell_type": "markdown", - "id": "3ca5122d", + "id": "f77a7074", "metadata": { "editable": true }, @@ -306,7 +306,7 @@ }, { "cell_type": "markdown", - "id": "0297fbd7", + "id": "f12effab", "metadata": { "editable": true }, @@ -329,7 +329,7 @@ }, { "cell_type": "markdown", - "id": "093209ef", + "id": "31eb54b1", "metadata": { "editable": true }, @@ -341,7 +341,7 @@ }, { "cell_type": "markdown", - "id": "52cacfbe", + "id": "7a549168", "metadata": { "editable": true }, @@ -353,7 +353,7 @@ }, { "cell_type": "markdown", - "id": "3ac82bdf", + "id": "ce35ae73", "metadata": { "editable": true }, @@ -363,7 +363,7 @@ }, { "cell_type": "markdown", - "id": "e3f9be3c", + "id": "d6cdfc89", "metadata": { "editable": true }, @@ -375,7 +375,7 @@ }, { "cell_type": "markdown", - "id": "fdb953a2", + "id": "ddd59bb0", "metadata": { "editable": true }, @@ -396,7 +396,7 @@ }, { "cell_type": "markdown", - "id": "0d8677dd", + "id": "f2a78e55", "metadata": { "editable": true }, @@ -410,7 +410,7 @@ }, { "cell_type": "markdown", - "id": "6d2d4dcc", + "id": "cde73faf", "metadata": { "editable": true }, @@ -422,7 +422,7 @@ }, { "cell_type": "markdown", - "id": "e17fbd6e", + "id": "08048672", "metadata": { "editable": true }, @@ -444,7 +444,7 @@ }, { "cell_type": "markdown", - "id": "4464d159", + "id": "a7085280", "metadata": { "editable": true }, @@ -466,7 +466,7 @@ }, { "cell_type": "markdown", - "id": "d7dacac8", + "id": "291e4fb2", "metadata": { "editable": true }, @@ -484,7 +484,7 @@ }, { "cell_type": "markdown", - "id": "cb79f5a6", + "id": "a8c5f4c2", "metadata": { "editable": true }, @@ -519,7 +519,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "44cf829e", + "id": "9a0aac03", "metadata": { "collapsed": false, "editable": true @@ -531,7 +531,7 @@ }, { "cell_type": "markdown", - "id": "bdf6f4be", + "id": "ca0c7865", "metadata": { "editable": true }, @@ -543,7 +543,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "784ed3b7", + "id": "d0c581f7", "metadata": { "collapsed": false, "editable": true @@ -556,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "30a63e04", + "id": "fe086bc9", "metadata": { "editable": true }, @@ -567,7 +567,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "5ecbf45a", + "id": "f551fad9", "metadata": { "collapsed": false, "editable": true @@ -580,7 +580,7 @@ }, { "cell_type": "markdown", - "id": "4a0568e9", + "id": "58152cef", "metadata": { "editable": true }, @@ -595,7 +595,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "9982df74", + "id": "579b6a4a", "metadata": { "collapsed": false, "editable": true @@ -607,7 +607,7 @@ }, { "cell_type": "markdown", - "id": "b81f34fd", + "id": "5da15206", "metadata": { "editable": true }, @@ -619,7 +619,7 @@ }, { "cell_type": "markdown", - "id": "cf68391d", + "id": "cc970d32", "metadata": { "editable": true }, @@ -632,7 +632,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "2594d47b", + "id": "a4f2c8a8", "metadata": { "collapsed": false, "editable": true @@ -689,7 +689,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "060f0b22", + "id": "d0c06f34", "metadata": { "collapsed": false, "editable": true @@ -718,7 +718,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "5491ac4f", + "id": "8272ca95", "metadata": { "collapsed": false, "editable": true @@ -748,7 +748,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "905a1d27", + "id": "616613a7", "metadata": { "collapsed": false, "editable": true @@ -775,7 +775,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "491849b6", + "id": "f57a7b70", "metadata": { "collapsed": false, "editable": true @@ -817,7 +817,7 @@ }, { "cell_type": "markdown", - "id": "25bfc059", + "id": "a61b50a8", "metadata": { "editable": true }, @@ -828,7 +828,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "29c660b4", + "id": "d220a7ad", "metadata": { "collapsed": false, "editable": true @@ -915,7 +915,7 @@ }, { "cell_type": "markdown", - "id": "50468253", + "id": "d87d7514", "metadata": { "editable": true }, @@ -926,7 +926,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "1e430607", + "id": "c6df6115", "metadata": { "collapsed": false, "editable": true @@ -986,7 +986,7 @@ }, { "cell_type": "markdown", - "id": "44c02ba1", + "id": "5fd4d319", "metadata": { "editable": true }, @@ -1005,7 +1005,7 @@ }, { "cell_type": "markdown", - "id": "87c53214", + "id": "64134feb", "metadata": { "editable": true }, @@ -1027,7 +1027,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "b36b4c64", + "id": "643f7a82", "metadata": { "collapsed": false, "editable": true @@ -1168,7 +1168,7 @@ }, { "cell_type": "markdown", - "id": "166220ac", + "id": "dfa32b7e", "metadata": { "editable": true }, @@ -1184,7 +1184,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "6e3221f8", + "id": "4b88b24e", "metadata": { "collapsed": false, "editable": true @@ -1197,7 +1197,7 @@ }, { "cell_type": "markdown", - "id": "44e094bb", + "id": "2eea0e52", "metadata": { "editable": true }, @@ -1209,7 +1209,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "e8e938bd", + "id": "090bee3c", "metadata": { "collapsed": false, "editable": true @@ -1231,7 +1231,7 @@ }, { "cell_type": "markdown", - "id": "7546f778", + "id": "e0eee286", "metadata": { "editable": true }, @@ -1247,7 +1247,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "55250ea2", + "id": "191224bb", "metadata": { "collapsed": false, "editable": true @@ -1285,7 +1285,7 @@ }, { "cell_type": "markdown", - "id": "6651b1cc", + "id": "7f4a0238", "metadata": { "editable": true }, @@ -1298,7 +1298,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "48d70de6", + "id": "d822b656", "metadata": { "collapsed": false, "editable": true @@ -1319,7 +1319,7 @@ }, { "cell_type": "markdown", - "id": "1763139f", + "id": "7ff32a3b", "metadata": { "editable": true }, @@ -1335,7 +1335,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "2cf6bda9", + "id": "90045474", "metadata": { "collapsed": false, "editable": true @@ -1393,7 +1393,7 @@ }, { "cell_type": "markdown", - "id": "9e48a5a2", + "id": "eec681dc", "metadata": { "editable": true }, @@ -1408,7 +1408,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "12995853", + "id": "a36d4506", "metadata": { "collapsed": false, "editable": true @@ -1429,7 +1429,7 @@ }, { "cell_type": "markdown", - "id": "63d3c5bd", + "id": "d2358581", "metadata": { "editable": true }, @@ -1453,7 +1453,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "7e0107d8", + "id": "9dd0b112", "metadata": { "collapsed": false, "editable": true @@ -1925,7 +1925,7 @@ }, { "cell_type": "markdown", - "id": "2bd145b9", + "id": "b5aaa66b", "metadata": { "editable": true }, @@ -1937,7 +1937,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "c7f3d7ad", + "id": "35f13536", "metadata": { "collapsed": false, "editable": true @@ -1981,7 +1981,7 @@ }, { "cell_type": "markdown", - "id": "312deebb", + "id": "12780998", "metadata": { "editable": true }, @@ -1997,7 +1997,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "9c4f1717", + "id": "3de4263c", "metadata": { "collapsed": false, "editable": true @@ -2012,7 +2012,7 @@ }, { "cell_type": "markdown", - "id": "825279d3", + "id": "e3ca1fb5", "metadata": { "editable": true }, @@ -2023,7 +2023,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "e6133768", + "id": "714229a9", "metadata": { "collapsed": false, "editable": true @@ -2038,7 +2038,7 @@ }, { "cell_type": "markdown", - "id": "d561f849", + "id": "2240c6b8", "metadata": { "editable": true }, @@ -2054,7 +2054,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "22a52980", + "id": "96f9f1ab", "metadata": { "collapsed": false, "editable": true @@ -2068,7 +2068,7 @@ }, { "cell_type": "markdown", - "id": "e0dba967", + "id": "21af3f64", "metadata": { "editable": true }, @@ -2083,7 +2083,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "d05f8035", + "id": "98f0055d", "metadata": { "collapsed": false, "editable": true @@ -2109,7 +2109,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "dc7b7fec", + "id": "fbd2675f", "metadata": { "collapsed": false, "editable": true @@ -2124,7 +2124,7 @@ }, { "cell_type": "markdown", - "id": "7bfd050a", + "id": "64ed3461", "metadata": { "editable": true }, @@ -2135,7 +2135,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "02b08ed6", + "id": "1cdc9d23", "metadata": { "collapsed": false, "editable": true @@ -2150,7 +2150,7 @@ }, { "cell_type": "markdown", - "id": "59b85b1b", + "id": "13e2f881", "metadata": { "editable": true }, @@ -2161,7 +2161,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "eebfa498", + "id": "c28f2181", "metadata": { "collapsed": false, "editable": true @@ -2181,7 +2181,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "cabc2b09", + "id": "3150b724", "metadata": { "collapsed": false, "editable": true @@ -2196,7 +2196,7 @@ }, { "cell_type": "markdown", - "id": "37d5b7bb", + "id": "17aebab2", "metadata": { "editable": true }, @@ -2211,7 +2211,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "ffc6fca1", + "id": "997c5001", "metadata": { "collapsed": false, "editable": true @@ -2248,7 +2248,7 @@ }, { "cell_type": "markdown", - "id": "cc530309", + "id": "43d805bc", "metadata": { "editable": true }, @@ -2261,7 +2261,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "0d61131c", + "id": "4bbaf697", "metadata": { "collapsed": false, "editable": true @@ -2284,7 +2284,7 @@ }, { "cell_type": "markdown", - "id": "ce4ce787", + "id": "31e852a7", "metadata": { "editable": true }, @@ -2294,7 +2294,7 @@ }, { "cell_type": "markdown", - "id": "e5d7a6ab", + "id": "9792c0c3", "metadata": { "editable": true }, @@ -2321,7 +2321,7 @@ }, { "cell_type": "markdown", - "id": "56b23083", + "id": "9214a407", "metadata": { "editable": true }, @@ -2335,7 +2335,7 @@ }, { "cell_type": "markdown", - "id": "3f9d87d4", + "id": "40a78c33", "metadata": { "editable": true }, @@ -2352,7 +2352,7 @@ }, { "cell_type": "markdown", - "id": "ff7d3133", + "id": "42dae561", "metadata": { "editable": true }, @@ -2368,7 +2368,7 @@ }, { "cell_type": "markdown", - "id": "f387989d", + "id": "b4bf5f2e", "metadata": { "editable": true }, @@ -2380,7 +2380,7 @@ }, { "cell_type": "markdown", - "id": "d15b7ed8", + "id": "1f4f3eba", "metadata": { "editable": true }, @@ -2398,7 +2398,7 @@ }, { "cell_type": "markdown", - "id": "8b0ad0fb", + "id": "d799a47c", "metadata": { "editable": true }, @@ -2419,7 +2419,7 @@ }, { "cell_type": "markdown", - "id": "c33b7fca", + "id": "abb02959", "metadata": { "editable": true }, @@ -2436,7 +2436,7 @@ }, { "cell_type": "markdown", - "id": "d88cb1c8", + "id": "6468ecf8", "metadata": { "editable": true }, @@ -2448,7 +2448,7 @@ }, { "cell_type": "markdown", - "id": "13593649", + "id": "e7441b12", "metadata": { "editable": true }, @@ -2459,7 +2459,7 @@ }, { "cell_type": "markdown", - "id": "a5e615d0", + "id": "0ffd1c29", "metadata": { "editable": true }, @@ -2476,7 +2476,7 @@ }, { "cell_type": "markdown", - "id": "952778b9", + "id": "e55c8d3e", "metadata": { "editable": true }, @@ -2487,7 +2487,7 @@ }, { "cell_type": "markdown", - "id": "63c41a29", + "id": "8a940e88", "metadata": { "editable": true }, @@ -2503,7 +2503,7 @@ }, { "cell_type": "markdown", - "id": "95ebdbc4", + "id": "547613c0", "metadata": { "editable": true }, @@ -2515,7 +2515,7 @@ }, { "cell_type": "markdown", - "id": "48862a28", + "id": "826651d6", "metadata": { "editable": true }, @@ -2532,7 +2532,7 @@ }, { "cell_type": "markdown", - "id": "98174490", + "id": "870b960b", "metadata": { "editable": true }, @@ -2544,7 +2544,7 @@ }, { "cell_type": "markdown", - "id": "f3d8ced5", + "id": "5a8fd1e3", "metadata": { "editable": true }, @@ -2562,7 +2562,7 @@ }, { "cell_type": "markdown", - "id": "0cdbddeb", + "id": "55b4f286", "metadata": { "editable": true }, @@ -2572,7 +2572,7 @@ }, { "cell_type": "markdown", - "id": "8afed5da", + "id": "7e4f689b", "metadata": { "editable": true }, @@ -2584,7 +2584,7 @@ }, { "cell_type": "markdown", - "id": "b6cdd16d", + "id": "01e8e999", "metadata": { "editable": true }, @@ -2601,7 +2601,7 @@ }, { "cell_type": "markdown", - "id": "9423bac1", + "id": "7ccea9f1", "metadata": { "editable": true }, @@ -2613,7 +2613,7 @@ }, { "cell_type": "markdown", - "id": "e3ddd331", + "id": "47fde776", "metadata": { "editable": true }, @@ -2624,7 +2624,7 @@ }, { "cell_type": "markdown", - "id": "41278f19", + "id": "f7a8f626", "metadata": { "editable": true }, @@ -2636,7 +2636,7 @@ }, { "cell_type": "markdown", - "id": "8d0ce198", + "id": "66551df0", "metadata": { "editable": true }, @@ -2646,7 +2646,7 @@ }, { "cell_type": "markdown", - "id": "dc70817c", + "id": "c354ef4e", "metadata": { "editable": true }, @@ -2666,7 +2666,7 @@ }, { "cell_type": "markdown", - "id": "8c2e8dde", + "id": "a574c0b7", "metadata": { "editable": true }, @@ -2683,7 +2683,7 @@ }, { "cell_type": "markdown", - "id": "5ad2bff5", + "id": "22f440c8", "metadata": { "editable": true }, @@ -2702,7 +2702,7 @@ }, { "cell_type": "markdown", - "id": "5f845ba6", + "id": "0ff80a83", "metadata": { "editable": true }, @@ -2714,7 +2714,7 @@ }, { "cell_type": "markdown", - "id": "2604055d", + "id": "6829edab", "metadata": { "editable": true }, @@ -2724,7 +2724,7 @@ }, { "cell_type": "markdown", - "id": "b4ba9669", + "id": "381c61e2", "metadata": { "editable": true }, @@ -2741,7 +2741,7 @@ }, { "cell_type": "markdown", - "id": "875686e8", + "id": "ac36a03d", "metadata": { "editable": true }, @@ -2751,7 +2751,7 @@ }, { "cell_type": "markdown", - "id": "ee9f7d57", + "id": "2899becc", "metadata": { "editable": true }, @@ -2767,7 +2767,7 @@ }, { "cell_type": "markdown", - "id": "1e370697", + "id": "d52c8124", "metadata": { "editable": true }, @@ -2779,7 +2779,7 @@ }, { "cell_type": "markdown", - "id": "833f3b82", + "id": "3f8f684e", "metadata": { "editable": true }, @@ -2791,7 +2791,7 @@ }, { "cell_type": "markdown", - "id": "35da5498", + "id": "92cc16c9", "metadata": { "editable": true }, @@ -2803,7 +2803,7 @@ }, { "cell_type": "markdown", - "id": "b44a64f2", + "id": "628e0dfc", "metadata": { "editable": true }, @@ -2813,7 +2813,7 @@ }, { "cell_type": "markdown", - "id": "116b1937", + "id": "e54b4c6e", "metadata": { "editable": true }, @@ -2825,7 +2825,7 @@ }, { "cell_type": "markdown", - "id": "9ef6d929", + "id": "80dc48dd", "metadata": { "editable": true }, @@ -2842,7 +2842,7 @@ }, { "cell_type": "markdown", - "id": "bd901882", + "id": "e57a1d70", "metadata": { "editable": true }, @@ -2852,7 +2852,7 @@ }, { "cell_type": "markdown", - "id": "31348d62", + "id": "8ad67e57", "metadata": { "editable": true }, @@ -2864,7 +2864,7 @@ }, { "cell_type": "markdown", - "id": "ae4a794d", + "id": "4eed66ce", "metadata": { "editable": true }, @@ -2878,7 +2878,7 @@ }, { "cell_type": "markdown", - "id": "a4ca4b65", + "id": "9d652c56", "metadata": { "editable": true }, @@ -2894,7 +2894,7 @@ }, { "cell_type": "markdown", - "id": "6cd19213", + "id": "9a5a1ad7", "metadata": { "editable": true }, @@ -2906,7 +2906,7 @@ }, { "cell_type": "markdown", - "id": "e6d9fb88", + "id": "ed15e067", "metadata": { "editable": true }, @@ -2928,7 +2928,7 @@ }, { "cell_type": "markdown", - "id": "2b7229da", + "id": "827ac223", "metadata": { "editable": true }, @@ -2940,7 +2940,7 @@ }, { "cell_type": "markdown", - "id": "cd4f193b", + "id": "a0a7b13f", "metadata": { "editable": true }, @@ -2963,7 +2963,7 @@ }, { "cell_type": "markdown", - "id": "e475f927", + "id": "0879010a", "metadata": { "editable": true }, @@ -2979,7 +2979,7 @@ }, { "cell_type": "markdown", - "id": "95a91bdd", + "id": "66ac91b3", "metadata": { "editable": true }, @@ -2991,7 +2991,7 @@ }, { "cell_type": "markdown", - "id": "56c75c71", + "id": "470c74b5", "metadata": { "editable": true }, @@ -3015,7 +3015,7 @@ }, { "cell_type": "markdown", - "id": "0cc6d1a9", + "id": "bf5e6967", "metadata": { "editable": true }, @@ -3027,7 +3027,7 @@ }, { "cell_type": "markdown", - "id": "0175da6a", + "id": "766b88f8", "metadata": { "editable": true }, @@ -3048,7 +3048,7 @@ }, { "cell_type": "markdown", - "id": "5fe7bc0e", + "id": "5c114139", "metadata": { "editable": true }, @@ -3060,7 +3060,7 @@ }, { "cell_type": "markdown", - "id": "7f0577a4", + "id": "45596281", "metadata": { "editable": true }, @@ -3079,7 +3079,7 @@ }, { "cell_type": "markdown", - "id": "11c8c142", + "id": "2c1378fb", "metadata": { "editable": true }, @@ -3089,7 +3089,7 @@ }, { "cell_type": "markdown", - "id": "01ca4d08", + "id": "66a732e1", "metadata": { "editable": true }, @@ -3103,7 +3103,7 @@ }, { "cell_type": "markdown", - "id": "f5133d80", + "id": "fdf81225", "metadata": { "editable": true }, @@ -3115,7 +3115,7 @@ }, { "cell_type": "markdown", - "id": "c1e40110", + "id": "9bb52111", "metadata": { "editable": true }, @@ -3127,7 +3127,7 @@ }, { "cell_type": "markdown", - "id": "89f577fa", + "id": "f3e495b4", "metadata": { "editable": true }, @@ -3144,7 +3144,7 @@ }, { "cell_type": "markdown", - "id": "73db81fc", + "id": "adc904df", "metadata": { "editable": true }, @@ -3156,7 +3156,7 @@ }, { "cell_type": "markdown", - "id": "6956b9f1", + "id": "2d01b1b5", "metadata": { "editable": true }, @@ -3178,7 +3178,7 @@ }, { "cell_type": "markdown", - "id": "13e5d04c", + "id": "5077f4f7", "metadata": { "editable": true }, @@ -3193,7 +3193,7 @@ }, { "cell_type": "markdown", - "id": "dd560ef7", + "id": "fb01e943", "metadata": { "editable": true }, @@ -3204,7 +3204,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "ac42510c", + "id": "6347e101", "metadata": { "collapsed": false, "editable": true @@ -3359,7 +3359,7 @@ }, { "cell_type": "markdown", - "id": "22aed435", + "id": "59e5acda", "metadata": { "editable": true }, @@ -3374,7 +3374,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "96179484", + "id": "f1a60516", "metadata": { "collapsed": false, "editable": true @@ -3543,7 +3543,7 @@ }, { "cell_type": "markdown", - "id": "a0ff62a9", + "id": "807a375c", "metadata": { "editable": true }, @@ -3556,7 +3556,7 @@ }, { "cell_type": "markdown", - "id": "e9112c77", + "id": "d35839bb", "metadata": { "editable": true }, @@ -3573,7 +3573,7 @@ }, { "cell_type": "markdown", - "id": "cf582ad1", + "id": "2991d1fe", "metadata": { "editable": true }, @@ -3589,7 +3589,7 @@ }, { "cell_type": "markdown", - "id": "d945a6b3", + "id": "ee668a71", "metadata": { "editable": true }, @@ -3602,7 +3602,7 @@ }, { "cell_type": "markdown", - "id": "e98cd638", + "id": "febf10cc", "metadata": { "editable": true }, @@ -3619,7 +3619,7 @@ }, { "cell_type": "markdown", - "id": "8b5c6044", + "id": "494194e3", "metadata": { "editable": true }, @@ -3631,7 +3631,7 @@ }, { "cell_type": "markdown", - "id": "74c055d2", + "id": "5efa7b11", "metadata": { "editable": true }, @@ -3658,7 +3658,7 @@ }, { "cell_type": "markdown", - "id": "a65e3069", + "id": "568131dc", "metadata": { "editable": true }, @@ -3671,7 +3671,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "b092c21e", + "id": "8737e028", "metadata": { "collapsed": false, "editable": true @@ -3850,7 +3850,7 @@ }, { "cell_type": "markdown", - "id": "1aa71f38", + "id": "0904f64d", "metadata": { "editable": true }, @@ -3870,7 +3870,7 @@ }, { "cell_type": "markdown", - "id": "9d1de21f", + "id": "6f3577a8", "metadata": { "editable": true }, @@ -3885,7 +3885,7 @@ }, { "cell_type": "markdown", - "id": "826b08a1", + "id": "56d4410b", "metadata": { "editable": true }, @@ -3899,7 +3899,7 @@ }, { "cell_type": "markdown", - "id": "c4493848", + "id": "48d2707e", "metadata": { "editable": true }, @@ -3915,7 +3915,7 @@ }, { "cell_type": "markdown", - "id": "e37b66c6", + "id": "66d99f85", "metadata": { "editable": true }, @@ -3925,7 +3925,7 @@ }, { "cell_type": "markdown", - "id": "264abdcc", + "id": "3c9447d9", "metadata": { "editable": true }, @@ -3947,7 +3947,7 @@ }, { "cell_type": "markdown", - "id": "afc2e4cc", + "id": "724b97f1", "metadata": { "editable": true }, @@ -3961,7 +3961,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "63c572f6", + "id": "58b0da70", "metadata": { "collapsed": false, "editable": true @@ -4037,7 +4037,7 @@ }, { "cell_type": "markdown", - "id": "6381dfa2", + "id": "f1230dee", "metadata": { "editable": true }, @@ -4049,7 +4049,7 @@ }, { "cell_type": "markdown", - "id": "ddcc006d", + "id": "ba2c6d0a", "metadata": { "editable": true }, @@ -4066,7 +4066,7 @@ }, { "cell_type": "markdown", - "id": "85639943", + "id": "bab1c7d3", "metadata": { "editable": true }, @@ -4078,7 +4078,7 @@ }, { "cell_type": "markdown", - "id": "f17eea8d", + "id": "42bfde23", "metadata": { "editable": true }, @@ -4093,7 +4093,7 @@ }, { "cell_type": "markdown", - "id": "1efed335", + "id": "7b3a2504", "metadata": { "editable": true }, @@ -4105,7 +4105,7 @@ }, { "cell_type": "markdown", - "id": "23e866a2", + "id": "a419909c", "metadata": { "editable": true }, @@ -4117,7 +4117,7 @@ }, { "cell_type": "markdown", - "id": "2cfcda87", + "id": "125f8197", "metadata": { "editable": true }, @@ -4129,7 +4129,7 @@ }, { "cell_type": "markdown", - "id": "b2a2d58c", + "id": "16376b60", "metadata": { "editable": true }, @@ -4139,7 +4139,7 @@ }, { "cell_type": "markdown", - "id": "a7c84b58", + "id": "044c76ec", "metadata": { "editable": true }, @@ -4156,7 +4156,7 @@ }, { "cell_type": "markdown", - "id": "9db2324e", + "id": "0ec4860b", "metadata": { "editable": true }, @@ -4168,7 +4168,7 @@ }, { "cell_type": "markdown", - "id": "f94f8d1a", + "id": "03e27ec0", "metadata": { "editable": true }, @@ -4180,7 +4180,7 @@ }, { "cell_type": "markdown", - "id": "e8eaba06", + "id": "82fdb51f", "metadata": { "editable": true }, @@ -4190,7 +4190,7 @@ }, { "cell_type": "markdown", - "id": "3c345647", + "id": "82e39d0e", "metadata": { "editable": true }, @@ -4202,7 +4202,7 @@ }, { "cell_type": "markdown", - "id": "0d913be0", + "id": "bf029e6c", "metadata": { "editable": true }, @@ -4213,7 +4213,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "96194d94", + "id": "e10d7641", "metadata": { "collapsed": false, "editable": true @@ -4378,7 +4378,7 @@ }, { "cell_type": "markdown", - "id": "780c5c66", + "id": "82891392", "metadata": { "editable": true }, @@ -4400,7 +4400,7 @@ }, { "cell_type": "markdown", - "id": "b6dfbfdc", + "id": "ad4ef510", "metadata": { "editable": true }, @@ -4417,7 +4417,7 @@ }, { "cell_type": "markdown", - "id": "011ba117", + "id": "eb8ab804", "metadata": { "editable": true }, @@ -4427,7 +4427,7 @@ }, { "cell_type": "markdown", - "id": "cdf079bc", + "id": "f9b7b2a0", "metadata": { "editable": true }, @@ -4442,7 +4442,7 @@ }, { "cell_type": "markdown", - "id": "bf2fc40c", + "id": "6a71c7bb", "metadata": { "editable": true }, @@ -4452,7 +4452,7 @@ }, { "cell_type": "markdown", - "id": "6662f05c", + "id": "d19780a8", "metadata": { "editable": true }, @@ -4467,7 +4467,7 @@ }, { "cell_type": "markdown", - "id": "fe9a0465", + "id": "00fedc6e", "metadata": { "editable": true }, @@ -4478,7 +4478,7 @@ }, { "cell_type": "markdown", - "id": "7603ea9a", + "id": "28005c86", "metadata": { "editable": true }, @@ -4498,7 +4498,7 @@ }, { "cell_type": "markdown", - "id": "6744dfef", + "id": "d562bb0c", "metadata": { "editable": true }, @@ -4510,7 +4510,7 @@ }, { "cell_type": "markdown", - "id": "af13fca6", + "id": "bdee81e4", "metadata": { "editable": true }, @@ -4547,7 +4547,7 @@ }, { "cell_type": "markdown", - "id": "bd1bd149", + "id": "ddf436f5", "metadata": { "editable": true }, @@ -4557,7 +4557,7 @@ }, { "cell_type": "markdown", - "id": "43e51ef4", + "id": "66ae2d44", "metadata": { "editable": true }, @@ -4570,7 +4570,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "49c94dd9", + "id": "17f02a24", "metadata": { "collapsed": false, "editable": true @@ -4775,7 +4775,7 @@ }, { "cell_type": "markdown", - "id": "6d27256f", + "id": "51ee4433", "metadata": { "editable": true }, @@ -4792,7 +4792,7 @@ }, { "cell_type": "markdown", - "id": "df08a8ac", + "id": "1ec16aab", "metadata": { "editable": true }, @@ -4809,7 +4809,7 @@ }, { "cell_type": "markdown", - "id": "ec4b9fd4", + "id": "64fd215d", "metadata": { "editable": true }, @@ -4819,7 +4819,7 @@ }, { "cell_type": "markdown", - "id": "92f17705", + "id": "3efab799", "metadata": { "editable": true }, @@ -4834,7 +4834,7 @@ }, { "cell_type": "markdown", - "id": "eec1785d", + "id": "80e6d77c", "metadata": { "editable": true }, @@ -4848,7 +4848,7 @@ }, { "cell_type": "markdown", - "id": "544c3fce", + "id": "f08a42bd", "metadata": { "editable": true }, @@ -4861,7 +4861,7 @@ }, { "cell_type": "markdown", - "id": "74af5618", + "id": "af035b50", "metadata": { "editable": true }, @@ -4881,7 +4881,7 @@ }, { "cell_type": "markdown", - "id": "9a7c5864", + "id": "ee147dfb", "metadata": { "editable": true }, @@ -4893,7 +4893,7 @@ }, { "cell_type": "markdown", - "id": "3f2d680d", + "id": "850e95ed", "metadata": { "editable": true }, @@ -4905,7 +4905,7 @@ }, { "cell_type": "markdown", - "id": "118044b0", + "id": "96f9cca4", "metadata": { "editable": true }, @@ -4917,7 +4917,7 @@ }, { "cell_type": "markdown", - "id": "e9b82be4", + "id": "70394cae", "metadata": { "editable": true }, @@ -4927,7 +4927,7 @@ }, { "cell_type": "markdown", - "id": "d5e6b103", + "id": "d06e6c30", "metadata": { "editable": true }, @@ -4939,7 +4939,7 @@ }, { "cell_type": "markdown", - "id": "c9dec199", + "id": "b4972f88", "metadata": { "editable": true }, @@ -4951,7 +4951,7 @@ }, { "cell_type": "markdown", - "id": "118d2522", + "id": "3d35cbd3", "metadata": { "editable": true }, @@ -4963,7 +4963,7 @@ }, { "cell_type": "markdown", - "id": "1d13aaff", + "id": "984bf645", "metadata": { "editable": true }, @@ -4973,7 +4973,7 @@ }, { "cell_type": "markdown", - "id": "4de9c463", + "id": "9d58d0ec", "metadata": { "editable": true }, @@ -4989,7 +4989,7 @@ }, { "cell_type": "markdown", - "id": "65b2ba09", + "id": "99cf8f47", "metadata": { "editable": true }, @@ -4999,7 +4999,7 @@ }, { "cell_type": "markdown", - "id": "843d90aa", + "id": "777ad3a8", "metadata": { "editable": true }, @@ -5011,7 +5011,7 @@ }, { "cell_type": "markdown", - "id": "77447bcd", + "id": "7182b747", "metadata": { "editable": true }, @@ -5028,7 +5028,7 @@ }, { "cell_type": "markdown", - "id": "c3cf90aa", + "id": "3c40d528", "metadata": { "editable": true }, @@ -5038,7 +5038,7 @@ }, { "cell_type": "markdown", - "id": "257d1f48", + "id": "7cb1e15a", "metadata": { "editable": true }, @@ -5054,7 +5054,7 @@ }, { "cell_type": "markdown", - "id": "7f4f7d6a", + "id": "5c4bcdb5", "metadata": { "editable": true }, @@ -5068,7 +5068,7 @@ }, { "cell_type": "markdown", - "id": "1e0c143a", + "id": "c84ff432", "metadata": { "editable": true }, @@ -5087,7 +5087,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "e52c49e9", + "id": "ba62ab4c", "metadata": { "collapsed": false, "editable": true @@ -5142,7 +5142,7 @@ }, { "cell_type": "markdown", - "id": "e6975906", + "id": "7fd9e6dc", "metadata": { "editable": true }, @@ -5172,7 +5172,7 @@ }, { "cell_type": "markdown", - "id": "d665f51c", + "id": "6c63c928", "metadata": { "editable": true }, @@ -5201,7 +5201,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "152c290e", + "id": "4192bf3d", "metadata": { "collapsed": false, "editable": true @@ -5248,7 +5248,7 @@ }, { "cell_type": "markdown", - "id": "eac82d2c", + "id": "87f8417d", "metadata": { "editable": true }, @@ -5274,7 +5274,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "df3d9605", + "id": "1572e93b", "metadata": { "collapsed": false, "editable": true @@ -5508,7 +5508,7 @@ }, { "cell_type": "markdown", - "id": "fec03008", + "id": "bf7afd74", "metadata": { "editable": true }, @@ -5520,7 +5520,7 @@ }, { "cell_type": "markdown", - "id": "403f7560", + "id": "fdef78b2", "metadata": { "editable": true }, @@ -5532,7 +5532,7 @@ }, { "cell_type": "markdown", - "id": "dc05badf", + "id": "be570613", "metadata": { "editable": true }, @@ -5544,7 +5544,7 @@ }, { "cell_type": "markdown", - "id": "1daf1dd8", + "id": "9f81e04f", "metadata": { "editable": true }, @@ -5561,7 +5561,7 @@ }, { "cell_type": "markdown", - "id": "4da632df", + "id": "91171d8b", "metadata": { "editable": true }, @@ -5571,7 +5571,7 @@ }, { "cell_type": "markdown", - "id": "851bb943", + "id": "dbbbb8a5", "metadata": { "editable": true }, @@ -5583,7 +5583,7 @@ }, { "cell_type": "markdown", - "id": "760b72fe", + "id": "3f1be58e", "metadata": { "editable": true }, @@ -5600,7 +5600,7 @@ }, { "cell_type": "markdown", - "id": "e3e22598", + "id": "d54c4188", "metadata": { "editable": true }, @@ -5611,7 +5611,7 @@ }, { "cell_type": "markdown", - "id": "59f39060", + "id": "952c58e8", "metadata": { "editable": true }, @@ -5631,7 +5631,7 @@ }, { "cell_type": "markdown", - "id": "bf3a2904", + "id": "a650bae2", "metadata": { "editable": true }, @@ -5641,7 +5641,7 @@ }, { "cell_type": "markdown", - "id": "4a633f01", + "id": "9e0b8996", "metadata": { "editable": true }, @@ -5667,7 +5667,7 @@ }, { "cell_type": "markdown", - "id": "c09dc6a7", + "id": "0f3f1985", "metadata": { "editable": true }, @@ -5683,7 +5683,7 @@ }, { "cell_type": "markdown", - "id": "592d4d57", + "id": "fbd35329", "metadata": { "editable": true }, @@ -5694,7 +5694,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "1c25dc4e", + "id": "6ccf9344", "metadata": { "collapsed": false, "editable": true @@ -5925,7 +5925,7 @@ }, { "cell_type": "markdown", - "id": "5072a8bd", + "id": "988e09cf", "metadata": { "editable": true }, diff --git a/doc/src/week43/week43.do.txt b/doc/src/week43/week43.do.txt index 1fccfd4e0..529cd1bdc 100644 --- a/doc/src/week43/week43.do.txt +++ b/doc/src/week43/week43.do.txt @@ -6,7 +6,7 @@ DATE: October 20, 2025 ===== Plans for week 43 ===== !bblock Material for the lecture on Monday October 20, 2025 -o Reminder from last week, see lalso ecture notes from week 42 at URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html" as well as those from week 41, see see URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html". +o Reminder from last week, see also lecture notes from week 42 at URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week42.html" as well as those from week 41, see see URL:"https://compphysics.github.io/MachineLearning/doc/LectureNotes/_build/html/week41.html". o Building our own Feed-forward Neural Network. o Coding examples using Tensorflow/Keras and Pytorch examples. The Pytorch examples are adapted from Rashcka's text, see chapters 11-13.. o Start discussions on how to use neural networks for solving differential equations (ordinary and partial ones). This topic continues next week as well.