From 5744e3607fe5a4d11db19258e3f9bbde66c0a609 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Sat, 15 Oct 2022 04:28:11 +0900 Subject: [PATCH] update week 42 --- doc/pub/week42/html/._week42-bs000.html | 2 +- doc/pub/week42/html/._week42-bs002.html | 2 +- doc/pub/week42/html/week42-bs.html | 2 +- doc/pub/week42/html/week42-reveal.html | 4 +- doc/pub/week42/html/week42-solarized.html | 4 +- doc/pub/week42/html/week42.html | 4 +- doc/pub/week42/ipynb/ipynb-week42-src.tar.gz | Bin 88024 -> 88024 bytes doc/pub/week42/ipynb/week42.ipynb | 528 +++++++++---------- doc/src/week42/week42.do.txt | 2 +- 9 files changed, 274 insertions(+), 274 deletions(-) diff --git a/doc/pub/week42/html/._week42-bs000.html b/doc/pub/week42/html/._week42-bs000.html index fd275beae..dff4b2846 100644 --- a/doc/pub/week42/html/._week42-bs000.html +++ b/doc/pub/week42/html/._week42-bs000.html @@ -417,7 +417,7 @@ MathJax.Hub.Config({
-

Aug 23, 2022

+

Oct 15, 2022


diff --git a/doc/pub/week42/html/._week42-bs002.html b/doc/pub/week42/html/._week42-bs002.html index 6d08007d5..6b0deae8b 100644 --- a/doc/pub/week42/html/._week42-bs002.html +++ b/doc/pub/week42/html/._week42-bs002.html @@ -402,7 +402,7 @@ MathJax.Hub.Config({

Using Automatic differentiation

In our discussions of ordinary differential equations -we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation. +we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.

diff --git a/doc/pub/week42/html/week42-bs.html b/doc/pub/week42/html/week42-bs.html index fd275beae..dff4b2846 100644 --- a/doc/pub/week42/html/week42-bs.html +++ b/doc/pub/week42/html/week42-bs.html @@ -417,7 +417,7 @@ MathJax.Hub.Config({

-

Aug 23, 2022

+

Oct 15, 2022


diff --git a/doc/pub/week42/html/week42-reveal.html b/doc/pub/week42/html/week42-reveal.html index 429351e91..50ef22d91 100644 --- a/doc/pub/week42/html/week42-reveal.html +++ b/doc/pub/week42/html/week42-reveal.html @@ -184,7 +184,7 @@ MathJax.Hub.Config({
-

Aug 23, 2022

+

Oct 15, 2022


@@ -240,7 +240,7 @@ MathJax.Hub.Config({

Using Automatic differentiation

In our discussions of ordinary differential equations -we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation. +we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.

diff --git a/doc/pub/week42/html/week42-solarized.html b/doc/pub/week42/html/week42-solarized.html index 6445e344b..32f1dd4ed 100644 --- a/doc/pub/week42/html/week42-solarized.html +++ b/doc/pub/week42/html/week42-solarized.html @@ -326,7 +326,7 @@ MathJax.Hub.Config({
-

Aug 23, 2022

+

Oct 15, 2022


@@ -375,7 +375,7 @@ MathJax.Hub.Config({

Using Automatic differentiation

In our discussions of ordinary differential equations -we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation. +we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.











diff --git a/doc/pub/week42/html/week42.html b/doc/pub/week42/html/week42.html index ea63b8dd2..ea524b6ab 100644 --- a/doc/pub/week42/html/week42.html +++ b/doc/pub/week42/html/week42.html @@ -403,7 +403,7 @@ MathJax.Hub.Config({
-

Aug 23, 2022

+

Oct 15, 2022


@@ -452,7 +452,7 @@ MathJax.Hub.Config({

Using Automatic differentiation

In our discussions of ordinary differential equations -we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 40 and the Autograd documentation. +we will also study the usage of Autograd in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from week 39 and the Autograd documentation.











diff --git a/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz b/doc/pub/week42/ipynb/ipynb-week42-src.tar.gz index cff5e766e5d873e6ff2b140ea548af07010cac16..53bc629c70a1591e5c1487bedccbade329824b82 100644 GIT binary patch delta 21 dcmcbyp7q9hR(APr4hFj&o{j8V*%>c}0{~e62Yvtm delta 21 dcmcbyp7q9hR(APr4hGh#ERF12*%>c}0{~NE2HgMv diff --git a/doc/pub/week42/ipynb/week42.ipynb b/doc/pub/week42/ipynb/week42.ipynb index e24ebb97a..de0a79348 100644 --- a/doc/pub/week42/ipynb/week42.ipynb +++ b/doc/pub/week42/ipynb/week42.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "e0fe27e2", + "id": "155a78ee", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "c0e7007d", + "id": "cddfae52", "metadata": { "editable": true }, @@ -22,14 +22,14 @@ "# Week 42 Solving differential equations and Convolutional (CNN)\n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo and Department of Physics and Astronomy and National Superconducting Cyclotron Laboratory, Michigan State University\n", "\n", - "Date: **Aug 23, 2022**\n", + "Date: **Oct 15, 2022**\n", "\n", "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license" ] }, { "cell_type": "markdown", - "id": "5dd70de9", + "id": "a0edc62d", "metadata": { "editable": true }, @@ -67,7 +67,7 @@ }, { "cell_type": "markdown", - "id": "22dcc528", + "id": "e35a7d32", "metadata": { "editable": true }, @@ -75,12 +75,12 @@ "## Using Automatic differentiation\n", "\n", "In our discussions of ordinary differential equations \n", - "we will also study the usage of [Autograd](https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola) in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from [week 40](https://compphysics.github.io/MachineLearning/doc/pub/week40/html/week40.html) and the [Autograd documentation](https://github.com/HIPS/autograd)." + "we will also study the usage of [Autograd](https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola) in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from [week 39](https://compphysics.github.io/MachineLearning/doc/pub/week39/html/week39.html) and the [Autograd documentation](https://github.com/HIPS/autograd)." ] }, { "cell_type": "markdown", - "id": "5e6ea881", + "id": "82b4c24d", "metadata": { "editable": true }, @@ -103,7 +103,7 @@ }, { "cell_type": "markdown", - "id": "537079ff", + "id": "b24088fe", "metadata": { "editable": true }, @@ -117,7 +117,7 @@ }, { "cell_type": "markdown", - "id": "2bc8c63a", + "id": "d9682f98", "metadata": { "editable": true }, @@ -134,7 +134,7 @@ }, { "cell_type": "markdown", - "id": "e277b568", + "id": "48a09cab", "metadata": { "editable": true }, @@ -150,7 +150,7 @@ }, { "cell_type": "markdown", - "id": "d0368be9", + "id": "a28908c5", "metadata": { "editable": true }, @@ -162,7 +162,7 @@ }, { "cell_type": "markdown", - "id": "bc2808b0", + "id": "b8399f58", "metadata": { "editable": true }, @@ -180,7 +180,7 @@ }, { "cell_type": "markdown", - "id": "dc7d673a", + "id": "c1174d20", "metadata": { "editable": true }, @@ -201,7 +201,7 @@ }, { "cell_type": "markdown", - "id": "57338b70", + "id": "4e6b56b9", "metadata": { "editable": true }, @@ -218,7 +218,7 @@ }, { "cell_type": "markdown", - "id": "eb6ea727", + "id": "d0d8fae4", "metadata": { "editable": true }, @@ -230,7 +230,7 @@ }, { "cell_type": "markdown", - "id": "8362f7d1", + "id": "591d4180", "metadata": { "editable": true }, @@ -241,7 +241,7 @@ }, { "cell_type": "markdown", - "id": "0046ee4f", + "id": "ac00df23", "metadata": { "editable": true }, @@ -258,7 +258,7 @@ }, { "cell_type": "markdown", - "id": "2e7b67dd", + "id": "59fd828d", "metadata": { "editable": true }, @@ -269,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "ab04b0ab", + "id": "1bd947fb", "metadata": { "editable": true }, @@ -285,7 +285,7 @@ }, { "cell_type": "markdown", - "id": "e4dc0a34", + "id": "37e6d4c6", "metadata": { "editable": true }, @@ -297,7 +297,7 @@ }, { "cell_type": "markdown", - "id": "59bfee26", + "id": "8bf972f7", "metadata": { "editable": true }, @@ -314,7 +314,7 @@ }, { "cell_type": "markdown", - "id": "dfccb699", + "id": "e55f009b", "metadata": { "editable": true }, @@ -326,7 +326,7 @@ }, { "cell_type": "markdown", - "id": "52dcaa79", + "id": "cd6ba0a5", "metadata": { "editable": true }, @@ -344,7 +344,7 @@ }, { "cell_type": "markdown", - "id": "ee7ee491", + "id": "5c7b1175", "metadata": { "editable": true }, @@ -354,7 +354,7 @@ }, { "cell_type": "markdown", - "id": "f9d2816a", + "id": "ad2b223a", "metadata": { "editable": true }, @@ -366,7 +366,7 @@ }, { "cell_type": "markdown", - "id": "3d77e01b", + "id": "ef6880e8", "metadata": { "editable": true }, @@ -383,7 +383,7 @@ }, { "cell_type": "markdown", - "id": "12af8973", + "id": "52f61531", "metadata": { "editable": true }, @@ -395,7 +395,7 @@ }, { "cell_type": "markdown", - "id": "755da79c", + "id": "b2c53e8a", "metadata": { "editable": true }, @@ -406,7 +406,7 @@ }, { "cell_type": "markdown", - "id": "814660ed", + "id": "ebc99250", "metadata": { "editable": true }, @@ -418,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "f4aa0671", + "id": "e751c17f", "metadata": { "editable": true }, @@ -428,7 +428,7 @@ }, { "cell_type": "markdown", - "id": "09563624", + "id": "3675934c", "metadata": { "editable": true }, @@ -448,7 +448,7 @@ }, { "cell_type": "markdown", - "id": "e731ebe9", + "id": "d3109db1", "metadata": { "editable": true }, @@ -465,7 +465,7 @@ }, { "cell_type": "markdown", - "id": "b215d327", + "id": "dd02b4f2", "metadata": { "editable": true }, @@ -484,7 +484,7 @@ }, { "cell_type": "markdown", - "id": "784e0f05", + "id": "17e2e367", "metadata": { "editable": true }, @@ -496,7 +496,7 @@ }, { "cell_type": "markdown", - "id": "df3364ba", + "id": "36e0c74d", "metadata": { "editable": true }, @@ -506,7 +506,7 @@ }, { "cell_type": "markdown", - "id": "d5551491", + "id": "e7a3f4b3", "metadata": { "editable": true }, @@ -523,7 +523,7 @@ }, { "cell_type": "markdown", - "id": "2347acff", + "id": "a6cf7193", "metadata": { "editable": true }, @@ -533,7 +533,7 @@ }, { "cell_type": "markdown", - "id": "3cd16710", + "id": "f773f3a3", "metadata": { "editable": true }, @@ -549,7 +549,7 @@ }, { "cell_type": "markdown", - "id": "121cf030", + "id": "38b3b703", "metadata": { "editable": true }, @@ -561,7 +561,7 @@ }, { "cell_type": "markdown", - "id": "54acc0a5", + "id": "5e87cd43", "metadata": { "editable": true }, @@ -573,7 +573,7 @@ }, { "cell_type": "markdown", - "id": "8bf0c357", + "id": "6ffc317d", "metadata": { "editable": true }, @@ -585,7 +585,7 @@ }, { "cell_type": "markdown", - "id": "7423b7cb", + "id": "92096d8f", "metadata": { "editable": true }, @@ -595,7 +595,7 @@ }, { "cell_type": "markdown", - "id": "0c2c4cc9", + "id": "684f9499", "metadata": { "editable": true }, @@ -607,7 +607,7 @@ }, { "cell_type": "markdown", - "id": "187f325d", + "id": "28a4d5d2", "metadata": { "editable": true }, @@ -624,7 +624,7 @@ }, { "cell_type": "markdown", - "id": "b0444c3e", + "id": "fbe13f76", "metadata": { "editable": true }, @@ -634,7 +634,7 @@ }, { "cell_type": "markdown", - "id": "29098ab8", + "id": "3331b507", "metadata": { "editable": true }, @@ -646,7 +646,7 @@ }, { "cell_type": "markdown", - "id": "a6cb32aa", + "id": "ba4b49f2", "metadata": { "editable": true }, @@ -660,7 +660,7 @@ }, { "cell_type": "markdown", - "id": "4ae8ba82", + "id": "ee6ff2d1", "metadata": { "editable": true }, @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "9d5ba83c", + "id": "68077064", "metadata": { "editable": true }, @@ -688,7 +688,7 @@ }, { "cell_type": "markdown", - "id": "1481079e", + "id": "f2e00dc0", "metadata": { "editable": true }, @@ -710,7 +710,7 @@ }, { "cell_type": "markdown", - "id": "815643b3", + "id": "6bde3b05", "metadata": { "editable": true }, @@ -722,7 +722,7 @@ }, { "cell_type": "markdown", - "id": "74d8e4bb", + "id": "f7ae4efb", "metadata": { "editable": true }, @@ -745,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "59d6d26e", + "id": "f9350133", "metadata": { "editable": true }, @@ -761,7 +761,7 @@ }, { "cell_type": "markdown", - "id": "10882379", + "id": "ed641b6f", "metadata": { "editable": true }, @@ -773,7 +773,7 @@ }, { "cell_type": "markdown", - "id": "9359bf3e", + "id": "a752d752", "metadata": { "editable": true }, @@ -797,7 +797,7 @@ }, { "cell_type": "markdown", - "id": "f283bf46", + "id": "e980255a", "metadata": { "editable": true }, @@ -809,7 +809,7 @@ }, { "cell_type": "markdown", - "id": "5a368f9b", + "id": "98a19a9f", "metadata": { "editable": true }, @@ -830,7 +830,7 @@ }, { "cell_type": "markdown", - "id": "6b2bc3b6", + "id": "8676daa4", "metadata": { "editable": true }, @@ -842,7 +842,7 @@ }, { "cell_type": "markdown", - "id": "7413d8c0", + "id": "8fc6eca9", "metadata": { "editable": true }, @@ -861,7 +861,7 @@ }, { "cell_type": "markdown", - "id": "4dd9ea80", + "id": "60f05b70", "metadata": { "editable": true }, @@ -871,7 +871,7 @@ }, { "cell_type": "markdown", - "id": "a76b4938", + "id": "f2fe47e0", "metadata": { "editable": true }, @@ -885,7 +885,7 @@ }, { "cell_type": "markdown", - "id": "9b6d7204", + "id": "63764d22", "metadata": { "editable": true }, @@ -897,7 +897,7 @@ }, { "cell_type": "markdown", - "id": "064b34f2", + "id": "c17b4993", "metadata": { "editable": true }, @@ -909,7 +909,7 @@ }, { "cell_type": "markdown", - "id": "d7bc1bc7", + "id": "ad250426", "metadata": { "editable": true }, @@ -926,7 +926,7 @@ }, { "cell_type": "markdown", - "id": "5040bfa4", + "id": "dc3e9e43", "metadata": { "editable": true }, @@ -938,7 +938,7 @@ }, { "cell_type": "markdown", - "id": "8f2c58a9", + "id": "6448c7e9", "metadata": { "editable": true }, @@ -960,7 +960,7 @@ }, { "cell_type": "markdown", - "id": "bd25d878", + "id": "7b833cce", "metadata": { "editable": true }, @@ -975,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "443f5ac2", + "id": "86a3860e", "metadata": { "editable": true }, @@ -986,7 +986,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "87f35e12", + "id": "be8f82ea", "metadata": { "collapsed": false, "editable": true @@ -1143,7 +1143,7 @@ }, { "cell_type": "markdown", - "id": "f9a5e01c", + "id": "c9df31fa", "metadata": { "editable": true }, @@ -1158,7 +1158,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "9d3e5b0e", + "id": "a7b81c9c", "metadata": { "collapsed": false, "editable": true @@ -1327,7 +1327,7 @@ }, { "cell_type": "markdown", - "id": "f3ca567f", + "id": "0ba5faac", "metadata": { "editable": true }, @@ -1340,7 +1340,7 @@ }, { "cell_type": "markdown", - "id": "f6b66b6f", + "id": "633ef7ce", "metadata": { "editable": true }, @@ -1357,7 +1357,7 @@ }, { "cell_type": "markdown", - "id": "eb994aba", + "id": "45decc05", "metadata": { "editable": true }, @@ -1373,7 +1373,7 @@ }, { "cell_type": "markdown", - "id": "0e2b74d1", + "id": "e2afaf24", "metadata": { "editable": true }, @@ -1386,7 +1386,7 @@ }, { "cell_type": "markdown", - "id": "a0374280", + "id": "9b46f891", "metadata": { "editable": true }, @@ -1403,7 +1403,7 @@ }, { "cell_type": "markdown", - "id": "c27b5603", + "id": "5115077e", "metadata": { "editable": true }, @@ -1415,7 +1415,7 @@ }, { "cell_type": "markdown", - "id": "de6de5df", + "id": "4f66ec82", "metadata": { "editable": true }, @@ -1442,7 +1442,7 @@ }, { "cell_type": "markdown", - "id": "1b589fa2", + "id": "f933033e", "metadata": { "editable": true }, @@ -1455,7 +1455,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "14dfb618", + "id": "cc474802", "metadata": { "collapsed": false, "editable": true @@ -1629,7 +1629,7 @@ }, { "cell_type": "markdown", - "id": "55703be9", + "id": "ca490201", "metadata": { "editable": true }, @@ -1649,7 +1649,7 @@ }, { "cell_type": "markdown", - "id": "1487d28c", + "id": "cc047f6b", "metadata": { "editable": true }, @@ -1664,7 +1664,7 @@ }, { "cell_type": "markdown", - "id": "f0e31da3", + "id": "21c7748c", "metadata": { "editable": true }, @@ -1678,7 +1678,7 @@ }, { "cell_type": "markdown", - "id": "aacf99dd", + "id": "c78c2c91", "metadata": { "editable": true }, @@ -1694,7 +1694,7 @@ }, { "cell_type": "markdown", - "id": "65ccf399", + "id": "18988790", "metadata": { "editable": true }, @@ -1704,7 +1704,7 @@ }, { "cell_type": "markdown", - "id": "e5492ddd", + "id": "cf1369bb", "metadata": { "editable": true }, @@ -1726,7 +1726,7 @@ }, { "cell_type": "markdown", - "id": "bec6e92b", + "id": "184006ce", "metadata": { "editable": true }, @@ -1740,7 +1740,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "c4b7f493", + "id": "c4d5c392", "metadata": { "collapsed": false, "editable": true @@ -1816,7 +1816,7 @@ }, { "cell_type": "markdown", - "id": "b70942b4", + "id": "c0dbdcb9", "metadata": { "editable": true }, @@ -1828,7 +1828,7 @@ }, { "cell_type": "markdown", - "id": "4ef5d977", + "id": "74d3acac", "metadata": { "editable": true }, @@ -1845,7 +1845,7 @@ }, { "cell_type": "markdown", - "id": "4a6eb82f", + "id": "79956735", "metadata": { "editable": true }, @@ -1857,7 +1857,7 @@ }, { "cell_type": "markdown", - "id": "c5d05b8d", + "id": "dfc06eef", "metadata": { "editable": true }, @@ -1872,7 +1872,7 @@ }, { "cell_type": "markdown", - "id": "072967ea", + "id": "69d043ee", "metadata": { "editable": true }, @@ -1884,7 +1884,7 @@ }, { "cell_type": "markdown", - "id": "c681683d", + "id": "fb253e8c", "metadata": { "editable": true }, @@ -1896,7 +1896,7 @@ }, { "cell_type": "markdown", - "id": "b391c13d", + "id": "b21046cc", "metadata": { "editable": true }, @@ -1908,7 +1908,7 @@ }, { "cell_type": "markdown", - "id": "d7f2d645", + "id": "76540be5", "metadata": { "editable": true }, @@ -1918,7 +1918,7 @@ }, { "cell_type": "markdown", - "id": "3ce3ab76", + "id": "5f0d4c68", "metadata": { "editable": true }, @@ -1935,7 +1935,7 @@ }, { "cell_type": "markdown", - "id": "c2a10e82", + "id": "95956db8", "metadata": { "editable": true }, @@ -1947,7 +1947,7 @@ }, { "cell_type": "markdown", - "id": "f970c250", + "id": "b6d12963", "metadata": { "editable": true }, @@ -1959,7 +1959,7 @@ }, { "cell_type": "markdown", - "id": "e2cfa872", + "id": "fdb620e8", "metadata": { "editable": true }, @@ -1969,7 +1969,7 @@ }, { "cell_type": "markdown", - "id": "9fb45670", + "id": "12635d4b", "metadata": { "editable": true }, @@ -1981,7 +1981,7 @@ }, { "cell_type": "markdown", - "id": "bae695c1", + "id": "cca1b436", "metadata": { "editable": true }, @@ -1992,7 +1992,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "70049c17", + "id": "531f827a", "metadata": { "collapsed": false, "editable": true @@ -2153,7 +2153,7 @@ }, { "cell_type": "markdown", - "id": "92a48dd5", + "id": "6c52376a", "metadata": { "editable": true }, @@ -2175,7 +2175,7 @@ }, { "cell_type": "markdown", - "id": "9c864f79", + "id": "b2a28391", "metadata": { "editable": true }, @@ -2192,7 +2192,7 @@ }, { "cell_type": "markdown", - "id": "c03f0f5c", + "id": "2307945c", "metadata": { "editable": true }, @@ -2202,7 +2202,7 @@ }, { "cell_type": "markdown", - "id": "2c33f915", + "id": "244caa31", "metadata": { "editable": true }, @@ -2217,7 +2217,7 @@ }, { "cell_type": "markdown", - "id": "ebdd6171", + "id": "e8ef4ac0", "metadata": { "editable": true }, @@ -2227,7 +2227,7 @@ }, { "cell_type": "markdown", - "id": "ce3f0372", + "id": "a261fb5c", "metadata": { "editable": true }, @@ -2242,7 +2242,7 @@ }, { "cell_type": "markdown", - "id": "832792c8", + "id": "5e1c6c57", "metadata": { "editable": true }, @@ -2253,7 +2253,7 @@ }, { "cell_type": "markdown", - "id": "8c351ff4", + "id": "b66af186", "metadata": { "editable": true }, @@ -2273,7 +2273,7 @@ }, { "cell_type": "markdown", - "id": "de92ffb8", + "id": "e71eb030", "metadata": { "editable": true }, @@ -2285,7 +2285,7 @@ }, { "cell_type": "markdown", - "id": "e4c914f2", + "id": "be0f7977", "metadata": { "editable": true }, @@ -2322,7 +2322,7 @@ }, { "cell_type": "markdown", - "id": "3c89e3cf", + "id": "3e05497a", "metadata": { "editable": true }, @@ -2332,7 +2332,7 @@ }, { "cell_type": "markdown", - "id": "4abe02de", + "id": "03a24fc5", "metadata": { "editable": true }, @@ -2345,7 +2345,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "01badb74", + "id": "eb00108f", "metadata": { "collapsed": false, "editable": true @@ -2546,7 +2546,7 @@ }, { "cell_type": "markdown", - "id": "b1b61369", + "id": "f7ee6366", "metadata": { "editable": true }, @@ -2563,7 +2563,7 @@ }, { "cell_type": "markdown", - "id": "36c5305a", + "id": "0c4a89bd", "metadata": { "editable": true }, @@ -2580,7 +2580,7 @@ }, { "cell_type": "markdown", - "id": "a5a1b5e3", + "id": "0f24be03", "metadata": { "editable": true }, @@ -2590,7 +2590,7 @@ }, { "cell_type": "markdown", - "id": "6ca5fe97", + "id": "f3275fb7", "metadata": { "editable": true }, @@ -2605,7 +2605,7 @@ }, { "cell_type": "markdown", - "id": "34ad8b13", + "id": "1dd85e58", "metadata": { "editable": true }, @@ -2619,7 +2619,7 @@ }, { "cell_type": "markdown", - "id": "1cc06f27", + "id": "4d52915a", "metadata": { "editable": true }, @@ -2632,7 +2632,7 @@ }, { "cell_type": "markdown", - "id": "f181eb33", + "id": "5c601e58", "metadata": { "editable": true }, @@ -2652,7 +2652,7 @@ }, { "cell_type": "markdown", - "id": "b5fa3a0e", + "id": "fa59db8f", "metadata": { "editable": true }, @@ -2664,7 +2664,7 @@ }, { "cell_type": "markdown", - "id": "c7ca7772", + "id": "4e0fba6a", "metadata": { "editable": true }, @@ -2676,7 +2676,7 @@ }, { "cell_type": "markdown", - "id": "6f8d6728", + "id": "50f10aac", "metadata": { "editable": true }, @@ -2688,7 +2688,7 @@ }, { "cell_type": "markdown", - "id": "136b07eb", + "id": "c9e1b403", "metadata": { "editable": true }, @@ -2698,7 +2698,7 @@ }, { "cell_type": "markdown", - "id": "34fe46e1", + "id": "2b6af05a", "metadata": { "editable": true }, @@ -2710,7 +2710,7 @@ }, { "cell_type": "markdown", - "id": "e039f87e", + "id": "db1c72b8", "metadata": { "editable": true }, @@ -2722,7 +2722,7 @@ }, { "cell_type": "markdown", - "id": "3d68060c", + "id": "749b7aac", "metadata": { "editable": true }, @@ -2734,7 +2734,7 @@ }, { "cell_type": "markdown", - "id": "edaf6737", + "id": "01c098bd", "metadata": { "editable": true }, @@ -2744,7 +2744,7 @@ }, { "cell_type": "markdown", - "id": "2ac07f37", + "id": "43809107", "metadata": { "editable": true }, @@ -2760,7 +2760,7 @@ }, { "cell_type": "markdown", - "id": "1f6a9d46", + "id": "35e4ca3b", "metadata": { "editable": true }, @@ -2770,7 +2770,7 @@ }, { "cell_type": "markdown", - "id": "aae7075f", + "id": "3e4d8650", "metadata": { "editable": true }, @@ -2782,7 +2782,7 @@ }, { "cell_type": "markdown", - "id": "95d0246f", + "id": "86ea1b73", "metadata": { "editable": true }, @@ -2799,7 +2799,7 @@ }, { "cell_type": "markdown", - "id": "1b7ef297", + "id": "9f5ef813", "metadata": { "editable": true }, @@ -2809,7 +2809,7 @@ }, { "cell_type": "markdown", - "id": "32ad1fc8", + "id": "bdd96ce3", "metadata": { "editable": true }, @@ -2825,7 +2825,7 @@ }, { "cell_type": "markdown", - "id": "0054a610", + "id": "6f02be0d", "metadata": { "editable": true }, @@ -2839,7 +2839,7 @@ }, { "cell_type": "markdown", - "id": "c8300a22", + "id": "233d4d67", "metadata": { "editable": true }, @@ -2858,7 +2858,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "8a6ef936", + "id": "90071405", "metadata": { "collapsed": false, "editable": true @@ -2913,7 +2913,7 @@ }, { "cell_type": "markdown", - "id": "910bbbc3", + "id": "4d9b9985", "metadata": { "editable": true }, @@ -2943,7 +2943,7 @@ }, { "cell_type": "markdown", - "id": "1476c1f7", + "id": "c072efb4", "metadata": { "editable": true }, @@ -2972,7 +2972,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "9fb00c20", + "id": "0d6573b8", "metadata": { "collapsed": false, "editable": true @@ -3019,7 +3019,7 @@ }, { "cell_type": "markdown", - "id": "671204c2", + "id": "4f574f51", "metadata": { "editable": true }, @@ -3045,7 +3045,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "35605010", + "id": "c5aa882b", "metadata": { "collapsed": false, "editable": true @@ -3279,7 +3279,7 @@ }, { "cell_type": "markdown", - "id": "2470ed58", + "id": "d15e15f4", "metadata": { "editable": true }, @@ -3291,7 +3291,7 @@ }, { "cell_type": "markdown", - "id": "84dbd0f2", + "id": "606ae209", "metadata": { "editable": true }, @@ -3303,7 +3303,7 @@ }, { "cell_type": "markdown", - "id": "8d4c0e52", + "id": "881a2540", "metadata": { "editable": true }, @@ -3315,7 +3315,7 @@ }, { "cell_type": "markdown", - "id": "749c86f0", + "id": "ec939a94", "metadata": { "editable": true }, @@ -3332,7 +3332,7 @@ }, { "cell_type": "markdown", - "id": "8b585263", + "id": "f16d82f4", "metadata": { "editable": true }, @@ -3342,7 +3342,7 @@ }, { "cell_type": "markdown", - "id": "e26903c4", + "id": "711debb6", "metadata": { "editable": true }, @@ -3354,7 +3354,7 @@ }, { "cell_type": "markdown", - "id": "ecc2215d", + "id": "1431df31", "metadata": { "editable": true }, @@ -3371,7 +3371,7 @@ }, { "cell_type": "markdown", - "id": "2ad123a8", + "id": "456ccdb0", "metadata": { "editable": true }, @@ -3382,7 +3382,7 @@ }, { "cell_type": "markdown", - "id": "c59a491d", + "id": "3fdefd29", "metadata": { "editable": true }, @@ -3402,7 +3402,7 @@ }, { "cell_type": "markdown", - "id": "9669ee20", + "id": "f74c2973", "metadata": { "editable": true }, @@ -3412,7 +3412,7 @@ }, { "cell_type": "markdown", - "id": "1e94552d", + "id": "0812b1c3", "metadata": { "editable": true }, @@ -3438,7 +3438,7 @@ }, { "cell_type": "markdown", - "id": "060c5f93", + "id": "1f2d9819", "metadata": { "editable": true }, @@ -3454,7 +3454,7 @@ }, { "cell_type": "markdown", - "id": "880f5514", + "id": "a457f9f2", "metadata": { "editable": true }, @@ -3465,7 +3465,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "b1fd2328", + "id": "270b9794", "metadata": { "collapsed": false, "editable": true @@ -3696,7 +3696,7 @@ }, { "cell_type": "markdown", - "id": "8e558915", + "id": "c923c0b1", "metadata": { "editable": true }, @@ -3714,7 +3714,7 @@ }, { "cell_type": "markdown", - "id": "a05618cb", + "id": "9f5dd923", "metadata": { "editable": true }, @@ -3741,7 +3741,7 @@ }, { "cell_type": "markdown", - "id": "77a59ba3", + "id": "a7bf4ec6", "metadata": { "editable": true }, @@ -3763,7 +3763,7 @@ }, { "cell_type": "markdown", - "id": "ccbd11fb", + "id": "9eb13231", "metadata": { "editable": true }, @@ -3781,7 +3781,7 @@ }, { "cell_type": "markdown", - "id": "a61f5f0c", + "id": "37513607", "metadata": { "editable": true }, @@ -3811,7 +3811,7 @@ }, { "cell_type": "markdown", - "id": "d519b515", + "id": "a4209122", "metadata": { "editable": true }, @@ -3841,7 +3841,7 @@ }, { "cell_type": "markdown", - "id": "ef6c7c4b", + "id": "5d1afe09", "metadata": { "editable": true }, @@ -3881,7 +3881,7 @@ }, { "cell_type": "markdown", - "id": "f02338cc", + "id": "e7732e91", "metadata": { "editable": true }, @@ -3910,7 +3910,7 @@ }, { "cell_type": "markdown", - "id": "eec62c94", + "id": "32e0385d", "metadata": { "editable": true }, @@ -3932,7 +3932,7 @@ }, { "cell_type": "markdown", - "id": "f9ed338d", + "id": "722b0119", "metadata": { "editable": true }, @@ -3961,7 +3961,7 @@ }, { "cell_type": "markdown", - "id": "784e640e", + "id": "a417b91b", "metadata": { "editable": true }, @@ -3978,7 +3978,7 @@ }, { "cell_type": "markdown", - "id": "f029f4de", + "id": "cda57d99", "metadata": { "editable": true }, @@ -3998,7 +3998,7 @@ }, { "cell_type": "markdown", - "id": "94ca084d", + "id": "6715265b", "metadata": { "editable": true }, @@ -4010,7 +4010,7 @@ }, { "cell_type": "markdown", - "id": "681dc6dd", + "id": "6bc30e0e", "metadata": { "editable": true }, @@ -4022,7 +4022,7 @@ }, { "cell_type": "markdown", - "id": "43467c4e", + "id": "403e19ed", "metadata": { "editable": true }, @@ -4034,7 +4034,7 @@ }, { "cell_type": "markdown", - "id": "333ae6e8", + "id": "87dba30a", "metadata": { "editable": true }, @@ -4044,7 +4044,7 @@ }, { "cell_type": "markdown", - "id": "241d1fb9", + "id": "9cabc07b", "metadata": { "editable": true }, @@ -4056,7 +4056,7 @@ }, { "cell_type": "markdown", - "id": "2e837713", + "id": "7b964aaf", "metadata": { "editable": true }, @@ -4068,7 +4068,7 @@ }, { "cell_type": "markdown", - "id": "2e413d46", + "id": "da44480d", "metadata": { "editable": true }, @@ -4083,7 +4083,7 @@ }, { "cell_type": "markdown", - "id": "b58c39c5", + "id": "e320175d", "metadata": { "editable": true }, @@ -4095,7 +4095,7 @@ }, { "cell_type": "markdown", - "id": "3e51b152", + "id": "722cee46", "metadata": { "editable": true }, @@ -4105,7 +4105,7 @@ }, { "cell_type": "markdown", - "id": "08180217", + "id": "7c08bf6c", "metadata": { "editable": true }, @@ -4117,7 +4117,7 @@ }, { "cell_type": "markdown", - "id": "f6cd5114", + "id": "20dc2827", "metadata": { "editable": true }, @@ -4127,7 +4127,7 @@ }, { "cell_type": "markdown", - "id": "297d5b8c", + "id": "a2c53f22", "metadata": { "editable": true }, @@ -4139,7 +4139,7 @@ }, { "cell_type": "markdown", - "id": "e3d0a4c8", + "id": "6e6543d2", "metadata": { "editable": true }, @@ -4152,7 +4152,7 @@ }, { "cell_type": "markdown", - "id": "fd6c979b", + "id": "e917034e", "metadata": { "editable": true }, @@ -4171,7 +4171,7 @@ }, { "cell_type": "markdown", - "id": "c015b792", + "id": "300a4cfd", "metadata": { "editable": true }, @@ -4183,7 +4183,7 @@ }, { "cell_type": "markdown", - "id": "9e23fbe5", + "id": "99eaa0d7", "metadata": { "editable": true }, @@ -4195,7 +4195,7 @@ }, { "cell_type": "markdown", - "id": "dd6140a7", + "id": "00308809", "metadata": { "editable": true }, @@ -4205,7 +4205,7 @@ }, { "cell_type": "markdown", - "id": "0c465697", + "id": "a16e64e1", "metadata": { "editable": true }, @@ -4217,7 +4217,7 @@ }, { "cell_type": "markdown", - "id": "450ac125", + "id": "91bde417", "metadata": { "editable": true }, @@ -4227,7 +4227,7 @@ }, { "cell_type": "markdown", - "id": "37002042", + "id": "dc609a8c", "metadata": { "editable": true }, @@ -4241,7 +4241,7 @@ }, { "cell_type": "markdown", - "id": "2c67d5bb", + "id": "4415ce56", "metadata": { "editable": true }, @@ -4259,7 +4259,7 @@ }, { "cell_type": "markdown", - "id": "5bec3aa2", + "id": "0c9d85d0", "metadata": { "editable": true }, @@ -4270,7 +4270,7 @@ }, { "cell_type": "markdown", - "id": "58771ef0", + "id": "f85be22e", "metadata": { "editable": true }, @@ -4288,7 +4288,7 @@ }, { "cell_type": "markdown", - "id": "a7e65d80", + "id": "5a0b8668", "metadata": { "editable": true }, @@ -4302,7 +4302,7 @@ }, { "cell_type": "markdown", - "id": "4de62873", + "id": "ecad3a72", "metadata": { "editable": true }, @@ -4314,7 +4314,7 @@ }, { "cell_type": "markdown", - "id": "b219d904", + "id": "fb2c5d03", "metadata": { "editable": true }, @@ -4326,7 +4326,7 @@ }, { "cell_type": "markdown", - "id": "cb613c1b", + "id": "7f3574f1", "metadata": { "editable": true }, @@ -4340,7 +4340,7 @@ }, { "cell_type": "markdown", - "id": "8ddc5444", + "id": "ec9fce11", "metadata": { "editable": true }, @@ -4358,7 +4358,7 @@ }, { "cell_type": "markdown", - "id": "ef17905c", + "id": "7deb833f", "metadata": { "editable": true }, @@ -4379,7 +4379,7 @@ }, { "cell_type": "markdown", - "id": "37efdfee", + "id": "6c34d4c1", "metadata": { "editable": true }, @@ -4393,7 +4393,7 @@ }, { "cell_type": "markdown", - "id": "2c639501", + "id": "678b7d5e", "metadata": { "editable": true }, @@ -4406,7 +4406,7 @@ }, { "cell_type": "markdown", - "id": "000dc203", + "id": "1736b6c4", "metadata": { "editable": true }, @@ -4419,7 +4419,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "93c3fcf7", + "id": "b4fc3199", "metadata": { "collapsed": false, "editable": true @@ -4447,7 +4447,7 @@ }, { "cell_type": "markdown", - "id": "cdfbfba1", + "id": "8e58c26a", "metadata": { "editable": true }, @@ -4461,7 +4461,7 @@ }, { "cell_type": "markdown", - "id": "14c25dcb", + "id": "bfd39ff9", "metadata": { "editable": true }, @@ -4479,7 +4479,7 @@ }, { "cell_type": "markdown", - "id": "73667c7c", + "id": "31d06105", "metadata": { "editable": true }, @@ -4494,7 +4494,7 @@ }, { "cell_type": "markdown", - "id": "923536af", + "id": "b475bd72", "metadata": { "editable": true }, @@ -4512,7 +4512,7 @@ }, { "cell_type": "markdown", - "id": "9bbde7d0", + "id": "869e9ebb", "metadata": { "editable": true }, @@ -4523,7 +4523,7 @@ }, { "cell_type": "markdown", - "id": "bc68f9fb", + "id": "37e2d118", "metadata": { "editable": true }, @@ -4543,7 +4543,7 @@ }, { "cell_type": "markdown", - "id": "bf32307d", + "id": "8a88364c", "metadata": { "editable": true }, @@ -4562,7 +4562,7 @@ }, { "cell_type": "markdown", - "id": "85687291", + "id": "bb6a2844", "metadata": { "editable": true }, @@ -4582,7 +4582,7 @@ }, { "cell_type": "markdown", - "id": "01673650", + "id": "96ee4cad", "metadata": { "editable": true }, @@ -4595,7 +4595,7 @@ }, { "cell_type": "markdown", - "id": "a82193bc", + "id": "b285bfb8", "metadata": { "editable": true }, @@ -4611,7 +4611,7 @@ }, { "cell_type": "markdown", - "id": "0f6d77bb", + "id": "2a0c0780", "metadata": { "editable": true }, @@ -4628,7 +4628,7 @@ }, { "cell_type": "markdown", - "id": "e982412d", + "id": "cb178eda", "metadata": { "editable": true }, @@ -4646,7 +4646,7 @@ }, { "cell_type": "markdown", - "id": "f9704f7a", + "id": "b18ab985", "metadata": { "editable": true }, @@ -4656,7 +4656,7 @@ }, { "cell_type": "markdown", - "id": "e0bd989c", + "id": "b3089ff7", "metadata": { "editable": true }, @@ -4672,7 +4672,7 @@ }, { "cell_type": "markdown", - "id": "888348c6", + "id": "75723e9a", "metadata": { "editable": true }, @@ -4682,7 +4682,7 @@ }, { "cell_type": "markdown", - "id": "b28b8c78", + "id": "ca24e557", "metadata": { "editable": true }, @@ -4701,7 +4701,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "6a17d03e", + "id": "fd635e72", "metadata": { "collapsed": false, "editable": true @@ -4741,7 +4741,7 @@ }, { "cell_type": "markdown", - "id": "72ed8151", + "id": "d7ea1ab8", "metadata": { "editable": true }, @@ -4755,7 +4755,7 @@ }, { "cell_type": "markdown", - "id": "e4f85c90", + "id": "b5f3e42b", "metadata": { "editable": true }, @@ -4767,7 +4767,7 @@ }, { "cell_type": "markdown", - "id": "953fa8f0", + "id": "13834e8a", "metadata": { "editable": true }, @@ -4777,7 +4777,7 @@ }, { "cell_type": "markdown", - "id": "eb3da94a", + "id": "6b3c75ab", "metadata": { "editable": true }, @@ -4789,7 +4789,7 @@ }, { "cell_type": "markdown", - "id": "00a831b6", + "id": "b14d5c5a", "metadata": { "editable": true }, @@ -4799,7 +4799,7 @@ }, { "cell_type": "markdown", - "id": "de46dadc", + "id": "a8f9a907", "metadata": { "editable": true }, @@ -4811,7 +4811,7 @@ }, { "cell_type": "markdown", - "id": "52270c13", + "id": "80996f19", "metadata": { "editable": true }, @@ -4823,7 +4823,7 @@ }, { "cell_type": "markdown", - "id": "97f38942", + "id": "50b1f5bb", "metadata": { "editable": true }, @@ -4850,7 +4850,7 @@ }, { "cell_type": "markdown", - "id": "f0d0ed26", + "id": "1b1a5ea7", "metadata": { "editable": true }, @@ -4862,7 +4862,7 @@ }, { "cell_type": "markdown", - "id": "235f2e30", + "id": "cd8b39f4", "metadata": { "editable": true }, @@ -4872,7 +4872,7 @@ }, { "cell_type": "markdown", - "id": "7af52549", + "id": "388b2fad", "metadata": { "editable": true }, @@ -4898,7 +4898,7 @@ }, { "cell_type": "markdown", - "id": "41155850", + "id": "1c226987", "metadata": { "editable": true }, @@ -4910,7 +4910,7 @@ }, { "cell_type": "markdown", - "id": "f05530b4", + "id": "1bd43852", "metadata": { "editable": true }, @@ -4929,7 +4929,7 @@ }, { "cell_type": "markdown", - "id": "1c4c1850", + "id": "f837dac2", "metadata": { "editable": true }, @@ -4942,7 +4942,7 @@ }, { "cell_type": "markdown", - "id": "f8da4e75", + "id": "cfb01cd9", "metadata": { "editable": true }, @@ -4954,7 +4954,7 @@ }, { "cell_type": "markdown", - "id": "8e7808a0", + "id": "91dc1a7d", "metadata": { "editable": true }, @@ -4975,7 +4975,7 @@ }, { "cell_type": "markdown", - "id": "6941f87f", + "id": "c62573ed", "metadata": { "editable": true }, @@ -4996,7 +4996,7 @@ }, { "cell_type": "markdown", - "id": "b186459f", + "id": "6335f00b", "metadata": { "editable": true }, @@ -5021,7 +5021,7 @@ }, { "cell_type": "markdown", - "id": "c12347f0", + "id": "a0c4feff", "metadata": { "editable": true }, @@ -5040,7 +5040,7 @@ }, { "cell_type": "markdown", - "id": "458ecc74", + "id": "3359298f", "metadata": { "editable": true }, @@ -5051,7 +5051,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "1af900ac", + "id": "cd2d1505", "metadata": { "collapsed": false, "editable": true @@ -5102,7 +5102,7 @@ }, { "cell_type": "markdown", - "id": "0d00373f", + "id": "9565cdee", "metadata": { "editable": true }, @@ -5113,7 +5113,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "7169be87", + "id": "5b1530a8", "metadata": { "collapsed": false, "editable": true @@ -5146,7 +5146,7 @@ }, { "cell_type": "markdown", - "id": "570b5feb", + "id": "45c75d4d", "metadata": { "editable": true }, @@ -5157,7 +5157,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "0cb06586", + "id": "3ae09f18", "metadata": { "collapsed": false, "editable": true @@ -5194,7 +5194,7 @@ }, { "cell_type": "markdown", - "id": "2bdf9fd5", + "id": "7652b6a4", "metadata": { "editable": true }, @@ -5205,7 +5205,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "7b807b5c", + "id": "e5e61666", "metadata": { "collapsed": false, "editable": true @@ -5232,7 +5232,7 @@ }, { "cell_type": "markdown", - "id": "48455cfc", + "id": "636e17b8", "metadata": { "editable": true }, @@ -5243,7 +5243,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "69161d43", + "id": "27e17cef", "metadata": { "collapsed": false, "editable": true @@ -5284,7 +5284,7 @@ }, { "cell_type": "markdown", - "id": "8a428e44", + "id": "a2246ea4", "metadata": { "editable": true }, @@ -5300,7 +5300,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "10adc4fb", + "id": "8ba8e1c3", "metadata": { "collapsed": false, "editable": true @@ -5321,7 +5321,7 @@ }, { "cell_type": "markdown", - "id": "8a30aaf7", + "id": "6ba810d3", "metadata": { "editable": true }, @@ -5334,7 +5334,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "7c7979ee", + "id": "1b119e59", "metadata": { "collapsed": false, "editable": true @@ -5359,7 +5359,7 @@ }, { "cell_type": "markdown", - "id": "10b90c8b", + "id": "c59c07fb", "metadata": { "editable": true }, @@ -5374,7 +5374,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "84903a4f", + "id": "69047c4f", "metadata": { "collapsed": false, "editable": true @@ -5395,7 +5395,7 @@ }, { "cell_type": "markdown", - "id": "6b3f9027", + "id": "2b3291b8", "metadata": { "editable": true }, @@ -5405,7 +5405,7 @@ }, { "cell_type": "markdown", - "id": "460617eb", + "id": "70052844", "metadata": { "editable": true }, @@ -5424,7 +5424,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "fb3fc2f6", + "id": "c0ea914e", "metadata": { "collapsed": false, "editable": true @@ -5441,7 +5441,7 @@ }, { "cell_type": "markdown", - "id": "6f050e14", + "id": "9cdb477a", "metadata": { "editable": true }, @@ -5451,7 +5451,7 @@ }, { "cell_type": "markdown", - "id": "052b5f9c", + "id": "450c213f", "metadata": { "editable": true }, @@ -5462,7 +5462,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "31451d85", + "id": "e27df9f6", "metadata": { "collapsed": false, "editable": true @@ -5479,7 +5479,7 @@ }, { "cell_type": "markdown", - "id": "61c0b2a9", + "id": "a6da5cd0", "metadata": { "editable": true }, @@ -5490,7 +5490,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "f7e7b384", + "id": "20be2933", "metadata": { "collapsed": false, "editable": true diff --git a/doc/src/week42/week42.do.txt b/doc/src/week42/week42.do.txt index 4193e848f..aa41556ad 100644 --- a/doc/src/week42/week42.do.txt +++ b/doc/src/week42/week42.do.txt @@ -35,7 +35,7 @@ DATE: today ===== Using Automatic differentiation ===== In our discussions of ordinary differential equations -we will also study the usage of "Autograd":"https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola" in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from "week 40":"https://compphysics.github.io/MachineLearning/doc/pub/week40/html/week40.html" and the "Autograd documentation":"https://github.com/HIPS/autograd". +we will also study the usage of "Autograd":"https://www.youtube.com/watch?v=fRf4l5qaX1M&ab_channel=AlexSmola" in computing gradients for deep learning. For the documentation of Autograd and examples see the lectures slides from "week 39":"https://compphysics.github.io/MachineLearning/doc/pub/week39/html/week39.html" and the "Autograd documentation":"https://github.com/HIPS/autograd". !split