From e94269a35c1c10997e994b1fbfe67a95d3c25424 Mon Sep 17 00:00:00 2001 From: Morten Hjorth-Jensen Date: Mon, 28 Oct 2024 08:52:13 +0100 Subject: [PATCH] stupid typo --- doc/LectureNotes/week44.ipynb | 444 +++++++++---------- doc/pub/week44/html/._week44-bs001.html | 2 +- doc/pub/week44/html/week44-reveal.html | 2 +- doc/pub/week44/html/week44-solarized.html | 2 +- doc/pub/week44/html/week44.html | 2 +- doc/pub/week44/ipynb/ipynb-week44-src.tar.gz | Bin 473525 -> 473525 bytes doc/pub/week44/ipynb/week44.ipynb | 444 +++++++++---------- doc/src/week44/week44.do.txt | 2 +- 8 files changed, 449 insertions(+), 449 deletions(-) diff --git a/doc/LectureNotes/week44.ipynb b/doc/LectureNotes/week44.ipynb index 4e20e7132..5a26ea0b7 100644 --- a/doc/LectureNotes/week44.ipynb +++ b/doc/LectureNotes/week44.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "63e1e335", + "id": "33cfff3f", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "ed5d9c6b", + "id": "a44fb58f", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "b84d0665", + "id": "57d251e2", "metadata": { "editable": true }, @@ -44,7 +44,7 @@ "\n", " * For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications\n", "\n", - " * Reading suggestions for implementation of CNNs see https://github.com/rasbt/machine-learning-book/tree/main/ch14\". \n", + " * Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at . \n", "\n", " * Video on Deep Learning at \n", "\n", @@ -55,7 +55,7 @@ }, { "cell_type": "markdown", - "id": "14403d64", + "id": "4a18fe31", "metadata": { "editable": true }, @@ -71,7 +71,7 @@ }, { "cell_type": "markdown", - "id": "510832b6", + "id": "3ae00447", "metadata": { "editable": true }, @@ -81,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "e2890242", + "id": "0ed6a703", "metadata": { "editable": true }, @@ -108,7 +108,7 @@ }, { "cell_type": "markdown", - "id": "a92e4762", + "id": "a7c8edbb", "metadata": { "editable": true }, @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "8727689a", + "id": "c74d37fd", "metadata": { "editable": true }, @@ -142,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "7d67d4fc", + "id": "a6aecf45", "metadata": { "editable": true }, @@ -172,7 +172,7 @@ }, { "cell_type": "markdown", - "id": "5aa0b370", + "id": "7dabb368", "metadata": { "editable": true }, @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "e716c302", + "id": "58985aa5", "metadata": { "editable": true }, @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "338ae502", + "id": "1bab74a3", "metadata": { "editable": true }, @@ -269,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "f9f37cc2", + "id": "2f33f8a1", "metadata": { "editable": true }, @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "ffa8b0de", + "id": "eaf3f45e", "metadata": { "editable": true }, @@ -291,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "4cf7ec1e", + "id": "0e84c466", "metadata": { "editable": true }, @@ -309,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "b9465638", + "id": "10d45a95", "metadata": { "editable": true }, @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "f76e774b", + "id": "d80f26a1", "metadata": { "editable": true }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "5b60c972", + "id": "68d919a2", "metadata": { "editable": true }, @@ -382,7 +382,7 @@ }, { "cell_type": "markdown", - "id": "cefc706f", + "id": "a01f5449", "metadata": { "editable": true }, @@ -398,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "aeb33eaa", + "id": "641f70ad", "metadata": { "editable": true }, @@ -415,7 +415,7 @@ }, { "cell_type": "markdown", - "id": "fad53798", + "id": "b547814e", "metadata": { "editable": true }, @@ -439,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "7f2dad44", + "id": "959b7c24", "metadata": { "editable": true }, @@ -450,7 +450,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "0408df62", + "id": "2d761bb6", "metadata": { "collapsed": false, "editable": true @@ -521,7 +521,7 @@ }, { "cell_type": "markdown", - "id": "61cc112c", + "id": "c8dfa74c", "metadata": { "editable": true }, @@ -544,7 +544,7 @@ }, { "cell_type": "markdown", - "id": "c5d6e07d", + "id": "304b1167", "metadata": { "editable": true }, @@ -556,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "6be137f0", + "id": "82dac147", "metadata": { "editable": true }, @@ -568,7 +568,7 @@ }, { "cell_type": "markdown", - "id": "a0f789dd", + "id": "471c9322", "metadata": { "editable": true }, @@ -580,7 +580,7 @@ }, { "cell_type": "markdown", - "id": "8e40d238", + "id": "09155a02", "metadata": { "editable": true }, @@ -590,7 +590,7 @@ }, { "cell_type": "markdown", - "id": "71b56989", + "id": "b7a3d486", "metadata": { "editable": true }, @@ -602,7 +602,7 @@ }, { "cell_type": "markdown", - "id": "e19163bb", + "id": "44ee5981", "metadata": { "editable": true }, @@ -614,7 +614,7 @@ }, { "cell_type": "markdown", - "id": "fd3012a1", + "id": "73c72e3d", "metadata": { "editable": true }, @@ -633,7 +633,7 @@ }, { "cell_type": "markdown", - "id": "5babf832", + "id": "380fd888", "metadata": { "editable": true }, @@ -645,7 +645,7 @@ }, { "cell_type": "markdown", - "id": "8782a179", + "id": "a6770e0d", "metadata": { "editable": true }, @@ -655,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "fa390b08", + "id": "302f8f6e", "metadata": { "editable": true }, @@ -667,7 +667,7 @@ }, { "cell_type": "markdown", - "id": "d07868f3", + "id": "9bcd41c9", "metadata": { "editable": true }, @@ -677,7 +677,7 @@ }, { "cell_type": "markdown", - "id": "699fc3ed", + "id": "432e59c5", "metadata": { "editable": true }, @@ -689,7 +689,7 @@ }, { "cell_type": "markdown", - "id": "5056d80a", + "id": "5fda8842", "metadata": { "editable": true }, @@ -702,7 +702,7 @@ }, { "cell_type": "markdown", - "id": "3179c293", + "id": "d7ee3cc3", "metadata": { "editable": true }, @@ -721,7 +721,7 @@ }, { "cell_type": "markdown", - "id": "cbee6b6e", + "id": "2e7cefe9", "metadata": { "editable": true }, @@ -733,7 +733,7 @@ }, { "cell_type": "markdown", - "id": "4fc0eb7d", + "id": "3a57ee54", "metadata": { "editable": true }, @@ -745,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "8c844062", + "id": "0c8b6913", "metadata": { "editable": true }, @@ -755,7 +755,7 @@ }, { "cell_type": "markdown", - "id": "845803e9", + "id": "7d4f78af", "metadata": { "editable": true }, @@ -767,7 +767,7 @@ }, { "cell_type": "markdown", - "id": "8a7d63cf", + "id": "2491c3b2", "metadata": { "editable": true }, @@ -779,7 +779,7 @@ }, { "cell_type": "markdown", - "id": "c6c03e06", + "id": "fad8fc64", "metadata": { "editable": true }, @@ -791,7 +791,7 @@ }, { "cell_type": "markdown", - "id": "2e8fcf0d", + "id": "730ff956", "metadata": { "editable": true }, @@ -802,7 +802,7 @@ }, { "cell_type": "markdown", - "id": "2da0ffc3", + "id": "68037259", "metadata": { "editable": true }, @@ -816,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "e1a492b0", + "id": "b2f68357", "metadata": { "editable": true }, @@ -834,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "523ad249", + "id": "62b20822", "metadata": { "editable": true }, @@ -847,7 +847,7 @@ }, { "cell_type": "markdown", - "id": "289d1480", + "id": "28b60646", "metadata": { "editable": true }, @@ -865,7 +865,7 @@ }, { "cell_type": "markdown", - "id": "8008c083", + "id": "7d85c5c5", "metadata": { "editable": true }, @@ -879,7 +879,7 @@ }, { "cell_type": "markdown", - "id": "7f21303f", + "id": "cc333147", "metadata": { "editable": true }, @@ -895,7 +895,7 @@ }, { "cell_type": "markdown", - "id": "7df5c8d9", + "id": "e813afad", "metadata": { "editable": true }, @@ -913,7 +913,7 @@ }, { "cell_type": "markdown", - "id": "12e5b869", + "id": "b86ebc62", "metadata": { "editable": true }, @@ -929,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "1340193c", + "id": "243141b7", "metadata": { "editable": true }, @@ -944,7 +944,7 @@ }, { "cell_type": "markdown", - "id": "8ed646fe", + "id": "dfa56e2f", "metadata": { "editable": true }, @@ -963,7 +963,7 @@ }, { "cell_type": "markdown", - "id": "2e9bc60e", + "id": "f4edc25f", "metadata": { "editable": true }, @@ -975,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "b3d81dc4", + "id": "a86fd159", "metadata": { "editable": true }, @@ -986,7 +986,7 @@ }, { "cell_type": "markdown", - "id": "9bcff9b9", + "id": "ef87dca2", "metadata": { "editable": true }, @@ -1007,7 +1007,7 @@ }, { "cell_type": "markdown", - "id": "941deb79", + "id": "e32a63e2", "metadata": { "editable": true }, @@ -1023,7 +1023,7 @@ }, { "cell_type": "markdown", - "id": "430dce10", + "id": "6000ff06", "metadata": { "editable": true }, @@ -1041,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "47de9984", + "id": "47f80db7", "metadata": { "editable": true }, @@ -1053,7 +1053,7 @@ }, { "cell_type": "markdown", - "id": "c5bcb09e", + "id": "2800a950", "metadata": { "editable": true }, @@ -1063,7 +1063,7 @@ }, { "cell_type": "markdown", - "id": "b434a9a2", + "id": "7cab0f9d", "metadata": { "editable": true }, @@ -1075,7 +1075,7 @@ }, { "cell_type": "markdown", - "id": "5456cddf", + "id": "07645ed0", "metadata": { "editable": true }, @@ -1087,7 +1087,7 @@ }, { "cell_type": "markdown", - "id": "d4c6db6b", + "id": "a2974555", "metadata": { "editable": true }, @@ -1099,7 +1099,7 @@ }, { "cell_type": "markdown", - "id": "b1372822", + "id": "ebbfd407", "metadata": { "editable": true }, @@ -1109,7 +1109,7 @@ }, { "cell_type": "markdown", - "id": "6e2ab125", + "id": "fdb38437", "metadata": { "editable": true }, @@ -1121,7 +1121,7 @@ }, { "cell_type": "markdown", - "id": "62002540", + "id": "60d32f97", "metadata": { "editable": true }, @@ -1133,7 +1133,7 @@ }, { "cell_type": "markdown", - "id": "489a145e", + "id": "289c5d5a", "metadata": { "editable": true }, @@ -1145,7 +1145,7 @@ }, { "cell_type": "markdown", - "id": "d1f5a8c9", + "id": "0f99bfab", "metadata": { "editable": true }, @@ -1161,7 +1161,7 @@ }, { "cell_type": "markdown", - "id": "6473519f", + "id": "ea711e56", "metadata": { "editable": true }, @@ -1174,7 +1174,7 @@ }, { "cell_type": "markdown", - "id": "debaa327", + "id": "e3b78574", "metadata": { "editable": true }, @@ -1186,7 +1186,7 @@ }, { "cell_type": "markdown", - "id": "82183206", + "id": "6022493c", "metadata": { "editable": true }, @@ -1196,7 +1196,7 @@ }, { "cell_type": "markdown", - "id": "514bce22", + "id": "09654ff5", "metadata": { "editable": true }, @@ -1208,7 +1208,7 @@ }, { "cell_type": "markdown", - "id": "91437067", + "id": "b2ec11d7", "metadata": { "editable": true }, @@ -1223,7 +1223,7 @@ }, { "cell_type": "markdown", - "id": "eacd9e56", + "id": "40b30836", "metadata": { "editable": true }, @@ -1238,7 +1238,7 @@ }, { "cell_type": "markdown", - "id": "519cc8f7", + "id": "f930208c", "metadata": { "editable": true }, @@ -1250,7 +1250,7 @@ }, { "cell_type": "markdown", - "id": "2351f6ba", + "id": "80b4893d", "metadata": { "editable": true }, @@ -1260,7 +1260,7 @@ }, { "cell_type": "markdown", - "id": "d7da594f", + "id": "dc9dd0b8", "metadata": { "editable": true }, @@ -1272,7 +1272,7 @@ }, { "cell_type": "markdown", - "id": "50700b76", + "id": "58a3357b", "metadata": { "editable": true }, @@ -1288,7 +1288,7 @@ }, { "cell_type": "markdown", - "id": "c7be89e7", + "id": "529f7cdc", "metadata": { "editable": true }, @@ -1300,7 +1300,7 @@ }, { "cell_type": "markdown", - "id": "2a268582", + "id": "66dec35a", "metadata": { "editable": true }, @@ -1313,7 +1313,7 @@ }, { "cell_type": "markdown", - "id": "db598f9f", + "id": "0c422088", "metadata": { "editable": true }, @@ -1327,7 +1327,7 @@ }, { "cell_type": "markdown", - "id": "9530750e", + "id": "099f31ca", "metadata": { "editable": true }, @@ -1337,7 +1337,7 @@ }, { "cell_type": "markdown", - "id": "64963b0a", + "id": "4a433685", "metadata": { "editable": true }, @@ -1350,7 +1350,7 @@ }, { "cell_type": "markdown", - "id": "492cf4c4", + "id": "b4761147", "metadata": { "editable": true }, @@ -1365,7 +1365,7 @@ }, { "cell_type": "markdown", - "id": "c0fc734a", + "id": "3fbfc908", "metadata": { "editable": true }, @@ -1377,7 +1377,7 @@ }, { "cell_type": "markdown", - "id": "e579082f", + "id": "818858c4", "metadata": { "editable": true }, @@ -1387,7 +1387,7 @@ }, { "cell_type": "markdown", - "id": "f263a37a", + "id": "fd530fe5", "metadata": { "editable": true }, @@ -1400,7 +1400,7 @@ }, { "cell_type": "markdown", - "id": "5cdbdca8", + "id": "9354b7d5", "metadata": { "editable": true }, @@ -1411,7 +1411,7 @@ }, { "cell_type": "markdown", - "id": "73f9d38f", + "id": "00fa313a", "metadata": { "editable": true }, @@ -1423,7 +1423,7 @@ }, { "cell_type": "markdown", - "id": "67eeae7d", + "id": "270e4865", "metadata": { "editable": true }, @@ -1433,7 +1433,7 @@ }, { "cell_type": "markdown", - "id": "2c18a3ed", + "id": "edbcab84", "metadata": { "editable": true }, @@ -1448,7 +1448,7 @@ }, { "cell_type": "markdown", - "id": "86ed4a29", + "id": "36b795e3", "metadata": { "editable": true }, @@ -1458,7 +1458,7 @@ }, { "cell_type": "markdown", - "id": "f4bda19a", + "id": "7ede6ae6", "metadata": { "editable": true }, @@ -1470,7 +1470,7 @@ }, { "cell_type": "markdown", - "id": "26a2f71d", + "id": "6ddb6ed0", "metadata": { "editable": true }, @@ -1480,7 +1480,7 @@ }, { "cell_type": "markdown", - "id": "c83e13c4", + "id": "21e963dd", "metadata": { "editable": true }, @@ -1496,7 +1496,7 @@ }, { "cell_type": "markdown", - "id": "81cc25d9", + "id": "d475664d", "metadata": { "editable": true }, @@ -1524,7 +1524,7 @@ }, { "cell_type": "markdown", - "id": "a1fd3676", + "id": "f4c3af28", "metadata": { "editable": true }, @@ -1540,7 +1540,7 @@ }, { "cell_type": "markdown", - "id": "3d212231", + "id": "50275b5c", "metadata": { "editable": true }, @@ -1552,7 +1552,7 @@ }, { "cell_type": "markdown", - "id": "064b2b6d", + "id": "9b57dc67", "metadata": { "editable": true }, @@ -1564,7 +1564,7 @@ }, { "cell_type": "markdown", - "id": "98f8b7ea", + "id": "94ff2ab0", "metadata": { "editable": true }, @@ -1574,7 +1574,7 @@ }, { "cell_type": "markdown", - "id": "86f25f64", + "id": "a2a3dd25", "metadata": { "editable": true }, @@ -1588,7 +1588,7 @@ }, { "cell_type": "markdown", - "id": "6de9ecbc", + "id": "d15a0013", "metadata": { "editable": true }, @@ -1600,7 +1600,7 @@ }, { "cell_type": "markdown", - "id": "c9ab7107", + "id": "5836e519", "metadata": { "editable": true }, @@ -1622,7 +1622,7 @@ }, { "cell_type": "markdown", - "id": "df67bcd4", + "id": "cfb92cbf", "metadata": { "editable": true }, @@ -1654,7 +1654,7 @@ }, { "cell_type": "markdown", - "id": "8dedb660", + "id": "190d6c8b", "metadata": { "editable": true }, @@ -1670,7 +1670,7 @@ }, { "cell_type": "markdown", - "id": "14387bbe", + "id": "882258b7", "metadata": { "editable": true }, @@ -1690,7 +1690,7 @@ }, { "cell_type": "markdown", - "id": "9f4ebb0f", + "id": "bed7823c", "metadata": { "editable": true }, @@ -1707,7 +1707,7 @@ }, { "cell_type": "markdown", - "id": "85a157d1", + "id": "22f5d684", "metadata": { "editable": true }, @@ -1723,7 +1723,7 @@ }, { "cell_type": "markdown", - "id": "3de832cc", + "id": "b2649f3e", "metadata": { "editable": true }, @@ -1742,7 +1742,7 @@ }, { "cell_type": "markdown", - "id": "0c61e24c", + "id": "1834e420", "metadata": { "editable": true }, @@ -1755,7 +1755,7 @@ }, { "cell_type": "markdown", - "id": "b29ffb57", + "id": "dd440897", "metadata": { "editable": true }, @@ -1767,7 +1767,7 @@ }, { "cell_type": "markdown", - "id": "472273cf", + "id": "642fb412", "metadata": { "editable": true }, @@ -1788,7 +1788,7 @@ }, { "cell_type": "markdown", - "id": "adcebd00", + "id": "8cb95015", "metadata": { "editable": true }, @@ -1809,7 +1809,7 @@ }, { "cell_type": "markdown", - "id": "bf2f5d74", + "id": "ec129aa9", "metadata": { "editable": true }, @@ -1835,7 +1835,7 @@ }, { "cell_type": "markdown", - "id": "abfeb67b", + "id": "1784ef4f", "metadata": { "editable": true }, @@ -1854,7 +1854,7 @@ }, { "cell_type": "markdown", - "id": "be4db862", + "id": "1f4a8fa4", "metadata": { "editable": true }, @@ -1865,7 +1865,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "0eff7835", + "id": "27ce77a4", "metadata": { "collapsed": false, "editable": true @@ -1916,7 +1916,7 @@ }, { "cell_type": "markdown", - "id": "ecbe8a5c", + "id": "96465954", "metadata": { "editable": true }, @@ -1927,7 +1927,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "10c0eac3", + "id": "e8ef9f8b", "metadata": { "collapsed": false, "editable": true @@ -1960,7 +1960,7 @@ }, { "cell_type": "markdown", - "id": "435202f7", + "id": "1ba8c4a7", "metadata": { "editable": true }, @@ -1971,7 +1971,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "ccbbf582", + "id": "e951d8a7", "metadata": { "collapsed": false, "editable": true @@ -2008,7 +2008,7 @@ }, { "cell_type": "markdown", - "id": "5e6c381a", + "id": "b65d95c6", "metadata": { "editable": true }, @@ -2019,7 +2019,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "c8a95bfe", + "id": "4854ee21", "metadata": { "collapsed": false, "editable": true @@ -2046,7 +2046,7 @@ }, { "cell_type": "markdown", - "id": "6d9349d4", + "id": "f0be310d", "metadata": { "editable": true }, @@ -2057,7 +2057,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "89fa9abf", + "id": "d437f3ee", "metadata": { "collapsed": false, "editable": true @@ -2098,7 +2098,7 @@ }, { "cell_type": "markdown", - "id": "60fbbb16", + "id": "5a3d47b9", "metadata": { "editable": true }, @@ -2114,7 +2114,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "b974071c", + "id": "2ff3e78a", "metadata": { "collapsed": false, "editable": true @@ -2135,7 +2135,7 @@ }, { "cell_type": "markdown", - "id": "3c22c0b3", + "id": "bf052d5b", "metadata": { "editable": true }, @@ -2148,7 +2148,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "afdf2910", + "id": "c271073c", "metadata": { "collapsed": false, "editable": true @@ -2172,7 +2172,7 @@ }, { "cell_type": "markdown", - "id": "4d868fad", + "id": "19173173", "metadata": { "editable": true }, @@ -2187,7 +2187,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "3f6d4145", + "id": "f25a2b00", "metadata": { "collapsed": false, "editable": true @@ -2208,7 +2208,7 @@ }, { "cell_type": "markdown", - "id": "82477197", + "id": "b6bb4493", "metadata": { "editable": true }, @@ -2218,7 +2218,7 @@ }, { "cell_type": "markdown", - "id": "b673c277", + "id": "0904c3ae", "metadata": { "editable": true }, @@ -2237,7 +2237,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "ada37186", + "id": "fe15cab4", "metadata": { "collapsed": false, "editable": true @@ -2254,7 +2254,7 @@ }, { "cell_type": "markdown", - "id": "1a71acb3", + "id": "5bb3e108", "metadata": { "editable": true }, @@ -2264,7 +2264,7 @@ }, { "cell_type": "markdown", - "id": "67296d60", + "id": "d1ee0550", "metadata": { "editable": true }, @@ -2275,7 +2275,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "ea39eee2", + "id": "12a863db", "metadata": { "collapsed": false, "editable": true @@ -2292,7 +2292,7 @@ }, { "cell_type": "markdown", - "id": "6560f335", + "id": "0c92f59f", "metadata": { "editable": true }, @@ -2303,7 +2303,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "c444e499", + "id": "ad5de6ba", "metadata": { "collapsed": false, "editable": true @@ -2324,7 +2324,7 @@ }, { "cell_type": "markdown", - "id": "efdc741e", + "id": "268e4681", "metadata": { "editable": true }, @@ -2357,7 +2357,7 @@ }, { "cell_type": "markdown", - "id": "e4bb622b", + "id": "63a3c676", "metadata": { "editable": true }, @@ -2381,7 +2381,7 @@ }, { "cell_type": "markdown", - "id": "8fee430e", + "id": "23f5d36c", "metadata": { "editable": true }, @@ -2404,7 +2404,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "a037c43d", + "id": "8781066d", "metadata": { "collapsed": false, "editable": true @@ -2545,7 +2545,7 @@ }, { "cell_type": "markdown", - "id": "71062b37", + "id": "ffc048f1", "metadata": { "editable": true }, @@ -2558,7 +2558,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "588c5f88", + "id": "ad1eebc2", "metadata": { "collapsed": false, "editable": true @@ -2571,7 +2571,7 @@ }, { "cell_type": "markdown", - "id": "5e63f5f5", + "id": "8ede1233", "metadata": { "editable": true }, @@ -2582,7 +2582,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "4b0b72c8", + "id": "2a0ff87f", "metadata": { "collapsed": false, "editable": true @@ -2604,7 +2604,7 @@ }, { "cell_type": "markdown", - "id": "fb2b2c02", + "id": "b012d951", "metadata": { "editable": true }, @@ -2620,7 +2620,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "9e033878", + "id": "5e99cc1a", "metadata": { "collapsed": false, "editable": true @@ -2667,7 +2667,7 @@ }, { "cell_type": "markdown", - "id": "beddb3a4", + "id": "5a633ec6", "metadata": { "editable": true }, @@ -2682,7 +2682,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "f8e44da4", + "id": "7263c6aa", "metadata": { "collapsed": false, "editable": true @@ -2703,7 +2703,7 @@ }, { "cell_type": "markdown", - "id": "71111a43", + "id": "51292641", "metadata": { "editable": true }, @@ -2720,7 +2720,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "e8fa07b7", + "id": "e4126eff", "metadata": { "collapsed": false, "editable": true @@ -2779,7 +2779,7 @@ }, { "cell_type": "markdown", - "id": "2da1ed00", + "id": "0de2275f", "metadata": { "editable": true }, @@ -2796,7 +2796,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "a511c83b", + "id": "65747114", "metadata": { "collapsed": false, "editable": true @@ -2817,7 +2817,7 @@ }, { "cell_type": "markdown", - "id": "e2881f85", + "id": "1a00b6b5", "metadata": { "editable": true }, @@ -2834,7 +2834,7 @@ }, { "cell_type": "markdown", - "id": "f3c6fee5", + "id": "fac7ab1e", "metadata": { "editable": true }, @@ -2846,7 +2846,7 @@ }, { "cell_type": "markdown", - "id": "815c8b1b", + "id": "b00005e0", "metadata": { "editable": true }, @@ -2862,7 +2862,7 @@ }, { "cell_type": "markdown", - "id": "4b5988d6", + "id": "30e6b25a", "metadata": { "editable": true }, @@ -2874,7 +2874,7 @@ }, { "cell_type": "markdown", - "id": "fd02d9ff", + "id": "46ee3e18", "metadata": { "editable": true }, @@ -2889,7 +2889,7 @@ }, { "cell_type": "markdown", - "id": "c65cc351", + "id": "83eeff5c", "metadata": { "editable": true }, @@ -2901,7 +2901,7 @@ }, { "cell_type": "markdown", - "id": "fd26cea2", + "id": "e9431c97", "metadata": { "editable": true }, @@ -2919,7 +2919,7 @@ }, { "cell_type": "markdown", - "id": "c7f6fe80", + "id": "45db87af", "metadata": { "editable": true }, @@ -2938,7 +2938,7 @@ }, { "cell_type": "markdown", - "id": "e7474b3c", + "id": "b8306772", "metadata": { "editable": true }, @@ -2950,7 +2950,7 @@ }, { "cell_type": "markdown", - "id": "13e075b6", + "id": "dbd3cbde", "metadata": { "editable": true }, @@ -2967,7 +2967,7 @@ }, { "cell_type": "markdown", - "id": "44faa85a", + "id": "d210e12e", "metadata": { "editable": true }, @@ -2980,7 +2980,7 @@ }, { "cell_type": "markdown", - "id": "51911d7f", + "id": "599e20b0", "metadata": { "editable": true }, @@ -3009,7 +3009,7 @@ }, { "cell_type": "markdown", - "id": "c78bec4d", + "id": "cb695360", "metadata": { "editable": true }, @@ -3019,7 +3019,7 @@ }, { "cell_type": "markdown", - "id": "4c9c484b", + "id": "8d46bb8e", "metadata": { "editable": true }, @@ -3031,7 +3031,7 @@ }, { "cell_type": "markdown", - "id": "896349ae", + "id": "eb890b89", "metadata": { "editable": true }, @@ -3052,7 +3052,7 @@ }, { "cell_type": "markdown", - "id": "cde9b753", + "id": "b4bbb381", "metadata": { "editable": true }, @@ -3070,7 +3070,7 @@ }, { "cell_type": "markdown", - "id": "f36b4644", + "id": "01687a74", "metadata": { "editable": true }, @@ -3086,7 +3086,7 @@ }, { "cell_type": "markdown", - "id": "2c16bfd8", + "id": "615c3a40", "metadata": { "editable": true }, @@ -3099,7 +3099,7 @@ }, { "cell_type": "markdown", - "id": "2c9c2cdf", + "id": "72955cc1", "metadata": { "editable": true }, @@ -3123,7 +3123,7 @@ }, { "cell_type": "markdown", - "id": "5f9b20d3", + "id": "f12ceb05", "metadata": { "editable": true }, @@ -3144,7 +3144,7 @@ }, { "cell_type": "markdown", - "id": "55eedb4c", + "id": "ea780463", "metadata": { "editable": true }, @@ -3157,7 +3157,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "fdc32d3a", + "id": "a90afd15", "metadata": { "collapsed": false, "editable": true @@ -3239,7 +3239,7 @@ }, { "cell_type": "markdown", - "id": "88e2555b", + "id": "54721472", "metadata": { "editable": true }, @@ -3253,7 +3253,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "fd407627", + "id": "e468e682", "metadata": { "collapsed": false, "editable": true @@ -3280,7 +3280,7 @@ }, { "cell_type": "markdown", - "id": "b58d6a1c", + "id": "f594d7ff", "metadata": { "editable": true }, @@ -3301,7 +3301,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "3120b095", + "id": "4d8a800e", "metadata": { "collapsed": false, "editable": true @@ -3351,7 +3351,7 @@ }, { "cell_type": "markdown", - "id": "7e5f97d5", + "id": "34754ffe", "metadata": { "editable": true }, @@ -3366,7 +3366,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "acfa85f6", + "id": "5de68401", "metadata": { "collapsed": false, "editable": true @@ -3407,7 +3407,7 @@ }, { "cell_type": "markdown", - "id": "70423776", + "id": "d966b48f", "metadata": { "editable": true }, @@ -3449,7 +3449,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "1b6d9540", + "id": "614f7d11", "metadata": { "collapsed": false, "editable": true @@ -3735,7 +3735,7 @@ }, { "cell_type": "markdown", - "id": "6e475454", + "id": "91fe208e", "metadata": { "editable": true }, @@ -3758,7 +3758,7 @@ }, { "cell_type": "markdown", - "id": "ce4e58b3", + "id": "54732a57", "metadata": { "editable": true }, @@ -3771,7 +3771,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "be79de2e", + "id": "3def1d1b", "metadata": { "collapsed": false, "editable": true @@ -3819,7 +3819,7 @@ }, { "cell_type": "markdown", - "id": "3ec31b72", + "id": "82c734a0", "metadata": { "editable": true }, @@ -3841,7 +3841,7 @@ }, { "cell_type": "markdown", - "id": "317ef0c8", + "id": "46b99df3", "metadata": { "editable": true }, @@ -3863,7 +3863,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "e3266263", + "id": "c2acf854", "metadata": { "collapsed": false, "editable": true @@ -4025,7 +4025,7 @@ }, { "cell_type": "markdown", - "id": "5206aff5", + "id": "ccfb1123", "metadata": { "editable": true }, @@ -4046,7 +4046,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "609f9c57", + "id": "af9bb6f5", "metadata": { "collapsed": false, "editable": true @@ -4109,7 +4109,7 @@ }, { "cell_type": "markdown", - "id": "bb562fbe", + "id": "677b815c", "metadata": { "editable": true }, @@ -4133,7 +4133,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "97b3fc33", + "id": "6d819597", "metadata": { "collapsed": false, "editable": true @@ -4361,7 +4361,7 @@ }, { "cell_type": "markdown", - "id": "17700387", + "id": "80e7a053", "metadata": { "editable": true }, @@ -4382,7 +4382,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "51e0a7d1", + "id": "c5ff412e", "metadata": { "collapsed": false, "editable": true @@ -4686,7 +4686,7 @@ }, { "cell_type": "markdown", - "id": "bdbd3283", + "id": "55f90495", "metadata": { "editable": true }, @@ -4699,7 +4699,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "c8f9152c", + "id": "b1b5c407", "metadata": { "collapsed": false, "editable": true @@ -5234,7 +5234,7 @@ }, { "cell_type": "markdown", - "id": "ad87d2f5", + "id": "d865fd5b", "metadata": { "editable": true }, @@ -5253,7 +5253,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "316a632a", + "id": "c9ca06bf", "metadata": { "collapsed": false, "editable": true @@ -5266,7 +5266,7 @@ }, { "cell_type": "markdown", - "id": "7a371303", + "id": "f27c441a", "metadata": { "editable": true }, @@ -5282,7 +5282,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "478c390c", + "id": "5b16f84e", "metadata": { "collapsed": false, "editable": true @@ -5308,7 +5308,7 @@ }, { "cell_type": "markdown", - "id": "c06aead7", + "id": "8a9bbaf9", "metadata": { "editable": true }, @@ -5332,7 +5332,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "a255bde4", + "id": "cb05b690", "metadata": { "collapsed": false, "editable": true @@ -5367,7 +5367,7 @@ }, { "cell_type": "markdown", - "id": "05e0970e", + "id": "7a156970", "metadata": { "editable": true }, @@ -5386,7 +5386,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "17efdd8d", + "id": "9c0fc11c", "metadata": { "collapsed": false, "editable": true @@ -5414,7 +5414,7 @@ }, { "cell_type": "markdown", - "id": "73b7ebb8", + "id": "6549339a", "metadata": { "editable": true }, @@ -5443,7 +5443,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "583508e8", + "id": "036596e7", "metadata": { "collapsed": false, "editable": true @@ -5512,7 +5512,7 @@ }, { "cell_type": "markdown", - "id": "99a37cd4", + "id": "3e34540f", "metadata": { "editable": true }, @@ -5530,7 +5530,7 @@ }, { "cell_type": "markdown", - "id": "323ea99e", + "id": "e592802c", "metadata": { "editable": true }, @@ -5554,7 +5554,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "f44fa647", + "id": "13593040", "metadata": { "collapsed": false, "editable": true @@ -5585,7 +5585,7 @@ }, { "cell_type": "markdown", - "id": "15efbc81", + "id": "e12c7c55", "metadata": { "editable": true }, @@ -5615,7 +5615,7 @@ }, { "cell_type": "markdown", - "id": "5b2113ad", + "id": "863ae79c", "metadata": { "editable": true }, @@ -5626,7 +5626,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "69efb463", + "id": "69a1b463", "metadata": { "collapsed": false, "editable": true @@ -5676,7 +5676,7 @@ }, { "cell_type": "markdown", - "id": "cd1de7d4", + "id": "9903fa36", "metadata": { "editable": true }, @@ -5697,7 +5697,7 @@ }, { "cell_type": "markdown", - "id": "5ac54982", + "id": "6b21aaad", "metadata": { "editable": true }, @@ -5708,7 +5708,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "1e9a0ca1", + "id": "b8697733", "metadata": { "collapsed": false, "editable": true @@ -5729,7 +5729,7 @@ }, { "cell_type": "markdown", - "id": "60d1dd93", + "id": "c1bd80e7", "metadata": { "editable": true }, diff --git a/doc/pub/week44/html/._week44-bs001.html b/doc/pub/week44/html/._week44-bs001.html index 3a78f3909..231485019 100644 --- a/doc/pub/week44/html/._week44-bs001.html +++ b/doc/pub/week44/html/._week44-bs001.html @@ -359,7 +359,7 @@ MathJax.Hub.Config({
  • These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week44/ipynb/week44.ipynb
  • For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications
    • -
  • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at URL:https://github.com/rasbt/machine-learning-book/tree/main/ch14".
    • +
  • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at https://github.com/rasbt/machine-learning-book/tree/main/ch14.
  • Video on Deep Learning at https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
  • Video on Convolutional Neural Networks from MIT at https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini
  • Video on CNNs from Stanford at https://www.youtube.com/watch?v=bNb2fEVKeEo&list=PLC1qU-LWwrF64f4QKQT-Vg5Wr4qEE1Zxk&index=6&ab_channel=StanfordUniversitySchoolofEngineering
    • diff --git a/doc/pub/week44/html/week44-reveal.html b/doc/pub/week44/html/week44-reveal.html index c356bc9bf..2ffcb1e5d 100644 --- a/doc/pub/week44/html/week44-reveal.html +++ b/doc/pub/week44/html/week44-reveal.html @@ -206,7 +206,7 @@ MathJax.Hub.Config({

  • For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications
    • -

  • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at URL:https://github.com/rasbt/machine-learning-book/tree/main/ch14".
    • +

  • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at https://github.com/rasbt/machine-learning-book/tree/main/ch14.

  • Video on Deep Learning at https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
    • diff --git a/doc/pub/week44/html/week44-solarized.html b/doc/pub/week44/html/week44-solarized.html index 28a5465e5..b24a188ef 100644 --- a/doc/pub/week44/html/week44-solarized.html +++ b/doc/pub/week44/html/week44-solarized.html @@ -297,7 +297,7 @@ MathJax.Hub.Config({
    • These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week44/ipynb/week44.ipynb
    • For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications
      • -
    • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at URL:https://github.com/rasbt/machine-learning-book/tree/main/ch14".
      • +
    • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at https://github.com/rasbt/machine-learning-book/tree/main/ch14.
    • Video on Deep Learning at https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
    • Video on Convolutional Neural Networks from MIT at https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini
    • Video on CNNs from Stanford at https://www.youtube.com/watch?v=bNb2fEVKeEo&list=PLC1qU-LWwrF64f4QKQT-Vg5Wr4qEE1Zxk&index=6&ab_channel=StanfordUniversitySchoolofEngineering
      • diff --git a/doc/pub/week44/html/week44.html b/doc/pub/week44/html/week44.html index 47b151910..004e348de 100644 --- a/doc/pub/week44/html/week44.html +++ b/doc/pub/week44/html/week44.html @@ -374,7 +374,7 @@ MathJax.Hub.Config({
      • These lecture notes at https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week44/ipynb/week44.ipynb
      • For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications
        • -
      • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at URL:https://github.com/rasbt/machine-learning-book/tree/main/ch14".
        • +
      • Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at https://github.com/rasbt/machine-learning-book/tree/main/ch14.
      • Video on Deep Learning at https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
      • Video on Convolutional Neural Networks from MIT at https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini
      • Video on CNNs from Stanford at https://www.youtube.com/watch?v=bNb2fEVKeEo&list=PLC1qU-LWwrF64f4QKQT-Vg5Wr4qEE1Zxk&index=6&ab_channel=StanfordUniversitySchoolofEngineering
        • diff --git a/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz b/doc/pub/week44/ipynb/ipynb-week44-src.tar.gz index 49eb96ffd4287efd2f1238157554370af2d51c97..c1c8dc8f54d467a579fd8f4fbada84dc432b43d1 100644 GIT binary patch delta 37 rcmdn`S!U~J8CLmj4u)xstgWn!t*lI~tjw*fEUm0SF56aC_6?Q*c-=R#v7~R_0b#mR43Emu)L6`vyw@)@%vP diff --git a/doc/pub/week44/ipynb/week44.ipynb b/doc/pub/week44/ipynb/week44.ipynb index 4e20e7132..5a26ea0b7 100644 --- a/doc/pub/week44/ipynb/week44.ipynb +++ b/doc/pub/week44/ipynb/week44.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "63e1e335", + "id": "33cfff3f", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "ed5d9c6b", + "id": "a44fb58f", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "b84d0665", + "id": "57d251e2", "metadata": { "editable": true }, @@ -44,7 +44,7 @@ "\n", " * For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications\n", "\n", - " * Reading suggestions for implementation of CNNs see https://github.com/rasbt/machine-learning-book/tree/main/ch14\". \n", + " * Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at . \n", "\n", " * Video on Deep Learning at \n", "\n", @@ -55,7 +55,7 @@ }, { "cell_type": "markdown", - "id": "14403d64", + "id": "4a18fe31", "metadata": { "editable": true }, @@ -71,7 +71,7 @@ }, { "cell_type": "markdown", - "id": "510832b6", + "id": "3ae00447", "metadata": { "editable": true }, @@ -81,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "e2890242", + "id": "0ed6a703", "metadata": { "editable": true }, @@ -108,7 +108,7 @@ }, { "cell_type": "markdown", - "id": "a92e4762", + "id": "a7c8edbb", "metadata": { "editable": true }, @@ -124,7 +124,7 @@ }, { "cell_type": "markdown", - "id": "8727689a", + "id": "c74d37fd", "metadata": { "editable": true }, @@ -142,7 +142,7 @@ }, { "cell_type": "markdown", - "id": "7d67d4fc", + "id": "a6aecf45", "metadata": { "editable": true }, @@ -172,7 +172,7 @@ }, { "cell_type": "markdown", - "id": "5aa0b370", + "id": "7dabb368", "metadata": { "editable": true }, @@ -202,7 +202,7 @@ }, { "cell_type": "markdown", - "id": "e716c302", + "id": "58985aa5", "metadata": { "editable": true }, @@ -242,7 +242,7 @@ }, { "cell_type": "markdown", - "id": "338ae502", + "id": "1bab74a3", "metadata": { "editable": true }, @@ -269,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "f9f37cc2", + "id": "2f33f8a1", "metadata": { "editable": true }, @@ -281,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "ffa8b0de", + "id": "eaf3f45e", "metadata": { "editable": true }, @@ -291,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "4cf7ec1e", + "id": "0e84c466", "metadata": { "editable": true }, @@ -309,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "b9465638", + "id": "10d45a95", "metadata": { "editable": true }, @@ -338,7 +338,7 @@ }, { "cell_type": "markdown", - "id": "f76e774b", + "id": "d80f26a1", "metadata": { "editable": true }, @@ -360,7 +360,7 @@ }, { "cell_type": "markdown", - "id": "5b60c972", + "id": "68d919a2", "metadata": { "editable": true }, @@ -382,7 +382,7 @@ }, { "cell_type": "markdown", - "id": "cefc706f", + "id": "a01f5449", "metadata": { "editable": true }, @@ -398,7 +398,7 @@ }, { "cell_type": "markdown", - "id": "aeb33eaa", + "id": "641f70ad", "metadata": { "editable": true }, @@ -415,7 +415,7 @@ }, { "cell_type": "markdown", - "id": "fad53798", + "id": "b547814e", "metadata": { "editable": true }, @@ -439,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "7f2dad44", + "id": "959b7c24", "metadata": { "editable": true }, @@ -450,7 +450,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "0408df62", + "id": "2d761bb6", "metadata": { "collapsed": false, "editable": true @@ -521,7 +521,7 @@ }, { "cell_type": "markdown", - "id": "61cc112c", + "id": "c8dfa74c", "metadata": { "editable": true }, @@ -544,7 +544,7 @@ }, { "cell_type": "markdown", - "id": "c5d6e07d", + "id": "304b1167", "metadata": { "editable": true }, @@ -556,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "6be137f0", + "id": "82dac147", "metadata": { "editable": true }, @@ -568,7 +568,7 @@ }, { "cell_type": "markdown", - "id": "a0f789dd", + "id": "471c9322", "metadata": { "editable": true }, @@ -580,7 +580,7 @@ }, { "cell_type": "markdown", - "id": "8e40d238", + "id": "09155a02", "metadata": { "editable": true }, @@ -590,7 +590,7 @@ }, { "cell_type": "markdown", - "id": "71b56989", + "id": "b7a3d486", "metadata": { "editable": true }, @@ -602,7 +602,7 @@ }, { "cell_type": "markdown", - "id": "e19163bb", + "id": "44ee5981", "metadata": { "editable": true }, @@ -614,7 +614,7 @@ }, { "cell_type": "markdown", - "id": "fd3012a1", + "id": "73c72e3d", "metadata": { "editable": true }, @@ -633,7 +633,7 @@ }, { "cell_type": "markdown", - "id": "5babf832", + "id": "380fd888", "metadata": { "editable": true }, @@ -645,7 +645,7 @@ }, { "cell_type": "markdown", - "id": "8782a179", + "id": "a6770e0d", "metadata": { "editable": true }, @@ -655,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "fa390b08", + "id": "302f8f6e", "metadata": { "editable": true }, @@ -667,7 +667,7 @@ }, { "cell_type": "markdown", - "id": "d07868f3", + "id": "9bcd41c9", "metadata": { "editable": true }, @@ -677,7 +677,7 @@ }, { "cell_type": "markdown", - "id": "699fc3ed", + "id": "432e59c5", "metadata": { "editable": true }, @@ -689,7 +689,7 @@ }, { "cell_type": "markdown", - "id": "5056d80a", + "id": "5fda8842", "metadata": { "editable": true }, @@ -702,7 +702,7 @@ }, { "cell_type": "markdown", - "id": "3179c293", + "id": "d7ee3cc3", "metadata": { "editable": true }, @@ -721,7 +721,7 @@ }, { "cell_type": "markdown", - "id": "cbee6b6e", + "id": "2e7cefe9", "metadata": { "editable": true }, @@ -733,7 +733,7 @@ }, { "cell_type": "markdown", - "id": "4fc0eb7d", + "id": "3a57ee54", "metadata": { "editable": true }, @@ -745,7 +745,7 @@ }, { "cell_type": "markdown", - "id": "8c844062", + "id": "0c8b6913", "metadata": { "editable": true }, @@ -755,7 +755,7 @@ }, { "cell_type": "markdown", - "id": "845803e9", + "id": "7d4f78af", "metadata": { "editable": true }, @@ -767,7 +767,7 @@ }, { "cell_type": "markdown", - "id": "8a7d63cf", + "id": "2491c3b2", "metadata": { "editable": true }, @@ -779,7 +779,7 @@ }, { "cell_type": "markdown", - "id": "c6c03e06", + "id": "fad8fc64", "metadata": { "editable": true }, @@ -791,7 +791,7 @@ }, { "cell_type": "markdown", - "id": "2e8fcf0d", + "id": "730ff956", "metadata": { "editable": true }, @@ -802,7 +802,7 @@ }, { "cell_type": "markdown", - "id": "2da0ffc3", + "id": "68037259", "metadata": { "editable": true }, @@ -816,7 +816,7 @@ }, { "cell_type": "markdown", - "id": "e1a492b0", + "id": "b2f68357", "metadata": { "editable": true }, @@ -834,7 +834,7 @@ }, { "cell_type": "markdown", - "id": "523ad249", + "id": "62b20822", "metadata": { "editable": true }, @@ -847,7 +847,7 @@ }, { "cell_type": "markdown", - "id": "289d1480", + "id": "28b60646", "metadata": { "editable": true }, @@ -865,7 +865,7 @@ }, { "cell_type": "markdown", - "id": "8008c083", + "id": "7d85c5c5", "metadata": { "editable": true }, @@ -879,7 +879,7 @@ }, { "cell_type": "markdown", - "id": "7f21303f", + "id": "cc333147", "metadata": { "editable": true }, @@ -895,7 +895,7 @@ }, { "cell_type": "markdown", - "id": "7df5c8d9", + "id": "e813afad", "metadata": { "editable": true }, @@ -913,7 +913,7 @@ }, { "cell_type": "markdown", - "id": "12e5b869", + "id": "b86ebc62", "metadata": { "editable": true }, @@ -929,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "1340193c", + "id": "243141b7", "metadata": { "editable": true }, @@ -944,7 +944,7 @@ }, { "cell_type": "markdown", - "id": "8ed646fe", + "id": "dfa56e2f", "metadata": { "editable": true }, @@ -963,7 +963,7 @@ }, { "cell_type": "markdown", - "id": "2e9bc60e", + "id": "f4edc25f", "metadata": { "editable": true }, @@ -975,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "b3d81dc4", + "id": "a86fd159", "metadata": { "editable": true }, @@ -986,7 +986,7 @@ }, { "cell_type": "markdown", - "id": "9bcff9b9", + "id": "ef87dca2", "metadata": { "editable": true }, @@ -1007,7 +1007,7 @@ }, { "cell_type": "markdown", - "id": "941deb79", + "id": "e32a63e2", "metadata": { "editable": true }, @@ -1023,7 +1023,7 @@ }, { "cell_type": "markdown", - "id": "430dce10", + "id": "6000ff06", "metadata": { "editable": true }, @@ -1041,7 +1041,7 @@ }, { "cell_type": "markdown", - "id": "47de9984", + "id": "47f80db7", "metadata": { "editable": true }, @@ -1053,7 +1053,7 @@ }, { "cell_type": "markdown", - "id": "c5bcb09e", + "id": "2800a950", "metadata": { "editable": true }, @@ -1063,7 +1063,7 @@ }, { "cell_type": "markdown", - "id": "b434a9a2", + "id": "7cab0f9d", "metadata": { "editable": true }, @@ -1075,7 +1075,7 @@ }, { "cell_type": "markdown", - "id": "5456cddf", + "id": "07645ed0", "metadata": { "editable": true }, @@ -1087,7 +1087,7 @@ }, { "cell_type": "markdown", - "id": "d4c6db6b", + "id": "a2974555", "metadata": { "editable": true }, @@ -1099,7 +1099,7 @@ }, { "cell_type": "markdown", - "id": "b1372822", + "id": "ebbfd407", "metadata": { "editable": true }, @@ -1109,7 +1109,7 @@ }, { "cell_type": "markdown", - "id": "6e2ab125", + "id": "fdb38437", "metadata": { "editable": true }, @@ -1121,7 +1121,7 @@ }, { "cell_type": "markdown", - "id": "62002540", + "id": "60d32f97", "metadata": { "editable": true }, @@ -1133,7 +1133,7 @@ }, { "cell_type": "markdown", - "id": "489a145e", + "id": "289c5d5a", "metadata": { "editable": true }, @@ -1145,7 +1145,7 @@ }, { "cell_type": "markdown", - "id": "d1f5a8c9", + "id": "0f99bfab", "metadata": { "editable": true }, @@ -1161,7 +1161,7 @@ }, { "cell_type": "markdown", - "id": "6473519f", + "id": "ea711e56", "metadata": { "editable": true }, @@ -1174,7 +1174,7 @@ }, { "cell_type": "markdown", - "id": "debaa327", + "id": "e3b78574", "metadata": { "editable": true }, @@ -1186,7 +1186,7 @@ }, { "cell_type": "markdown", - "id": "82183206", + "id": "6022493c", "metadata": { "editable": true }, @@ -1196,7 +1196,7 @@ }, { "cell_type": "markdown", - "id": "514bce22", + "id": "09654ff5", "metadata": { "editable": true }, @@ -1208,7 +1208,7 @@ }, { "cell_type": "markdown", - "id": "91437067", + "id": "b2ec11d7", "metadata": { "editable": true }, @@ -1223,7 +1223,7 @@ }, { "cell_type": "markdown", - "id": "eacd9e56", + "id": "40b30836", "metadata": { "editable": true }, @@ -1238,7 +1238,7 @@ }, { "cell_type": "markdown", - "id": "519cc8f7", + "id": "f930208c", "metadata": { "editable": true }, @@ -1250,7 +1250,7 @@ }, { "cell_type": "markdown", - "id": "2351f6ba", + "id": "80b4893d", "metadata": { "editable": true }, @@ -1260,7 +1260,7 @@ }, { "cell_type": "markdown", - "id": "d7da594f", + "id": "dc9dd0b8", "metadata": { "editable": true }, @@ -1272,7 +1272,7 @@ }, { "cell_type": "markdown", - "id": "50700b76", + "id": "58a3357b", "metadata": { "editable": true }, @@ -1288,7 +1288,7 @@ }, { "cell_type": "markdown", - "id": "c7be89e7", + "id": "529f7cdc", "metadata": { "editable": true }, @@ -1300,7 +1300,7 @@ }, { "cell_type": "markdown", - "id": "2a268582", + "id": "66dec35a", "metadata": { "editable": true }, @@ -1313,7 +1313,7 @@ }, { "cell_type": "markdown", - "id": "db598f9f", + "id": "0c422088", "metadata": { "editable": true }, @@ -1327,7 +1327,7 @@ }, { "cell_type": "markdown", - "id": "9530750e", + "id": "099f31ca", "metadata": { "editable": true }, @@ -1337,7 +1337,7 @@ }, { "cell_type": "markdown", - "id": "64963b0a", + "id": "4a433685", "metadata": { "editable": true }, @@ -1350,7 +1350,7 @@ }, { "cell_type": "markdown", - "id": "492cf4c4", + "id": "b4761147", "metadata": { "editable": true }, @@ -1365,7 +1365,7 @@ }, { "cell_type": "markdown", - "id": "c0fc734a", + "id": "3fbfc908", "metadata": { "editable": true }, @@ -1377,7 +1377,7 @@ }, { "cell_type": "markdown", - "id": "e579082f", + "id": "818858c4", "metadata": { "editable": true }, @@ -1387,7 +1387,7 @@ }, { "cell_type": "markdown", - "id": "f263a37a", + "id": "fd530fe5", "metadata": { "editable": true }, @@ -1400,7 +1400,7 @@ }, { "cell_type": "markdown", - "id": "5cdbdca8", + "id": "9354b7d5", "metadata": { "editable": true }, @@ -1411,7 +1411,7 @@ }, { "cell_type": "markdown", - "id": "73f9d38f", + "id": "00fa313a", "metadata": { "editable": true }, @@ -1423,7 +1423,7 @@ }, { "cell_type": "markdown", - "id": "67eeae7d", + "id": "270e4865", "metadata": { "editable": true }, @@ -1433,7 +1433,7 @@ }, { "cell_type": "markdown", - "id": "2c18a3ed", + "id": "edbcab84", "metadata": { "editable": true }, @@ -1448,7 +1448,7 @@ }, { "cell_type": "markdown", - "id": "86ed4a29", + "id": "36b795e3", "metadata": { "editable": true }, @@ -1458,7 +1458,7 @@ }, { "cell_type": "markdown", - "id": "f4bda19a", + "id": "7ede6ae6", "metadata": { "editable": true }, @@ -1470,7 +1470,7 @@ }, { "cell_type": "markdown", - "id": "26a2f71d", + "id": "6ddb6ed0", "metadata": { "editable": true }, @@ -1480,7 +1480,7 @@ }, { "cell_type": "markdown", - "id": "c83e13c4", + "id": "21e963dd", "metadata": { "editable": true }, @@ -1496,7 +1496,7 @@ }, { "cell_type": "markdown", - "id": "81cc25d9", + "id": "d475664d", "metadata": { "editable": true }, @@ -1524,7 +1524,7 @@ }, { "cell_type": "markdown", - "id": "a1fd3676", + "id": "f4c3af28", "metadata": { "editable": true }, @@ -1540,7 +1540,7 @@ }, { "cell_type": "markdown", - "id": "3d212231", + "id": "50275b5c", "metadata": { "editable": true }, @@ -1552,7 +1552,7 @@ }, { "cell_type": "markdown", - "id": "064b2b6d", + "id": "9b57dc67", "metadata": { "editable": true }, @@ -1564,7 +1564,7 @@ }, { "cell_type": "markdown", - "id": "98f8b7ea", + "id": "94ff2ab0", "metadata": { "editable": true }, @@ -1574,7 +1574,7 @@ }, { "cell_type": "markdown", - "id": "86f25f64", + "id": "a2a3dd25", "metadata": { "editable": true }, @@ -1588,7 +1588,7 @@ }, { "cell_type": "markdown", - "id": "6de9ecbc", + "id": "d15a0013", "metadata": { "editable": true }, @@ -1600,7 +1600,7 @@ }, { "cell_type": "markdown", - "id": "c9ab7107", + "id": "5836e519", "metadata": { "editable": true }, @@ -1622,7 +1622,7 @@ }, { "cell_type": "markdown", - "id": "df67bcd4", + "id": "cfb92cbf", "metadata": { "editable": true }, @@ -1654,7 +1654,7 @@ }, { "cell_type": "markdown", - "id": "8dedb660", + "id": "190d6c8b", "metadata": { "editable": true }, @@ -1670,7 +1670,7 @@ }, { "cell_type": "markdown", - "id": "14387bbe", + "id": "882258b7", "metadata": { "editable": true }, @@ -1690,7 +1690,7 @@ }, { "cell_type": "markdown", - "id": "9f4ebb0f", + "id": "bed7823c", "metadata": { "editable": true }, @@ -1707,7 +1707,7 @@ }, { "cell_type": "markdown", - "id": "85a157d1", + "id": "22f5d684", "metadata": { "editable": true }, @@ -1723,7 +1723,7 @@ }, { "cell_type": "markdown", - "id": "3de832cc", + "id": "b2649f3e", "metadata": { "editable": true }, @@ -1742,7 +1742,7 @@ }, { "cell_type": "markdown", - "id": "0c61e24c", + "id": "1834e420", "metadata": { "editable": true }, @@ -1755,7 +1755,7 @@ }, { "cell_type": "markdown", - "id": "b29ffb57", + "id": "dd440897", "metadata": { "editable": true }, @@ -1767,7 +1767,7 @@ }, { "cell_type": "markdown", - "id": "472273cf", + "id": "642fb412", "metadata": { "editable": true }, @@ -1788,7 +1788,7 @@ }, { "cell_type": "markdown", - "id": "adcebd00", + "id": "8cb95015", "metadata": { "editable": true }, @@ -1809,7 +1809,7 @@ }, { "cell_type": "markdown", - "id": "bf2f5d74", + "id": "ec129aa9", "metadata": { "editable": true }, @@ -1835,7 +1835,7 @@ }, { "cell_type": "markdown", - "id": "abfeb67b", + "id": "1784ef4f", "metadata": { "editable": true }, @@ -1854,7 +1854,7 @@ }, { "cell_type": "markdown", - "id": "be4db862", + "id": "1f4a8fa4", "metadata": { "editable": true }, @@ -1865,7 +1865,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "0eff7835", + "id": "27ce77a4", "metadata": { "collapsed": false, "editable": true @@ -1916,7 +1916,7 @@ }, { "cell_type": "markdown", - "id": "ecbe8a5c", + "id": "96465954", "metadata": { "editable": true }, @@ -1927,7 +1927,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "10c0eac3", + "id": "e8ef9f8b", "metadata": { "collapsed": false, "editable": true @@ -1960,7 +1960,7 @@ }, { "cell_type": "markdown", - "id": "435202f7", + "id": "1ba8c4a7", "metadata": { "editable": true }, @@ -1971,7 +1971,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "ccbbf582", + "id": "e951d8a7", "metadata": { "collapsed": false, "editable": true @@ -2008,7 +2008,7 @@ }, { "cell_type": "markdown", - "id": "5e6c381a", + "id": "b65d95c6", "metadata": { "editable": true }, @@ -2019,7 +2019,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "c8a95bfe", + "id": "4854ee21", "metadata": { "collapsed": false, "editable": true @@ -2046,7 +2046,7 @@ }, { "cell_type": "markdown", - "id": "6d9349d4", + "id": "f0be310d", "metadata": { "editable": true }, @@ -2057,7 +2057,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "89fa9abf", + "id": "d437f3ee", "metadata": { "collapsed": false, "editable": true @@ -2098,7 +2098,7 @@ }, { "cell_type": "markdown", - "id": "60fbbb16", + "id": "5a3d47b9", "metadata": { "editable": true }, @@ -2114,7 +2114,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "b974071c", + "id": "2ff3e78a", "metadata": { "collapsed": false, "editable": true @@ -2135,7 +2135,7 @@ }, { "cell_type": "markdown", - "id": "3c22c0b3", + "id": "bf052d5b", "metadata": { "editable": true }, @@ -2148,7 +2148,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "afdf2910", + "id": "c271073c", "metadata": { "collapsed": false, "editable": true @@ -2172,7 +2172,7 @@ }, { "cell_type": "markdown", - "id": "4d868fad", + "id": "19173173", "metadata": { "editable": true }, @@ -2187,7 +2187,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "3f6d4145", + "id": "f25a2b00", "metadata": { "collapsed": false, "editable": true @@ -2208,7 +2208,7 @@ }, { "cell_type": "markdown", - "id": "82477197", + "id": "b6bb4493", "metadata": { "editable": true }, @@ -2218,7 +2218,7 @@ }, { "cell_type": "markdown", - "id": "b673c277", + "id": "0904c3ae", "metadata": { "editable": true }, @@ -2237,7 +2237,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "ada37186", + "id": "fe15cab4", "metadata": { "collapsed": false, "editable": true @@ -2254,7 +2254,7 @@ }, { "cell_type": "markdown", - "id": "1a71acb3", + "id": "5bb3e108", "metadata": { "editable": true }, @@ -2264,7 +2264,7 @@ }, { "cell_type": "markdown", - "id": "67296d60", + "id": "d1ee0550", "metadata": { "editable": true }, @@ -2275,7 +2275,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "ea39eee2", + "id": "12a863db", "metadata": { "collapsed": false, "editable": true @@ -2292,7 +2292,7 @@ }, { "cell_type": "markdown", - "id": "6560f335", + "id": "0c92f59f", "metadata": { "editable": true }, @@ -2303,7 +2303,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "c444e499", + "id": "ad5de6ba", "metadata": { "collapsed": false, "editable": true @@ -2324,7 +2324,7 @@ }, { "cell_type": "markdown", - "id": "efdc741e", + "id": "268e4681", "metadata": { "editable": true }, @@ -2357,7 +2357,7 @@ }, { "cell_type": "markdown", - "id": "e4bb622b", + "id": "63a3c676", "metadata": { "editable": true }, @@ -2381,7 +2381,7 @@ }, { "cell_type": "markdown", - "id": "8fee430e", + "id": "23f5d36c", "metadata": { "editable": true }, @@ -2404,7 +2404,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "a037c43d", + "id": "8781066d", "metadata": { "collapsed": false, "editable": true @@ -2545,7 +2545,7 @@ }, { "cell_type": "markdown", - "id": "71062b37", + "id": "ffc048f1", "metadata": { "editable": true }, @@ -2558,7 +2558,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "588c5f88", + "id": "ad1eebc2", "metadata": { "collapsed": false, "editable": true @@ -2571,7 +2571,7 @@ }, { "cell_type": "markdown", - "id": "5e63f5f5", + "id": "8ede1233", "metadata": { "editable": true }, @@ -2582,7 +2582,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "4b0b72c8", + "id": "2a0ff87f", "metadata": { "collapsed": false, "editable": true @@ -2604,7 +2604,7 @@ }, { "cell_type": "markdown", - "id": "fb2b2c02", + "id": "b012d951", "metadata": { "editable": true }, @@ -2620,7 +2620,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "9e033878", + "id": "5e99cc1a", "metadata": { "collapsed": false, "editable": true @@ -2667,7 +2667,7 @@ }, { "cell_type": "markdown", - "id": "beddb3a4", + "id": "5a633ec6", "metadata": { "editable": true }, @@ -2682,7 +2682,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "f8e44da4", + "id": "7263c6aa", "metadata": { "collapsed": false, "editable": true @@ -2703,7 +2703,7 @@ }, { "cell_type": "markdown", - "id": "71111a43", + "id": "51292641", "metadata": { "editable": true }, @@ -2720,7 +2720,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "e8fa07b7", + "id": "e4126eff", "metadata": { "collapsed": false, "editable": true @@ -2779,7 +2779,7 @@ }, { "cell_type": "markdown", - "id": "2da1ed00", + "id": "0de2275f", "metadata": { "editable": true }, @@ -2796,7 +2796,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "a511c83b", + "id": "65747114", "metadata": { "collapsed": false, "editable": true @@ -2817,7 +2817,7 @@ }, { "cell_type": "markdown", - "id": "e2881f85", + "id": "1a00b6b5", "metadata": { "editable": true }, @@ -2834,7 +2834,7 @@ }, { "cell_type": "markdown", - "id": "f3c6fee5", + "id": "fac7ab1e", "metadata": { "editable": true }, @@ -2846,7 +2846,7 @@ }, { "cell_type": "markdown", - "id": "815c8b1b", + "id": "b00005e0", "metadata": { "editable": true }, @@ -2862,7 +2862,7 @@ }, { "cell_type": "markdown", - "id": "4b5988d6", + "id": "30e6b25a", "metadata": { "editable": true }, @@ -2874,7 +2874,7 @@ }, { "cell_type": "markdown", - "id": "fd02d9ff", + "id": "46ee3e18", "metadata": { "editable": true }, @@ -2889,7 +2889,7 @@ }, { "cell_type": "markdown", - "id": "c65cc351", + "id": "83eeff5c", "metadata": { "editable": true }, @@ -2901,7 +2901,7 @@ }, { "cell_type": "markdown", - "id": "fd26cea2", + "id": "e9431c97", "metadata": { "editable": true }, @@ -2919,7 +2919,7 @@ }, { "cell_type": "markdown", - "id": "c7f6fe80", + "id": "45db87af", "metadata": { "editable": true }, @@ -2938,7 +2938,7 @@ }, { "cell_type": "markdown", - "id": "e7474b3c", + "id": "b8306772", "metadata": { "editable": true }, @@ -2950,7 +2950,7 @@ }, { "cell_type": "markdown", - "id": "13e075b6", + "id": "dbd3cbde", "metadata": { "editable": true }, @@ -2967,7 +2967,7 @@ }, { "cell_type": "markdown", - "id": "44faa85a", + "id": "d210e12e", "metadata": { "editable": true }, @@ -2980,7 +2980,7 @@ }, { "cell_type": "markdown", - "id": "51911d7f", + "id": "599e20b0", "metadata": { "editable": true }, @@ -3009,7 +3009,7 @@ }, { "cell_type": "markdown", - "id": "c78bec4d", + "id": "cb695360", "metadata": { "editable": true }, @@ -3019,7 +3019,7 @@ }, { "cell_type": "markdown", - "id": "4c9c484b", + "id": "8d46bb8e", "metadata": { "editable": true }, @@ -3031,7 +3031,7 @@ }, { "cell_type": "markdown", - "id": "896349ae", + "id": "eb890b89", "metadata": { "editable": true }, @@ -3052,7 +3052,7 @@ }, { "cell_type": "markdown", - "id": "cde9b753", + "id": "b4bbb381", "metadata": { "editable": true }, @@ -3070,7 +3070,7 @@ }, { "cell_type": "markdown", - "id": "f36b4644", + "id": "01687a74", "metadata": { "editable": true }, @@ -3086,7 +3086,7 @@ }, { "cell_type": "markdown", - "id": "2c16bfd8", + "id": "615c3a40", "metadata": { "editable": true }, @@ -3099,7 +3099,7 @@ }, { "cell_type": "markdown", - "id": "2c9c2cdf", + "id": "72955cc1", "metadata": { "editable": true }, @@ -3123,7 +3123,7 @@ }, { "cell_type": "markdown", - "id": "5f9b20d3", + "id": "f12ceb05", "metadata": { "editable": true }, @@ -3144,7 +3144,7 @@ }, { "cell_type": "markdown", - "id": "55eedb4c", + "id": "ea780463", "metadata": { "editable": true }, @@ -3157,7 +3157,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "fdc32d3a", + "id": "a90afd15", "metadata": { "collapsed": false, "editable": true @@ -3239,7 +3239,7 @@ }, { "cell_type": "markdown", - "id": "88e2555b", + "id": "54721472", "metadata": { "editable": true }, @@ -3253,7 +3253,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "fd407627", + "id": "e468e682", "metadata": { "collapsed": false, "editable": true @@ -3280,7 +3280,7 @@ }, { "cell_type": "markdown", - "id": "b58d6a1c", + "id": "f594d7ff", "metadata": { "editable": true }, @@ -3301,7 +3301,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "3120b095", + "id": "4d8a800e", "metadata": { "collapsed": false, "editable": true @@ -3351,7 +3351,7 @@ }, { "cell_type": "markdown", - "id": "7e5f97d5", + "id": "34754ffe", "metadata": { "editable": true }, @@ -3366,7 +3366,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "acfa85f6", + "id": "5de68401", "metadata": { "collapsed": false, "editable": true @@ -3407,7 +3407,7 @@ }, { "cell_type": "markdown", - "id": "70423776", + "id": "d966b48f", "metadata": { "editable": true }, @@ -3449,7 +3449,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "1b6d9540", + "id": "614f7d11", "metadata": { "collapsed": false, "editable": true @@ -3735,7 +3735,7 @@ }, { "cell_type": "markdown", - "id": "6e475454", + "id": "91fe208e", "metadata": { "editable": true }, @@ -3758,7 +3758,7 @@ }, { "cell_type": "markdown", - "id": "ce4e58b3", + "id": "54732a57", "metadata": { "editable": true }, @@ -3771,7 +3771,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "be79de2e", + "id": "3def1d1b", "metadata": { "collapsed": false, "editable": true @@ -3819,7 +3819,7 @@ }, { "cell_type": "markdown", - "id": "3ec31b72", + "id": "82c734a0", "metadata": { "editable": true }, @@ -3841,7 +3841,7 @@ }, { "cell_type": "markdown", - "id": "317ef0c8", + "id": "46b99df3", "metadata": { "editable": true }, @@ -3863,7 +3863,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "e3266263", + "id": "c2acf854", "metadata": { "collapsed": false, "editable": true @@ -4025,7 +4025,7 @@ }, { "cell_type": "markdown", - "id": "5206aff5", + "id": "ccfb1123", "metadata": { "editable": true }, @@ -4046,7 +4046,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "609f9c57", + "id": "af9bb6f5", "metadata": { "collapsed": false, "editable": true @@ -4109,7 +4109,7 @@ }, { "cell_type": "markdown", - "id": "bb562fbe", + "id": "677b815c", "metadata": { "editable": true }, @@ -4133,7 +4133,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "97b3fc33", + "id": "6d819597", "metadata": { "collapsed": false, "editable": true @@ -4361,7 +4361,7 @@ }, { "cell_type": "markdown", - "id": "17700387", + "id": "80e7a053", "metadata": { "editable": true }, @@ -4382,7 +4382,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "51e0a7d1", + "id": "c5ff412e", "metadata": { "collapsed": false, "editable": true @@ -4686,7 +4686,7 @@ }, { "cell_type": "markdown", - "id": "bdbd3283", + "id": "55f90495", "metadata": { "editable": true }, @@ -4699,7 +4699,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "c8f9152c", + "id": "b1b5c407", "metadata": { "collapsed": false, "editable": true @@ -5234,7 +5234,7 @@ }, { "cell_type": "markdown", - "id": "ad87d2f5", + "id": "d865fd5b", "metadata": { "editable": true }, @@ -5253,7 +5253,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "316a632a", + "id": "c9ca06bf", "metadata": { "collapsed": false, "editable": true @@ -5266,7 +5266,7 @@ }, { "cell_type": "markdown", - "id": "7a371303", + "id": "f27c441a", "metadata": { "editable": true }, @@ -5282,7 +5282,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "478c390c", + "id": "5b16f84e", "metadata": { "collapsed": false, "editable": true @@ -5308,7 +5308,7 @@ }, { "cell_type": "markdown", - "id": "c06aead7", + "id": "8a9bbaf9", "metadata": { "editable": true }, @@ -5332,7 +5332,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "a255bde4", + "id": "cb05b690", "metadata": { "collapsed": false, "editable": true @@ -5367,7 +5367,7 @@ }, { "cell_type": "markdown", - "id": "05e0970e", + "id": "7a156970", "metadata": { "editable": true }, @@ -5386,7 +5386,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "17efdd8d", + "id": "9c0fc11c", "metadata": { "collapsed": false, "editable": true @@ -5414,7 +5414,7 @@ }, { "cell_type": "markdown", - "id": "73b7ebb8", + "id": "6549339a", "metadata": { "editable": true }, @@ -5443,7 +5443,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "583508e8", + "id": "036596e7", "metadata": { "collapsed": false, "editable": true @@ -5512,7 +5512,7 @@ }, { "cell_type": "markdown", - "id": "99a37cd4", + "id": "3e34540f", "metadata": { "editable": true }, @@ -5530,7 +5530,7 @@ }, { "cell_type": "markdown", - "id": "323ea99e", + "id": "e592802c", "metadata": { "editable": true }, @@ -5554,7 +5554,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "f44fa647", + "id": "13593040", "metadata": { "collapsed": false, "editable": true @@ -5585,7 +5585,7 @@ }, { "cell_type": "markdown", - "id": "15efbc81", + "id": "e12c7c55", "metadata": { "editable": true }, @@ -5615,7 +5615,7 @@ }, { "cell_type": "markdown", - "id": "5b2113ad", + "id": "863ae79c", "metadata": { "editable": true }, @@ -5626,7 +5626,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "69efb463", + "id": "69a1b463", "metadata": { "collapsed": false, "editable": true @@ -5676,7 +5676,7 @@ }, { "cell_type": "markdown", - "id": "cd1de7d4", + "id": "9903fa36", "metadata": { "editable": true }, @@ -5697,7 +5697,7 @@ }, { "cell_type": "markdown", - "id": "5ac54982", + "id": "6b21aaad", "metadata": { "editable": true }, @@ -5708,7 +5708,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "1e9a0ca1", + "id": "b8697733", "metadata": { "collapsed": false, "editable": true @@ -5729,7 +5729,7 @@ }, { "cell_type": "markdown", - "id": "60d1dd93", + "id": "c1bd80e7", "metadata": { "editable": true }, diff --git a/doc/src/week44/week44.do.txt b/doc/src/week44/week44.do.txt index 0c5e12ef1..f15eafe1d 100644 --- a/doc/src/week44/week44.do.txt +++ b/doc/src/week44/week44.do.txt @@ -11,7 +11,7 @@ o Convolutional Neural Networks o Readings and Videos: * These lecture notes at URL:"https://github.com/CompPhysics/MachineLearning/blob/master/doc/pub/week44/ipynb/week44.ipynb" * For a more in depth discussion on neural networks we recommend Goodfellow et al chapter 9. See also chapter 11 and 12 on practicalities and applications - * Reading suggestions for implementation of CNNs see URL:"Rashcka et al.'s chapter 14 at URL:"https://github.com/rasbt/machine-learning-book/tree/main/ch14". + * Reading suggestions for implementation of CNNs see Rashcka et al.'s chapter 14 at URL:"https://github.com/rasbt/machine-learning-book/tree/main/ch14". * Video on Deep Learning at URL:"https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi" * Video on Convolutional Neural Networks from MIT at URL:"https://www.youtube.com/watch?v=iaSUYvmCekI&ab_channel=AlexanderAmini" * Video on CNNs from Stanford at URL:"https://www.youtube.com/watch?v=bNb2fEVKeEo&list=PLC1qU-LWwrF64f4QKQT-Vg5Wr4qEE1Zxk&index=6&ab_channel=StanfordUniversitySchoolofEngineering"