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100644 --- a/doc/LectureNotes/_build/html/_sources/week43.ipynb +++ b/doc/LectureNotes/_build/html/_sources/week43.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "6d7c1084", + "id": "6107bf3a", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "e958ea0e", + "id": "fdc249e0", "metadata": { "editable": true }, @@ -27,7 +27,7 @@ }, { "cell_type": "markdown", - "id": "4c8f7e83", + "id": "92454b8c", "metadata": { "editable": true }, @@ -40,13 +40,16 @@ "\n", " * Solving differential equations with Neural Networks\n", "\n", - " * \"Video of lecture at \n", - "" + " * Video of lecture at \n", + "\n", + " * Video os second part, solving differential equations with neural networks at \n", + "\n", + " * Whiteboard notes on solving differential equations at " ] }, { "cell_type": "markdown", - "id": "2d33e55c", + "id": "7ad9295b", "metadata": { "editable": true }, @@ -63,7 +66,7 @@ }, { "cell_type": "markdown", - "id": "f323c4f8", + "id": "cbe78b79", "metadata": { "editable": true }, @@ -79,7 +82,7 @@ }, { "cell_type": "markdown", - "id": "e08af3d1", + "id": "52f3d73d", "metadata": { "editable": true }, @@ -90,7 +93,7 @@ }, { "cell_type": "markdown", - "id": "9121b0dd", + "id": "afcf91a9", "metadata": { "editable": true }, @@ -104,7 +107,7 @@ }, { "cell_type": "markdown", - "id": "4ac0aea8", + "id": "73c52766", "metadata": { "editable": true }, @@ -117,7 +120,7 @@ }, { "cell_type": "markdown", - "id": "4575ab3d", + "id": "0c8d3f87", "metadata": { "editable": true }, @@ -134,7 +137,7 @@ }, { "cell_type": "markdown", - "id": "1d042d4e", + "id": "e37a061f", "metadata": { "editable": true }, @@ -144,7 +147,7 @@ }, { "cell_type": "markdown", - "id": "1708e607", + "id": "c9dcc967", "metadata": { "editable": true }, @@ -171,7 +174,7 @@ }, { "cell_type": "markdown", - "id": "04d244ea", + "id": "5ff0f230", "metadata": { "editable": true }, @@ -194,7 +197,7 @@ }, { "cell_type": "markdown", - "id": "5d630b18", + "id": "9bfa26c0", "metadata": { "editable": true }, @@ -206,7 +209,7 @@ }, { "cell_type": "markdown", - "id": "542da6c0", + "id": "eb6f6d75", "metadata": { "editable": true }, @@ -218,7 +221,7 @@ }, { "cell_type": "markdown", - "id": "6f86a7b3", + "id": "8474f6a3", "metadata": { "editable": true }, @@ -228,7 +231,7 @@ }, { "cell_type": "markdown", - "id": "802e6d13", + "id": "0edb9d87", "metadata": { "editable": true }, @@ -240,7 +243,7 @@ }, { "cell_type": "markdown", - "id": "1939edba", + "id": "5e0a7cea", "metadata": { "editable": true }, @@ -254,7 +257,7 @@ }, { "cell_type": "markdown", - "id": "10781e3c", + "id": "790a822d", "metadata": { "editable": true }, @@ -266,7 +269,7 @@ }, { "cell_type": "markdown", - "id": "ba746b9e", + "id": "adec1944", "metadata": { "editable": true }, @@ -278,7 +281,7 @@ }, { "cell_type": "markdown", - "id": "0e982e4b", + "id": "556caafc", "metadata": { "editable": true }, @@ -288,7 +291,7 @@ }, { "cell_type": "markdown", - "id": "6edd0e34", + "id": "17f55244", "metadata": { "editable": true }, @@ -300,7 +303,7 @@ }, { "cell_type": "markdown", - "id": "4fb1c599", + "id": "d2cb9b96", "metadata": { "editable": true }, @@ -312,7 +315,7 @@ }, { "cell_type": "markdown", - "id": "0819b059", + "id": "ededcd6c", "metadata": { "editable": true }, @@ -322,7 +325,7 @@ }, { "cell_type": "markdown", - "id": "70210807", + "id": "837b7226", "metadata": { "editable": true }, @@ -334,7 +337,7 @@ }, { "cell_type": "markdown", - "id": "58d0014c", + "id": "be1f3b39", "metadata": { "editable": true }, @@ -346,7 +349,7 @@ }, { "cell_type": "markdown", - "id": "22f94259", + "id": "a320c88d", "metadata": { "editable": true }, @@ -369,7 +372,7 @@ }, { "cell_type": "markdown", - "id": "8d6b4a99", + "id": "d832d09f", "metadata": { "editable": true }, @@ -381,7 +384,7 @@ }, { "cell_type": "markdown", - "id": "9613baea", + "id": "588ddc37", "metadata": { "editable": true }, @@ -393,7 +396,7 @@ }, { "cell_type": "markdown", - "id": "b107776f", + "id": "ff490c14", "metadata": { "editable": true }, @@ -403,7 +406,7 @@ }, { "cell_type": "markdown", - "id": "c82a8d0a", + "id": "33129f1d", "metadata": { "editable": true }, @@ -415,7 +418,7 @@ }, { "cell_type": "markdown", - "id": "349963cd", + "id": "2cd95b52", "metadata": { "editable": true }, @@ -436,7 +439,7 @@ }, { "cell_type": "markdown", - "id": "d1a75aa3", + "id": "36bff826", "metadata": { "editable": true }, @@ -450,7 +453,7 @@ }, { "cell_type": "markdown", - "id": "b18411a9", + "id": "9ef16459", "metadata": { "editable": true }, @@ -462,7 +465,7 @@ }, { "cell_type": "markdown", - "id": "f4ed6e9d", + "id": "4cc08f94", "metadata": { "editable": true }, @@ -484,7 +487,7 @@ }, { "cell_type": "markdown", - "id": "c88f3b81", + "id": "ea028825", "metadata": { "editable": true }, @@ -506,7 +509,7 @@ }, { "cell_type": "markdown", - "id": "3db4acb5", + "id": "921a49ef", "metadata": { "editable": true }, @@ -534,7 +537,7 @@ }, { "cell_type": "markdown", - "id": "56f8eb87", + "id": "9a029a10", "metadata": { "editable": true }, @@ -546,7 +549,7 @@ }, { "cell_type": "markdown", - "id": "6046b47a", + "id": "40d7c3b7", "metadata": { "editable": true }, @@ -556,7 +559,7 @@ }, { "cell_type": "markdown", - "id": "7c56c4e9", + "id": "cf8c63fe", "metadata": { "editable": true }, @@ -568,7 +571,7 @@ }, { "cell_type": "markdown", - "id": "96b3a06f", + "id": "1b6c3403", "metadata": { "editable": true }, @@ -579,7 +582,7 @@ }, { "cell_type": "markdown", - "id": "111b49d9", + "id": "8143e962", "metadata": { "editable": true }, @@ -591,7 +594,7 @@ }, { "cell_type": "markdown", - "id": "f49bd2ef", + "id": "6619f034", "metadata": { "editable": true }, @@ -604,7 +607,7 @@ }, { "cell_type": "markdown", - "id": "9c44e392", + "id": "6b4e1124", "metadata": { "editable": true }, @@ -629,7 +632,7 @@ }, { "cell_type": "markdown", - "id": "c4e343f5", + "id": "f0373257", "metadata": { "editable": true }, @@ -642,7 +645,7 @@ }, { "cell_type": "markdown", - "id": "314cafb2", + "id": "f958a039", "metadata": { "editable": true }, @@ -654,7 +657,7 @@ }, { "cell_type": "markdown", - "id": "2c298a8c", + "id": "e67e2ba4", "metadata": { "editable": true }, @@ -666,7 +669,7 @@ }, { "cell_type": "markdown", - "id": "8ddd8a11", + "id": "de66b0e1", "metadata": { "editable": true }, @@ -676,7 +679,7 @@ }, { "cell_type": "markdown", - "id": "37761c3c", + "id": "8f041533", "metadata": { "editable": true }, @@ -688,7 +691,7 @@ }, { "cell_type": "markdown", - "id": "08e3c904", + "id": "8840e115", "metadata": { "editable": true }, @@ -700,7 +703,7 @@ }, { "cell_type": "markdown", - "id": "c93c2998", + "id": "f21c7506", "metadata": { "editable": true }, @@ -712,7 +715,7 @@ }, { "cell_type": "markdown", - "id": "a79f96a7", + "id": "72c3c921", "metadata": { "editable": true }, @@ -724,7 +727,7 @@ }, { "cell_type": "markdown", - "id": "484e3fdd", + "id": "e37b9409", "metadata": { "editable": true }, @@ -734,7 +737,7 @@ }, { "cell_type": "markdown", - "id": "1563c913", + "id": "0f635478", "metadata": { "editable": true }, @@ -746,7 +749,7 @@ }, { "cell_type": "markdown", - "id": "14bb1a8a", + "id": "96e12d56", "metadata": { "editable": true }, @@ -756,7 +759,7 @@ }, { "cell_type": "markdown", - "id": "f1dc7842", + "id": "25625fe3", "metadata": { "editable": true }, @@ -768,7 +771,7 @@ }, { "cell_type": "markdown", - "id": "7f018250", + "id": "cd61de5c", "metadata": { "editable": true }, @@ -781,7 +784,7 @@ }, { "cell_type": "markdown", - "id": "6951a34c", + "id": "9bb7f55b", "metadata": { "editable": true }, @@ -793,7 +796,7 @@ }, { "cell_type": "markdown", - "id": "a6ebeadc", + "id": "6e427758", "metadata": { "editable": true }, @@ -803,7 +806,7 @@ }, { "cell_type": "markdown", - "id": "605e6561", + "id": "e28000bc", "metadata": { "editable": true }, @@ -815,7 +818,7 @@ }, { "cell_type": "markdown", - "id": "c68e7ef9", + "id": "1986d31a", "metadata": { "editable": true }, @@ -826,7 +829,7 @@ }, { "cell_type": "markdown", - "id": "23667940", + "id": "c1797668", "metadata": { "editable": true }, @@ -838,7 +841,7 @@ }, { "cell_type": "markdown", - "id": "3ded7d3c", + "id": "07583c6a", "metadata": { "editable": true }, @@ -848,7 +851,7 @@ }, { "cell_type": "markdown", - "id": "264b5116", + "id": "978e292d", "metadata": { "editable": true }, @@ -860,7 +863,7 @@ }, { "cell_type": "markdown", - "id": "9193ff30", + "id": "d6385ead", "metadata": { "editable": true }, @@ -870,7 +873,7 @@ }, { "cell_type": "markdown", - "id": "14340d5b", + "id": "8335897f", "metadata": { "editable": true }, @@ -881,7 +884,7 @@ }, { "cell_type": "markdown", - "id": "bd779152", + "id": "50f96054", "metadata": { "editable": true }, @@ -894,7 +897,7 @@ }, { "cell_type": "markdown", - "id": "7b4acd47", + "id": "db6ebd31", "metadata": { "editable": true }, @@ -904,7 +907,7 @@ }, { "cell_type": "markdown", - "id": "24100fed", + "id": "e5c3f583", "metadata": { "editable": true }, @@ -916,7 +919,7 @@ }, { "cell_type": "markdown", - "id": "a2ea0e12", + "id": "7988ff75", "metadata": { "editable": true }, @@ -926,7 +929,7 @@ }, { "cell_type": "markdown", - "id": "3db39be2", + "id": "d3073ab9", "metadata": { "editable": true }, @@ -938,7 +941,7 @@ }, { "cell_type": "markdown", - "id": "c55fe4f9", + "id": "a4be6483", "metadata": { "editable": true }, @@ -948,7 +951,7 @@ }, { "cell_type": "markdown", - "id": "34b1b755", + "id": "cbbc9199", "metadata": { "editable": true }, @@ -972,7 +975,7 @@ }, { "cell_type": "markdown", - "id": "8812fab6", + "id": "67083baf", "metadata": { "editable": true }, @@ -1022,7 +1025,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "6b4f0f8b", + "id": "ce086d04", "metadata": { "collapsed": false, "editable": true @@ -1077,7 +1080,7 @@ }, { "cell_type": "markdown", - "id": "a4cf689d", + "id": "54bfb494", "metadata": { "editable": true }, @@ -1098,7 +1101,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "b56c3182", + "id": "63b09387", "metadata": { "collapsed": false, "editable": true @@ -1136,7 +1139,7 @@ }, { "cell_type": "markdown", - "id": "90add502", + "id": "8af9f143", "metadata": { "editable": true }, @@ -1180,7 +1183,7 @@ }, { "cell_type": "markdown", - "id": "fd72caa1", + "id": "0878e62d", "metadata": { "editable": true }, @@ -1220,7 +1223,7 @@ }, { "cell_type": "markdown", - "id": "81ba05a6", + "id": "32e84e6b", "metadata": { "editable": true }, @@ -1241,7 +1244,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "23a1395e", + "id": "2f1c2946", "metadata": { "collapsed": false, "editable": true @@ -1267,7 +1270,7 @@ }, { "cell_type": "markdown", - "id": "6ada9f5b", + "id": "8f3da5d5", "metadata": { "editable": true }, @@ -1295,7 +1298,7 @@ }, { "cell_type": "markdown", - "id": "09639181", + "id": "bd250632", "metadata": { "editable": true }, @@ -1332,7 +1335,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "1efd1c2e", + "id": "9367a90d", "metadata": { "collapsed": false, "editable": true @@ -1378,7 +1381,7 @@ }, { "cell_type": "markdown", - "id": "4206461b", + "id": "06333cb2", "metadata": { "editable": true }, @@ -1409,7 +1412,7 @@ }, { "cell_type": "markdown", - "id": "b85b40e0", + "id": "c7de629a", "metadata": { "editable": true }, @@ -1447,7 +1450,7 @@ }, { "cell_type": "markdown", - "id": "f15bcf5a", + "id": "467898fe", "metadata": { "editable": true }, @@ -1481,7 +1484,7 @@ }, { "cell_type": "markdown", - "id": "089d7d63", + "id": "da72e113", "metadata": { "editable": true }, @@ -1522,7 +1525,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "ec94d9e6", + "id": "356881fc", "metadata": { "collapsed": false, "editable": true @@ -1601,7 +1604,7 @@ }, { "cell_type": "markdown", - "id": "573367e2", + "id": "978a1d33", "metadata": { "editable": true }, @@ -1622,7 +1625,7 @@ }, { "cell_type": "markdown", - "id": "9dadc392", + "id": "2c42fc5d", "metadata": { "editable": true }, @@ -1636,7 +1639,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "4ebdf78d", + "id": "c54a3f5d", "metadata": { "collapsed": false, "editable": true @@ -1746,7 +1749,7 @@ }, { "cell_type": "markdown", - "id": "4e8c59da", + "id": "bde5d577", "metadata": { "editable": true }, @@ -1765,7 +1768,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "d2f64666", + "id": "0ff4f685", "metadata": { "collapsed": false, "editable": true @@ -1792,7 +1795,7 @@ }, { "cell_type": "markdown", - "id": "07384655", + "id": "222281ee", "metadata": { "editable": true }, @@ -1806,7 +1809,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "1a761b16", + "id": "bff5aecd", "metadata": { "collapsed": false, "editable": true @@ -1837,7 +1840,7 @@ }, { "cell_type": "markdown", - "id": "4329a8ec", + "id": "205932c1", "metadata": { "editable": true }, @@ -1848,7 +1851,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "28b0ce14", + "id": "90a6c9a8", "metadata": { "collapsed": false, "editable": true @@ -1892,7 +1895,7 @@ }, { "cell_type": "markdown", - "id": "6d949b8f", + "id": "8616f12b", "metadata": { "editable": true }, @@ -1915,7 +1918,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "a7601b67", + "id": "38c2dff0", "metadata": { "collapsed": false, "editable": true @@ -1942,7 +1945,7 @@ }, { "cell_type": "markdown", - "id": "a0053714", + "id": "766c15ae", "metadata": { "editable": true }, @@ -1953,7 +1956,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "c3e7ffe9", + "id": "b8670cd3", "metadata": { "collapsed": false, "editable": true @@ -1998,7 +2001,7 @@ }, { "cell_type": "markdown", - "id": "c1b791ca", + "id": "512ca005", "metadata": { "editable": true }, @@ -2016,7 +2019,7 @@ }, { "cell_type": "markdown", - "id": "1ddb5273", + "id": "0fa97800", "metadata": { "editable": true }, @@ -2051,7 +2054,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "afcb633b", + "id": "7bdc829d", "metadata": { "collapsed": false, "editable": true @@ -2063,7 +2066,7 @@ }, { "cell_type": "markdown", - "id": "0c181897", + "id": "1fcedfc6", "metadata": { "editable": true }, @@ -2075,7 +2078,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "355d2618", + "id": "a96a6361", "metadata": { "collapsed": false, "editable": true @@ -2088,7 +2091,7 @@ }, { "cell_type": "markdown", - "id": "00b9e53a", + "id": "540e8c9b", "metadata": { "editable": true }, @@ -2099,7 +2102,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "c28e21cc", + "id": "73b6c334", "metadata": { "collapsed": false, "editable": true @@ -2112,7 +2115,7 @@ }, { "cell_type": "markdown", - "id": "56363aa5", + "id": "df6cd2ce", "metadata": { "editable": true }, @@ -2127,7 +2130,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "977e44bf", + "id": "b5d544a0", "metadata": { "collapsed": false, "editable": true @@ -2139,7 +2142,7 @@ }, { "cell_type": "markdown", - "id": "5406eebe", + "id": "a456ab5f", "metadata": { "editable": true }, @@ -2151,7 +2154,7 @@ }, { "cell_type": "markdown", - "id": "f6ef3d40", + "id": "53a01445", "metadata": { "editable": true }, @@ -2164,7 +2167,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "b2e18b19", + "id": "3026f2a6", "metadata": { "collapsed": false, "editable": true @@ -2219,7 +2222,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "453ee3be", + "id": "9b5cdbc5", "metadata": { "collapsed": false, "editable": true @@ -2248,7 +2251,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "2070cf50", + "id": "62419d1b", "metadata": { "collapsed": false, "editable": true @@ -2278,7 +2281,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "04640634", + "id": "ba4de85c", "metadata": { "collapsed": false, "editable": true @@ -2305,7 +2308,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "01ebfb4b", + "id": "0ba97552", "metadata": { "collapsed": false, "editable": true @@ -2347,7 +2350,7 @@ }, { "cell_type": "markdown", - "id": "22efdc6e", + "id": "e3785d9f", "metadata": { "editable": true }, @@ -2358,7 +2361,7 @@ { "cell_type": "code", "execution_count": 21, - "id": "4d4f1c0f", + "id": "9c50fc5e", "metadata": { "collapsed": false, "editable": true @@ -2535,7 +2538,7 @@ }, { "cell_type": "markdown", - "id": "2089b9c2", + "id": "ade357fd", "metadata": { "editable": true }, @@ -2554,7 +2557,7 @@ }, { "cell_type": "markdown", - "id": "da35bed6", + "id": "77afb266", "metadata": { "editable": true }, @@ -2576,7 +2579,7 @@ { "cell_type": "code", "execution_count": 22, - "id": "dd2196ea", + "id": "bfd96580", "metadata": { "collapsed": false, "editable": true @@ -2717,7 +2720,7 @@ }, { "cell_type": "markdown", - "id": "5c769f1a", + "id": "ace26b9a", "metadata": { "editable": true }, @@ -2733,7 +2736,7 @@ { "cell_type": "code", "execution_count": 23, - "id": "35eaab76", + "id": "60867348", "metadata": { "collapsed": false, "editable": true @@ -2746,7 +2749,7 @@ }, { "cell_type": "markdown", - "id": "93de6051", + "id": "12f1d032", "metadata": { "editable": true }, @@ -2758,7 +2761,7 @@ { "cell_type": "code", "execution_count": 24, - "id": "dba06f6e", + "id": "78ae91c3", "metadata": { "collapsed": false, "editable": true @@ -2780,7 +2783,7 @@ }, { "cell_type": "markdown", - "id": "9b9452a6", + "id": "e505e6ef", "metadata": { "editable": true }, @@ -2796,7 +2799,7 @@ { "cell_type": "code", "execution_count": 25, - "id": "ece525b8", + "id": "195b3f3b", "metadata": { "collapsed": false, "editable": true @@ -2834,7 +2837,7 @@ }, { "cell_type": "markdown", - "id": "5677a3c7", + "id": "683f7300", "metadata": { "editable": true }, @@ -2847,7 +2850,7 @@ { "cell_type": "code", "execution_count": 26, - "id": "7f18c8f0", + "id": "5e9a52eb", "metadata": { "collapsed": false, "editable": true @@ -2868,7 +2871,7 @@ }, { "cell_type": "markdown", - "id": "3491a7ef", + "id": "34fd5422", "metadata": { "editable": true }, @@ -2884,7 +2887,7 @@ { "cell_type": "code", "execution_count": 27, - "id": "e2d3f664", + "id": "429ec779", "metadata": { "collapsed": false, "editable": true @@ -2942,7 +2945,7 @@ }, { "cell_type": "markdown", - "id": "7f559ef6", + "id": "f1ffb711", "metadata": { "editable": true }, @@ -2957,7 +2960,7 @@ { "cell_type": "code", "execution_count": 28, - "id": "f03db125", + "id": "a08ff105", "metadata": { "collapsed": false, "editable": true @@ -2978,7 +2981,7 @@ }, { "cell_type": "markdown", - "id": "6cd9901c", + "id": "a6e789db", "metadata": { "editable": true }, @@ -3002,7 +3005,7 @@ { "cell_type": "code", "execution_count": 29, - "id": "a3eab883", + "id": "9f0ef730", "metadata": { "collapsed": false, "editable": true @@ -3474,7 +3477,7 @@ }, { "cell_type": "markdown", - "id": "2b66784f", + "id": "6d6cae4f", "metadata": { "editable": true }, @@ -3486,7 +3489,7 @@ { "cell_type": "code", "execution_count": 30, - "id": "49f49312", + "id": "e2c91847", "metadata": { "collapsed": false, "editable": true @@ -3530,7 +3533,7 @@ }, { "cell_type": "markdown", - "id": "d9e6085d", + "id": "e9049787", "metadata": { "editable": true }, @@ -3546,7 +3549,7 @@ { "cell_type": "code", "execution_count": 31, - "id": "aa6f5061", + "id": "a3af9356", "metadata": { "collapsed": false, "editable": true @@ -3561,7 +3564,7 @@ }, { "cell_type": "markdown", - "id": "5b44b1cd", + "id": "7c016294", "metadata": { "editable": true }, @@ -3572,7 +3575,7 @@ { "cell_type": "code", "execution_count": 32, - "id": "09ab7e2e", + "id": "456a3a63", "metadata": { "collapsed": false, "editable": true @@ -3587,7 +3590,7 @@ }, { "cell_type": "markdown", - "id": "b74c0498", + "id": "a66bd6e5", "metadata": { "editable": true }, @@ -3603,7 +3606,7 @@ { "cell_type": "code", "execution_count": 33, - "id": "93479554", + "id": "861e3e2b", "metadata": { "collapsed": false, "editable": true @@ -3617,7 +3620,7 @@ }, { "cell_type": "markdown", - "id": "e9d9302d", + "id": "614514f4", "metadata": { "editable": true }, @@ -3632,7 +3635,7 @@ { "cell_type": "code", "execution_count": 34, - "id": "2b12daf6", + "id": "595d3148", "metadata": { "collapsed": false, "editable": true @@ -3658,7 +3661,7 @@ { "cell_type": "code", "execution_count": 35, - "id": "0605f79a", + "id": "6d87e7d4", "metadata": { "collapsed": false, "editable": true @@ -3673,7 +3676,7 @@ }, { "cell_type": "markdown", - "id": "ae6eede6", + "id": "c21d1a42", "metadata": { "editable": true }, @@ -3684,7 +3687,7 @@ { "cell_type": "code", "execution_count": 36, - "id": "a5b5a616", + "id": "a4c194ca", "metadata": { "collapsed": false, "editable": true @@ -3699,7 +3702,7 @@ }, { "cell_type": "markdown", - "id": "f63d909f", + "id": "11d9fe2d", "metadata": { "editable": true }, @@ -3710,7 +3713,7 @@ { "cell_type": "code", "execution_count": 37, - "id": "a4d748e7", + "id": "006df1f5", "metadata": { "collapsed": false, "editable": true @@ -3730,7 +3733,7 @@ { "cell_type": "code", "execution_count": 38, - "id": "ccfd2c89", + "id": "e5d4f374", "metadata": { "collapsed": false, "editable": true @@ -3745,7 +3748,7 @@ }, { "cell_type": "markdown", - "id": "f6d0318b", + "id": "6d0775a4", "metadata": { "editable": true }, @@ -3760,7 +3763,7 @@ { "cell_type": "code", "execution_count": 39, - "id": "2e685fce", + "id": "0437ee65", "metadata": { "collapsed": false, "editable": true @@ -3797,7 +3800,7 @@ }, { "cell_type": "markdown", - "id": "c999fe2a", + "id": "676f6839", "metadata": { "editable": true }, @@ -3810,7 +3813,7 @@ { "cell_type": "code", "execution_count": 40, - "id": "c2b10b34", + "id": "a0614327", "metadata": { "collapsed": false, "editable": true @@ -3833,7 +3836,7 @@ }, { "cell_type": "markdown", - "id": "316c801f", + "id": "2e3e6a48", "metadata": { "editable": true }, @@ -3843,7 +3846,7 @@ }, { "cell_type": "markdown", - "id": "9c432143", + "id": "a0600f67", "metadata": { "editable": true }, @@ -3870,7 +3873,7 @@ }, { "cell_type": "markdown", - "id": "441f2609", + "id": "2e2db428", "metadata": { "editable": true }, @@ -3884,7 +3887,7 @@ }, { "cell_type": "markdown", - "id": "0dd04a73", + "id": "79bc94bf", "metadata": { "editable": true }, @@ -3901,7 +3904,7 @@ }, { "cell_type": "markdown", - "id": "9fc4c21e", + "id": "8aae9608", "metadata": { "editable": true }, @@ -3917,7 +3920,7 @@ }, { "cell_type": "markdown", - "id": "78186381", + "id": "5d4d34df", "metadata": { "editable": true }, @@ -3929,7 +3932,7 @@ }, { "cell_type": "markdown", - "id": "38f65a40", + "id": "4789ccab", "metadata": { "editable": true }, @@ -3947,7 +3950,7 @@ }, { "cell_type": "markdown", - "id": "b9296959", + "id": "f5bde685", "metadata": { "editable": true }, @@ -3968,7 +3971,7 @@ }, { "cell_type": "markdown", - "id": "4d8d6aa2", + "id": "4651cd07", "metadata": { "editable": true }, @@ -3985,7 +3988,7 @@ }, { "cell_type": "markdown", - "id": "6cd42c69", + "id": "6254e156", "metadata": { "editable": true }, @@ -3997,7 +4000,7 @@ }, { "cell_type": "markdown", - "id": "e2519105", + "id": "20333501", "metadata": { "editable": true }, @@ -4008,7 +4011,7 @@ }, { "cell_type": "markdown", - "id": "1d5a1e09", + "id": "813fe9a1", "metadata": { "editable": true }, @@ -4025,7 +4028,7 @@ }, { "cell_type": "markdown", - "id": "96e56281", + "id": "ab52e1ed", "metadata": { "editable": true }, @@ -4036,7 +4039,7 @@ }, { "cell_type": "markdown", - "id": "6927bd3d", + "id": "ad9ead42", "metadata": { "editable": true }, @@ -4052,7 +4055,7 @@ }, { "cell_type": "markdown", - "id": "a25ce47e", + "id": "9d7307ee", "metadata": { "editable": true }, @@ -4064,7 +4067,7 @@ }, { "cell_type": "markdown", - "id": "df8ad229", + "id": "25cd1ecf", "metadata": { "editable": true }, @@ -4081,7 +4084,7 @@ }, { "cell_type": "markdown", - "id": "0c283c47", + "id": "1628ddd6", "metadata": { "editable": true }, @@ -4093,7 +4096,7 @@ }, { "cell_type": "markdown", - "id": "d3ccc578", + "id": "6559be22", "metadata": { "editable": true }, @@ -4111,7 +4114,7 @@ }, { "cell_type": "markdown", - "id": "d1d7c442", + "id": "ad3489df", "metadata": { "editable": true }, @@ -4121,7 +4124,7 @@ }, { "cell_type": "markdown", - "id": "7ea62589", + "id": "3baa5d51", "metadata": { "editable": true }, @@ -4133,7 +4136,7 @@ }, { "cell_type": "markdown", - "id": "92a442c6", + "id": "6793951c", "metadata": { "editable": true }, @@ -4150,7 +4153,7 @@ }, { "cell_type": "markdown", - "id": "dff8b750", + "id": "029174ae", "metadata": { "editable": true }, @@ -4162,7 +4165,7 @@ }, { "cell_type": "markdown", - "id": "d3847d2c", + "id": "502a37dc", "metadata": { "editable": true }, @@ -4173,7 +4176,7 @@ }, { "cell_type": "markdown", - "id": "5551f07c", + "id": "86f46ea0", "metadata": { "editable": true }, @@ -4185,7 +4188,7 @@ }, { "cell_type": "markdown", - "id": "88fb7b72", + "id": "3327e0e0", "metadata": { "editable": true }, @@ -4195,7 +4198,7 @@ }, { "cell_type": "markdown", - "id": "1ec8d580", + "id": "27d583c4", "metadata": { "editable": true }, @@ -4215,7 +4218,7 @@ }, { "cell_type": "markdown", - "id": "06d41e9a", + "id": "344a02b5", "metadata": { "editable": true }, @@ -4232,7 +4235,7 @@ }, { "cell_type": "markdown", - "id": "0ef04d1c", + "id": "2ba3f9de", "metadata": { "editable": true }, @@ -4251,7 +4254,7 @@ }, { "cell_type": "markdown", - "id": "77ee782e", + "id": "21fcac4a", "metadata": { "editable": true }, @@ -4263,7 +4266,7 @@ }, { "cell_type": "markdown", - "id": "6d815961", + "id": "04a26245", "metadata": { "editable": true }, @@ -4273,7 +4276,7 @@ }, { "cell_type": "markdown", - "id": "9c87520f", + "id": "bbe30d4d", "metadata": { "editable": true }, @@ -4290,7 +4293,7 @@ }, { "cell_type": "markdown", - "id": "1518c424", + "id": "bf115ba7", "metadata": { "editable": true }, @@ -4300,7 +4303,7 @@ }, { "cell_type": "markdown", - "id": "fe61acec", + "id": "e07822af", "metadata": { "editable": true }, @@ -4316,7 +4319,7 @@ }, { "cell_type": "markdown", - "id": "beb937bc", + "id": "0bd949a8", "metadata": { "editable": true }, @@ -4328,7 +4331,7 @@ }, { "cell_type": "markdown", - "id": "e92512b2", + "id": "e682bd3f", "metadata": { "editable": true }, @@ -4340,7 +4343,7 @@ }, { "cell_type": "markdown", - "id": "a6afede1", + "id": "9a5d7cbb", "metadata": { "editable": true }, @@ -4352,7 +4355,7 @@ }, { "cell_type": "markdown", - "id": "54113bf8", + "id": "5005ba3b", "metadata": { "editable": true }, @@ -4362,7 +4365,7 @@ }, { "cell_type": "markdown", - "id": "52019cd9", + "id": "a6c678bc", "metadata": { "editable": true }, @@ -4374,7 +4377,7 @@ }, { "cell_type": "markdown", - "id": "30d1fd05", + "id": "5d9081a6", "metadata": { "editable": true }, @@ -4391,7 +4394,7 @@ }, { "cell_type": "markdown", - "id": "ecf7b93a", + "id": "d30b3296", "metadata": { "editable": true }, @@ -4401,7 +4404,7 @@ }, { "cell_type": "markdown", - "id": "c38563e3", + "id": "ba7ad1dc", "metadata": { "editable": true }, @@ -4413,7 +4416,7 @@ }, { "cell_type": "markdown", - "id": "4308b5eb", + "id": "c5c85fae", "metadata": { "editable": true }, @@ -4427,7 +4430,7 @@ }, { "cell_type": "markdown", - "id": "8ca49651", + "id": "31455ab3", "metadata": { "editable": true }, @@ -4443,7 +4446,7 @@ }, { "cell_type": "markdown", - "id": "abf93665", + "id": "db892730", "metadata": { "editable": true }, @@ -4455,7 +4458,7 @@ }, { "cell_type": "markdown", - "id": "666fb89a", + "id": "77581ff5", "metadata": { "editable": true }, @@ -4477,7 +4480,7 @@ }, { "cell_type": "markdown", - "id": "c51a4e54", + "id": "2066b3b8", "metadata": { "editable": true }, @@ -4489,7 +4492,7 @@ }, { "cell_type": "markdown", - "id": "f4e2baf7", + "id": "e5b2ec88", "metadata": { "editable": true }, @@ -4512,7 +4515,7 @@ }, { "cell_type": "markdown", - "id": "815f4f51", + "id": "7e73e4d1", "metadata": { "editable": true }, @@ -4528,7 +4531,7 @@ }, { "cell_type": "markdown", - "id": "5aad03f5", + "id": "6e75a17f", "metadata": { "editable": true }, @@ -4540,7 +4543,7 @@ }, { "cell_type": "markdown", - "id": "7883cc63", + "id": "508d5800", "metadata": { "editable": true }, @@ -4564,7 +4567,7 @@ }, { "cell_type": "markdown", - "id": "3b80ff3c", + "id": "c2e068bb", "metadata": { "editable": true }, @@ -4576,7 +4579,7 @@ }, { "cell_type": "markdown", - "id": "41df21c5", + "id": "1c41a567", "metadata": { "editable": true }, @@ -4597,7 +4600,7 @@ }, { "cell_type": "markdown", - "id": "6ff27393", + "id": "ee777fc2", "metadata": { "editable": true }, @@ -4609,7 +4612,7 @@ }, { "cell_type": "markdown", - "id": "7627d4f0", + "id": "4867702f", "metadata": { "editable": true }, @@ -4628,7 +4631,7 @@ }, { "cell_type": "markdown", - "id": "4171e24a", + "id": "e8b191a7", "metadata": { "editable": true }, @@ -4638,7 +4641,7 @@ }, { "cell_type": "markdown", - "id": "c085467f", + "id": "07edf9ef", "metadata": { "editable": true }, @@ -4652,7 +4655,7 @@ }, { "cell_type": "markdown", - "id": "dfad073c", + "id": "a44c683c", "metadata": { "editable": true }, @@ -4664,7 +4667,7 @@ }, { "cell_type": "markdown", - "id": "f5eff292", + "id": "8e35cfd6", "metadata": { "editable": true }, @@ -4676,7 +4679,7 @@ }, { "cell_type": "markdown", - "id": "50ab1e89", + "id": "cad756d7", "metadata": { "editable": true }, @@ -4693,7 +4696,7 @@ }, { "cell_type": "markdown", - "id": "4966a321", + "id": "e89f3475", "metadata": { "editable": true }, @@ -4705,7 +4708,7 @@ }, { "cell_type": "markdown", - "id": "c40440e9", + "id": "05770b4f", "metadata": { "editable": true }, @@ -4727,7 +4730,7 @@ }, { "cell_type": "markdown", - "id": "a74e04ea", + "id": "aba3f2e6", "metadata": { "editable": true }, @@ -4742,7 +4745,7 @@ }, { "cell_type": "markdown", - "id": "c74ab9b7", + "id": "b9bfa280", "metadata": { "editable": true }, @@ -4753,7 +4756,7 @@ { "cell_type": "code", "execution_count": 41, - "id": "db981810", + "id": "4eebdf51", "metadata": { "collapsed": false, "editable": true @@ -4908,7 +4911,7 @@ }, { "cell_type": "markdown", - "id": "ec284695", + "id": "091cc419", "metadata": { "editable": true }, @@ -4923,7 +4926,7 @@ { "cell_type": "code", "execution_count": 42, - "id": "e64c1080", + "id": "665731ce", "metadata": { "collapsed": false, "editable": true @@ -5092,7 +5095,7 @@ }, { "cell_type": "markdown", - "id": "14bd5616", + "id": "50bc17b7", "metadata": { "editable": true }, @@ -5105,7 +5108,7 @@ }, { "cell_type": "markdown", - "id": "fb3eb651", + "id": "340763a0", "metadata": { "editable": true }, @@ -5122,7 +5125,7 @@ }, { "cell_type": "markdown", - "id": "eb56398a", + "id": "26658651", "metadata": { "editable": true }, @@ -5138,7 +5141,7 @@ }, { "cell_type": "markdown", - "id": "35a6ae74", + "id": "6abebf29", "metadata": { "editable": true }, @@ -5151,7 +5154,7 @@ }, { "cell_type": "markdown", - "id": "c7ed6ac0", + "id": "a68128ae", "metadata": { "editable": true }, @@ -5168,7 +5171,7 @@ }, { "cell_type": "markdown", - "id": "2ff13e10", + "id": "b5000a32", "metadata": { "editable": true }, @@ -5180,7 +5183,7 @@ }, { "cell_type": "markdown", - "id": "dd6f9845", + "id": "306c6e46", "metadata": { "editable": true }, @@ -5207,7 +5210,7 @@ }, { "cell_type": "markdown", - "id": "8c3f2ea3", + "id": "c7d0d8c3", "metadata": { "editable": true }, @@ -5220,7 +5223,7 @@ { "cell_type": "code", "execution_count": 43, - "id": "af7ec34a", + "id": "a2b6af75", "metadata": { "collapsed": false, "editable": true @@ -5399,7 +5402,7 @@ }, { "cell_type": "markdown", - "id": 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Week 42: Logistic Regression and Optimization, reminders from week 38 and week 40","3. Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Exercises week 42","Exercises week 43","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 7 (midnight), 2024","Project 2 on Machine Learning, deadline November 4 (Midnight)","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Linear Regression and Statistical interpretations","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code","Week 42 Constructing a Neural Network code with examples","Week 43: Deep Learning: Constructing a Neural Network code and solving differential 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Week 42: Logistic Regression and Optimization, reminders from week 38 and week 40","3. Linear Regression","14. Building a Feed Forward Neural Network","15. Solving Differential Equations with Deep Learning","16. Convolutional Neural Networks","17. Recurrent neural networks: Overarching view","4. Ridge and Lasso Regression","5. Resampling Methods","6. Logistic Regression","8. Support Vector Machines, overarching aims","9. Decision trees, overarching aims","10. Ensemble Methods: From a Single Tree to Many Trees and Extreme Boosting, Meet the Jungle of Methods","11. Basic ideas of the Principal Component Analysis (PCA)","13. Neural networks","7. Optimization, the central part of any Machine Learning algortithm","12. Clustering and Unsupervised Learning","Exercises week 34","Exercises week 35","Exercises week 36","Exercises week 37","Exercises week 38","Exercises week 39","Exercises week 41","Exercises week 42","Exercises week 43","Applied Data Analysis and Machine Learning","2. Linear Algebra, Handling of Arrays and more Python Features","Project 1 on Machine Learning, deadline October 7 (midnight), 2024","Project 2 on Machine Learning, deadline November 4 (Midnight)","Teaching schedule with links to material","1. Elements of Probability Theory and Statistical Data Analysis","Teachers and Grading","Textbooks","Week 34: Introduction to the course, Logistics and Practicalities","Week 35: From Ordinary Linear Regression to Ridge and Lasso Regression","Week 36: Linear Regression and Statistical interpretations","Week 37: Statistical interpretations and Resampling Methods","Week 38: Logistic Regression and Optimization","Week 39: Optimization and Gradient Methods","Week 40: Gradient descent methods (continued) and start Neural networks","Week 41 Neural networks and constructing a neural network code","Week 42 Constructing a Neural Network code with examples","Week 43: Deep Learning: Constructing a Neural Network code and solving differential 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\ No newline at end of file diff --git a/doc/LectureNotes/_build/html/week43.html b/doc/LectureNotes/_build/html/week43.html index 7eaffab86..986afed15 100644 --- a/doc/LectureNotes/_build/html/week43.html +++ b/doc/LectureNotes/_build/html/week43.html @@ -1515,9 +1515,11 @@ doconce format html week43.do.txt --no_mako -->

- +

Exercises and lab session week 43

Lab sessions on Tuesday and Wednesday.

@@ -2351,7 +2353,7 @@ the Hadamard product, meaning element-wise multiplication.

Old accuracy on training data: 0.1440501043841336
-
/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_96681/953065564.py:4: RuntimeWarning: overflow encountered in exp
+
/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_98400/953065564.py:4: RuntimeWarning: overflow encountered in exp
   return 1/(1 + np.exp(-x))
 

 

@@ -2652,21 +2654,6 @@ Lambda =  10.0
 Accuracy score on test set:  0.925
-
Learning rate  =  0.01
-Lambda =  1e-05
-Accuracy score on test set:  0.9472222222222222
-
-
-
Learning rate  =  0.01
-Lambda =  0.0001
-Accuracy score on test set:  0.9277777777777778
-
-
-
Learning rate  =  0.01
-Lambda =  0.001
-Accuracy score on test set:  0.9472222222222222
-
-
---------------------------------------------------------------------------
 KeyboardInterrupt                         Traceback (most recent call last)
 Cell In[8], line 11
diff --git a/doc/LectureNotes/_build/jupyter_execute/week43.ipynb b/doc/LectureNotes/_build/jupyter_execute/week43.ipynb
index 75ada85c4..a3c5909d8 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week43.ipynb
+++ b/doc/LectureNotes/_build/jupyter_execute/week43.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "6d7c1084",
+   "id": "6107bf3a",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e958ea0e",
+   "id": "fdc249e0",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4c8f7e83",
+   "id": "92454b8c",
    "metadata": {
     "editable": true
    },
@@ -40,13 +40,16 @@
     "\n",
     "  * Solving differential equations with Neural Networks\n",
     "\n",
-    "  * \"Video of lecture at \n",
-    ""
+    "  * Video of lecture at \n",
+    "\n",
+    "  * Video os second part, solving differential equations with neural networks at \n",
+    "\n",
+    "  * Whiteboard notes on solving differential equations at "
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "2d33e55c",
+   "id": "7ad9295b",
    "metadata": {
     "editable": true
    },
@@ -63,7 +66,7 @@
   },
   {
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-   "id": "f323c4f8",
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@@ -79,7 +82,7 @@
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@@ -436,7 +439,7 @@
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@@ -484,7 +487,7 @@
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@@ -506,7 +509,7 @@
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@@ -534,7 +537,7 @@
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@@ -556,7 +559,7 @@
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@@ -568,7 +571,7 @@
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@@ -591,7 +594,7 @@
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@@ -642,7 +645,7 @@
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@@ -676,7 +679,7 @@
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@@ -712,7 +715,7 @@
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@@ -768,7 +771,7 @@
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@@ -781,7 +784,7 @@
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@@ -793,7 +796,7 @@
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@@ -803,7 +806,7 @@
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@@ -815,7 +818,7 @@
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@@ -826,7 +829,7 @@
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@@ -838,7 +841,7 @@
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@@ -848,7 +851,7 @@
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@@ -860,7 +863,7 @@
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@@ -870,7 +873,7 @@
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@@ -881,7 +884,7 @@
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@@ -894,7 +897,7 @@
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@@ -904,7 +907,7 @@
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@@ -916,7 +919,7 @@
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@@ -926,7 +929,7 @@
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@@ -948,7 +951,7 @@
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@@ -972,7 +975,7 @@
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@@ -1022,7 +1025,7 @@
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@@ -1101,7 +1104,7 @@
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@@ -1122,7 +1125,7 @@
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@@ -1169,7 +1172,7 @@
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@@ -1213,7 +1216,7 @@
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@@ -1253,7 +1256,7 @@
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@@ -1274,7 +1277,7 @@
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@@ -1300,7 +1303,7 @@
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@@ -1328,7 +1331,7 @@
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@@ -1365,7 +1368,7 @@
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@@ -1428,7 +1431,7 @@
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@@ -1459,7 +1462,7 @@
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@@ -1497,7 +1500,7 @@
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@@ -1531,7 +1534,7 @@
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@@ -1572,7 +1575,7 @@
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@@ -1589,7 +1592,7 @@
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-      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_96681/953065564.py:4: RuntimeWarning: overflow encountered in exp\n",
+      "/var/folders/td/3yk470mj5p931p9dtkk0y6jw0000gn/T/ipykernel_98400/953065564.py:4: RuntimeWarning: overflow encountered in exp\n",
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@@ -1709,7 +1712,7 @@
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@@ -1819,7 +1822,7 @@
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@@ -2103,36 +2106,6 @@
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@@ -2288,7 +2261,7 @@
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@@ -2333,7 +2306,7 @@
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@@ -2351,7 +2324,7 @@
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@@ -2386,7 +2359,7 @@
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@@ -2398,7 +2371,7 @@
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@@ -2410,7 +2383,7 @@
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@@ -2423,7 +2396,7 @@
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@@ -2434,7 +2407,7 @@
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@@ -2447,7 +2420,7 @@
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@@ -2462,7 +2435,7 @@
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@@ -2474,7 +2447,7 @@
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@@ -2486,7 +2459,7 @@
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@@ -2499,7 +2472,7 @@
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@@ -2554,7 +2527,7 @@
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@@ -2583,7 +2556,7 @@
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@@ -2613,7 +2586,7 @@
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@@ -2640,7 +2613,7 @@
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@@ -2682,7 +2655,7 @@
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@@ -2693,7 +2666,7 @@
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@@ -2870,7 +2843,7 @@
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@@ -2889,7 +2862,7 @@
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@@ -2911,7 +2884,7 @@
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@@ -3052,7 +3025,7 @@
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@@ -3068,7 +3041,7 @@
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@@ -3081,7 +3054,7 @@
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@@ -3093,7 +3066,7 @@
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@@ -3115,7 +3088,7 @@
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@@ -3131,7 +3104,7 @@
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@@ -3169,7 +3142,7 @@
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@@ -3182,7 +3155,7 @@
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@@ -3203,7 +3176,7 @@
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@@ -3219,7 +3192,7 @@
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@@ -3277,7 +3250,7 @@
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@@ -3292,7 +3265,7 @@
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@@ -3313,7 +3286,7 @@
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@@ -3337,7 +3310,7 @@
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@@ -3809,7 +3782,7 @@
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@@ -3821,7 +3794,7 @@
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@@ -3865,7 +3838,7 @@
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@@ -3881,7 +3854,7 @@
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@@ -3896,7 +3869,7 @@
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@@ -3907,7 +3880,7 @@
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@@ -3922,7 +3895,7 @@
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@@ -3938,7 +3911,7 @@
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@@ -3952,7 +3925,7 @@
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@@ -3967,7 +3940,7 @@
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@@ -3993,7 +3966,7 @@
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@@ -4008,7 +3981,7 @@
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@@ -4019,7 +3992,7 @@
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@@ -4034,7 +4007,7 @@
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@@ -4045,7 +4018,7 @@
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@@ -4065,7 +4038,7 @@
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@@ -4080,7 +4053,7 @@
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@@ -4095,7 +4068,7 @@
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@@ -4132,7 +4105,7 @@
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@@ -4145,7 +4118,7 @@
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@@ -4168,7 +4141,7 @@
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@@ -4178,7 +4151,7 @@
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@@ -4205,7 +4178,7 @@
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@@ -4219,7 +4192,7 @@
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@@ -4236,7 +4209,7 @@
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@@ -4252,7 +4225,7 @@
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@@ -4264,7 +4237,7 @@
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@@ -4282,7 +4255,7 @@
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@@ -4303,7 +4276,7 @@
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@@ -4320,7 +4293,7 @@
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@@ -4332,7 +4305,7 @@
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@@ -4343,7 +4316,7 @@
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@@ -4360,7 +4333,7 @@
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@@ -4371,7 +4344,7 @@
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@@ -4387,7 +4360,7 @@
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@@ -4399,7 +4372,7 @@
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@@ -4416,7 +4389,7 @@
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@@ -4428,7 +4401,7 @@
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@@ -4446,7 +4419,7 @@
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@@ -4456,7 +4429,7 @@
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@@ -4468,7 +4441,7 @@
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@@ -4485,7 +4458,7 @@
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@@ -4497,7 +4470,7 @@
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@@ -4508,7 +4481,7 @@
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@@ -4520,7 +4493,7 @@
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@@ -4530,7 +4503,7 @@
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@@ -4550,7 +4523,7 @@
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@@ -4567,7 +4540,7 @@
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@@ -4586,7 +4559,7 @@
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@@ -4598,7 +4571,7 @@
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@@ -4608,7 +4581,7 @@
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@@ -4625,7 +4598,7 @@
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@@ -4635,7 +4608,7 @@
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@@ -4651,7 +4624,7 @@
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@@ -4663,7 +4636,7 @@
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@@ -4675,7 +4648,7 @@
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@@ -4687,7 +4660,7 @@
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@@ -4697,7 +4670,7 @@
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@@ -4709,7 +4682,7 @@
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@@ -4726,7 +4699,7 @@
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@@ -4736,7 +4709,7 @@
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@@ -4748,7 +4721,7 @@
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@@ -4762,7 +4735,7 @@
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@@ -4778,7 +4751,7 @@
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@@ -4790,7 +4763,7 @@
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@@ -4812,7 +4785,7 @@
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@@ -4824,7 +4797,7 @@
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@@ -4847,7 +4820,7 @@
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@@ -4863,7 +4836,7 @@
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@@ -4875,7 +4848,7 @@
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@@ -4899,7 +4872,7 @@
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@@ -4911,7 +4884,7 @@
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@@ -4932,7 +4905,7 @@
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@@ -4944,7 +4917,7 @@
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@@ -4963,7 +4936,7 @@
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@@ -4973,7 +4946,7 @@
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@@ -4987,7 +4960,7 @@
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@@ -4999,7 +4972,7 @@
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@@ -5011,7 +4984,7 @@
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@@ -5028,7 +5001,7 @@
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@@ -5040,7 +5013,7 @@
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@@ -5062,7 +5035,7 @@
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@@ -5077,7 +5050,7 @@
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@@ -5088,7 +5061,7 @@
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@@ -5243,7 +5216,7 @@
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@@ -5258,7 +5231,7 @@
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@@ -5427,7 +5400,7 @@
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@@ -5440,7 +5413,7 @@
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@@ -5457,7 +5430,7 @@
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@@ -5473,7 +5446,7 @@
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@@ -5486,7 +5459,7 @@
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@@ -5503,7 +5476,7 @@
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@@ -5515,7 +5488,7 @@
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@@ -5542,7 +5515,7 @@
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@@ -5555,7 +5528,7 @@
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@@ -5734,7 +5707,7 @@
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@@ -5754,7 +5727,7 @@
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@@ -5769,7 +5742,7 @@
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@@ -5783,7 +5756,7 @@
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@@ -5799,7 +5772,7 @@
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@@ -5809,7 +5782,7 @@
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@@ -5831,7 +5804,7 @@
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@@ -5845,7 +5818,7 @@
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@@ -5921,7 +5894,7 @@
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@@ -5933,7 +5906,7 @@
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@@ -5950,7 +5923,7 @@
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@@ -5962,7 +5935,7 @@
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@@ -5977,7 +5950,7 @@
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@@ -5989,7 +5962,7 @@
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@@ -6001,7 +5974,7 @@
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@@ -6013,7 +5986,7 @@
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@@ -6023,7 +5996,7 @@
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@@ -6040,7 +6013,7 @@
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@@ -6052,7 +6025,7 @@
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@@ -6064,7 +6037,7 @@
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@@ -6074,7 +6047,7 @@
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@@ -6086,7 +6059,7 @@
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@@ -6097,7 +6070,7 @@
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@@ -6262,7 +6235,7 @@
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@@ -6284,7 +6257,7 @@
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@@ -6301,7 +6274,7 @@
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@@ -6311,7 +6284,7 @@
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@@ -6326,7 +6299,7 @@
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@@ -6336,7 +6309,7 @@
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@@ -6351,7 +6324,7 @@
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@@ -6362,7 +6335,7 @@
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@@ -6382,7 +6355,7 @@
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@@ -6394,7 +6367,7 @@
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@@ -6431,7 +6404,7 @@
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@@ -6441,7 +6414,7 @@
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@@ -6454,7 +6427,7 @@
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@@ -6659,7 +6632,7 @@
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@@ -6676,7 +6649,7 @@
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@@ -6693,7 +6666,7 @@
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@@ -6703,7 +6676,7 @@
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@@ -6718,7 +6691,7 @@
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@@ -6732,7 +6705,7 @@
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@@ -6745,7 +6718,7 @@
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@@ -6765,7 +6738,7 @@
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@@ -6777,7 +6750,7 @@
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@@ -6789,7 +6762,7 @@
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@@ -6801,7 +6774,7 @@
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@@ -6811,7 +6784,7 @@
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@@ -6823,7 +6796,7 @@
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@@ -6835,7 +6808,7 @@
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@@ -6847,7 +6820,7 @@
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@@ -6857,7 +6830,7 @@
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@@ -6873,7 +6846,7 @@
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@@ -6883,7 +6856,7 @@
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@@ -6895,7 +6868,7 @@
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@@ -6912,7 +6885,7 @@
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@@ -6922,7 +6895,7 @@
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@@ -6938,7 +6911,7 @@
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@@ -6952,7 +6925,7 @@
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@@ -6971,7 +6944,7 @@
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@@ -7026,7 +6999,7 @@
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@@ -7056,7 +7029,7 @@
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@@ -7085,7 +7058,7 @@
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@@ -7132,7 +7105,7 @@
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@@ -7158,7 +7131,7 @@
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@@ -7392,7 +7365,7 @@
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@@ -7404,7 +7377,7 @@
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@@ -7416,7 +7389,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "922fa6ef",
+   "id": "d8595812",
    "metadata": {
     "editable": true
    },
@@ -7428,7 +7401,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e3d14cd2",
+   "id": "6969d557",
    "metadata": {
     "editable": true
    },
@@ -7445,7 +7418,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "0419dde1",
+   "id": "f39d16ef",
    "metadata": {
     "editable": true
    },
@@ -7455,7 +7428,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e81f4361",
+   "id": "6c8e08dd",
    "metadata": {
     "editable": true
    },
@@ -7467,7 +7440,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4f3cbc2c",
+   "id": "699a4862",
    "metadata": {
     "editable": true
    },
@@ -7484,7 +7457,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a164460b",
+   "id": "3e5b810b",
    "metadata": {
     "editable": true
    },
@@ -7495,7 +7468,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8abd8160",
+   "id": "c3f9ac9b",
    "metadata": {
     "editable": true
    },
@@ -7515,7 +7488,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "07eb9f81",
+   "id": "56f7fba0",
    "metadata": {
     "editable": true
    },
@@ -7525,7 +7498,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "87159922",
+   "id": "2788d661",
    "metadata": {
     "editable": true
    },
@@ -7551,7 +7524,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ac102a8a",
+   "id": "2094e988",
    "metadata": {
     "editable": true
    },
@@ -7567,7 +7540,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f907980b",
+   "id": "aac9bb21",
    "metadata": {
     "editable": true
    },
@@ -7578,7 +7551,7 @@
   {
    "cell_type": "code",
    "execution_count": 50,
-   "id": "14aba268",
+   "id": "550bea3f",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -7809,7 +7782,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c3a13d9b",
+   "id": "80a6f6ef",
    "metadata": {
     "editable": true
    },
diff --git a/doc/LectureNotes/_build/jupyter_execute/week43.py b/doc/LectureNotes/_build/jupyter_execute/week43.py
index 9039eeddd..4577bde0c 100644
--- a/doc/LectureNotes/_build/jupyter_execute/week43.py
+++ b/doc/LectureNotes/_build/jupyter_execute/week43.py
@@ -18,8 +18,11 @@
 # 
 #   * Solving differential equations with Neural Networks
 # 
-#   * "Video of lecture at 
-# 
+#   * Video of lecture at 
+# 
+#   * Video os second part, solving differential equations with neural networks at 
+# 
+#   * Whiteboard notes on solving differential equations at 
 
 # ## Exercises and lab session week 43
 # **Lab sessions on Tuesday and Wednesday.**