Reading suggestions for both days: Aurelien Geron's chapter 10 and Hastie et al chapter 11.
diff --git a/doc/pub/week40/html/week40-bs.html b/doc/pub/week40/html/week40-bs.html
index 5261ff5a1..b1df3ff24 100644
--- a/doc/pub/week40/html/week40-bs.html
+++ b/doc/pub/week40/html/week40-bs.html
@@ -327,7 +327,7 @@ MathJax.Hub.Config({
diff --git a/doc/pub/week40/html/week40-solarized.html b/doc/pub/week40/html/week40-solarized.html
index 106f7957f..3a158e0e5 100644
--- a/doc/pub/week40/html/week40-solarized.html
+++ b/doc/pub/week40/html/week40-solarized.html
@@ -265,7 +265,7 @@ MathJax.Hub.Config({
Reading suggestions for both days: Aurelien Geron's chapter 10 and Hastie et al chapter 11.
diff --git a/doc/pub/week40/html/week40.html b/doc/pub/week40/html/week40.html
index 6162e9989..785770489 100644
--- a/doc/pub/week40/html/week40.html
+++ b/doc/pub/week40/html/week40.html
@@ -342,7 +342,7 @@ MathJax.Hub.Config({
Reading suggestions for both days: Aurelien Geron's chapter 10 and Hastie et al chapter 11. diff --git a/doc/pub/week40/ipynb/ipynb-week40-src.tar.gz b/doc/pub/week40/ipynb/ipynb-week40-src.tar.gz index da218aebf..7a6bb2c70 100644 Binary files a/doc/pub/week40/ipynb/ipynb-week40-src.tar.gz and b/doc/pub/week40/ipynb/ipynb-week40-src.tar.gz differ diff --git a/doc/pub/week40/ipynb/week40.ipynb b/doc/pub/week40/ipynb/week40.ipynb index 9c2b8c661..c780098c0 100644 --- a/doc/pub/week40/ipynb/week40.ipynb +++ b/doc/pub/week40/ipynb/week40.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "9a29767f", + "id": "13266b2f", "metadata": { "editable": true }, @@ -14,7 +14,7 @@ }, { "cell_type": "markdown", - "id": "b049c336", + "id": "4d8e0fa9", "metadata": { "editable": true }, @@ -22,21 +22,23 @@ "# Week 40: Neural networks\n", "**Morten Hjorth-Jensen**, Department of Physics, University of Oslo, Norway and Department of Physics and Astronomy and Facility for Rare Ion Beams, Michigan State University, USA\n", "\n", - "Date: **Oct 3, 2022**\n", + "Date: **Oct 6, 2022**\n", "\n", "Copyright 1999-2022, Morten Hjorth-Jensen. Released under CC Attribution-NonCommercial 4.0 license" ] }, { "cell_type": "markdown", - "id": "2300cd3b", + "id": "a4da605c", "metadata": { "editable": true }, "source": [ "## Plan for week 40\n", "\n", - "* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks. \n", + "* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks.\n", + "\n", + " * [Video of lecture](https://youtu.be/sCHiGSoG2lE)\n", "\n", "* Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.\n", "\n", @@ -47,7 +49,7 @@ }, { "cell_type": "markdown", - "id": "69b7b9d4", + "id": "2e32a23b", "metadata": { "editable": true }, @@ -59,7 +61,7 @@ }, { "cell_type": "markdown", - "id": "94472442", + "id": "7adb6ed2", "metadata": { "editable": true }, @@ -79,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "262033f8", + "id": "b4c25c60", "metadata": { "editable": true }, @@ -114,7 +116,7 @@ }, { "cell_type": "markdown", - "id": "23324d1e", + "id": "4f91a7a5", "metadata": { "editable": true }, @@ -128,7 +130,7 @@ }, { "cell_type": "markdown", - "id": "4111b375", + "id": "85bd2aa6", "metadata": { "editable": true }, @@ -146,7 +148,7 @@ }, { "cell_type": "markdown", - "id": "1cddb7ec", + "id": "54933062", "metadata": { "editable": true }, @@ -170,7 +172,7 @@ }, { "cell_type": "markdown", - "id": "74b1c496", + "id": "a779d2b7", "metadata": { "editable": true }, @@ -188,7 +190,7 @@ }, { "cell_type": "markdown", - "id": "c8d0ff45", + "id": "f477871e", "metadata": { "editable": true }, @@ -228,7 +230,7 @@ }, { "cell_type": "markdown", - "id": "f321c091", + "id": "1d45a200", "metadata": { "editable": true }, @@ -257,7 +259,7 @@ }, { "cell_type": "markdown", - "id": "c6d5b77f", + "id": "55692795", "metadata": { "editable": true }, @@ -278,7 +280,7 @@ }, { "cell_type": "markdown", - "id": "6db04a15", + "id": "eff28146", "metadata": { "editable": true }, @@ -307,7 +309,7 @@ }, { "cell_type": "markdown", - "id": "471c7bbf", + "id": "eb5568d2", "metadata": { "editable": true }, @@ -328,7 +330,7 @@ }, { "cell_type": "markdown", - "id": "40e96108", + "id": "389f085c", "metadata": { "editable": true }, @@ -349,7 +351,7 @@ }, { "cell_type": "markdown", - "id": "60f77324", + "id": "baadf7ca", "metadata": { "editable": true }, @@ -366,7 +368,7 @@ }, { "cell_type": "markdown", - "id": "c0c51801", + "id": "47bb51ac", "metadata": { "editable": true }, @@ -387,7 +389,7 @@ }, { "cell_type": "markdown", - "id": "373f89e5", + "id": "0bf0ebf0", "metadata": { "editable": true }, @@ -403,7 +405,7 @@ }, { "cell_type": "markdown", - "id": "0a270229", + "id": "72681bf1", "metadata": { "editable": true }, @@ -420,7 +422,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "4d026908", + "id": "ba41d9cb", "metadata": { "collapsed": false, "editable": true @@ -461,7 +463,7 @@ }, { "cell_type": "markdown", - "id": "dd7a01ec", + "id": "1d54a410", "metadata": { "editable": true }, @@ -471,7 +473,7 @@ }, { "cell_type": "markdown", - "id": "eb32bf44", + "id": "853be7cb", "metadata": { "editable": true }, @@ -482,7 +484,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "ddd33f3c", + "id": "c45405ec", "metadata": { "collapsed": false, "editable": true @@ -544,7 +546,7 @@ }, { "cell_type": "markdown", - "id": "dad18b48", + "id": "3a4e24b3", "metadata": { "editable": true }, @@ -554,7 +556,7 @@ }, { "cell_type": "markdown", - "id": "47d11cc2", + "id": "a01ebeb0", "metadata": { "editable": true }, @@ -565,7 +567,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "e6199bbf", + "id": "a1f650e1", "metadata": { "collapsed": false, "editable": true @@ -585,7 +587,7 @@ }, { "cell_type": "markdown", - "id": "e604440f", + "id": "f7be1d28", "metadata": { "editable": true }, @@ -597,7 +599,7 @@ }, { "cell_type": "markdown", - "id": "950e36e7", + "id": "3459f900", "metadata": { "editable": true }, @@ -609,7 +611,7 @@ }, { "cell_type": "markdown", - "id": "db854408", + "id": "d8c3c549", "metadata": { "editable": true }, @@ -624,7 +626,7 @@ }, { "cell_type": "markdown", - "id": "48fd6172", + "id": "0c694b69", "metadata": { "editable": true }, @@ -636,7 +638,7 @@ }, { "cell_type": "markdown", - "id": "1feb13f8", + "id": "49b26503", "metadata": { "editable": true }, @@ -653,7 +655,7 @@ }, { "cell_type": "markdown", - "id": "1a973a72", + "id": "a034397d", "metadata": { "editable": true }, @@ -668,7 +670,7 @@ }, { "cell_type": "markdown", - "id": "4c7700b9", + "id": "cb1bec7c", "metadata": { "editable": true }, @@ -686,7 +688,7 @@ }, { "cell_type": "markdown", - "id": "c927b4c4", + "id": "1a9da712", "metadata": { "editable": true }, @@ -698,7 +700,7 @@ }, { "cell_type": "markdown", - "id": "ce389665", + "id": "af6c87ad", "metadata": { "editable": true }, @@ -716,7 +718,7 @@ }, { "cell_type": "markdown", - "id": "4a73c397", + "id": "81bc149b", "metadata": { "editable": true }, @@ -729,7 +731,7 @@ }, { "cell_type": "markdown", - "id": "ee8b6c72", + "id": "f507c2d6", "metadata": { "editable": true }, @@ -741,7 +743,7 @@ }, { "cell_type": "markdown", - "id": "f11f0571", + "id": "b9251a8f", "metadata": { "editable": true }, @@ -759,7 +761,7 @@ }, { "cell_type": "markdown", - "id": "decf6cc8", + "id": "833b1bfc", "metadata": { "editable": true }, @@ -777,7 +779,7 @@ }, { "cell_type": "markdown", - "id": "65f6dc41", + "id": "daf16c0f", "metadata": { "editable": true }, @@ -787,7 +789,7 @@ }, { "cell_type": "markdown", - "id": "c4c936e3", + "id": "781c914b", "metadata": { "editable": true }, @@ -805,7 +807,7 @@ }, { "cell_type": "markdown", - "id": "7129e288", + "id": "9c49f0a2", "metadata": { "editable": true }, @@ -824,7 +826,7 @@ }, { "cell_type": "markdown", - "id": "ee0a593a", + "id": "76754fd8", "metadata": { "editable": true }, @@ -837,7 +839,7 @@ }, { "cell_type": "markdown", - "id": "f9712c96", + "id": "6fcdd054", "metadata": { "editable": true }, @@ -855,7 +857,7 @@ }, { "cell_type": "markdown", - "id": "c5136876", + "id": "565a89af", "metadata": { "editable": true }, @@ -866,7 +868,7 @@ }, { "cell_type": "markdown", - "id": "9ca121b5", + "id": "0e7a1ebb", "metadata": { "editable": true }, @@ -885,7 +887,7 @@ }, { "cell_type": "markdown", - "id": "801059ee", + "id": "685ce363", "metadata": { "editable": true }, @@ -903,7 +905,7 @@ }, { "cell_type": "markdown", - "id": "62fa32bc", + "id": "f2e57f34", "metadata": { "editable": true }, @@ -916,7 +918,7 @@ }, { "cell_type": "markdown", - "id": "22d4c48d", + "id": "a648221d", "metadata": { "editable": true }, @@ -936,7 +938,7 @@ }, { "cell_type": "markdown", - "id": "f4592cb0", + "id": "1018cb53", "metadata": { "editable": true }, @@ -969,7 +971,7 @@ }, { "cell_type": "markdown", - "id": "cab5ac55", + "id": "d50fdc5a", "metadata": { "editable": true }, @@ -981,7 +983,7 @@ }, { "cell_type": "markdown", - "id": "8e798350", + "id": "8a0e54b8", "metadata": { "editable": true }, @@ -1000,7 +1002,7 @@ }, { "cell_type": "markdown", - "id": "bc714cb3", + "id": "cdd4f871", "metadata": { "editable": true }, @@ -1014,7 +1016,7 @@ }, { "cell_type": "markdown", - "id": "57351388", + "id": "8113f967", "metadata": { "editable": true }, @@ -1037,7 +1039,7 @@ }, { "cell_type": "markdown", - "id": "5658f964", + "id": "46c07259", "metadata": { "editable": true }, @@ -1056,7 +1058,7 @@ }, { "cell_type": "markdown", - "id": "b55f2084", + "id": "905c36c2", "metadata": { "editable": true }, @@ -1068,7 +1070,7 @@ }, { "cell_type": "markdown", - "id": "ed110004", + "id": "d5178457", "metadata": { "editable": true }, @@ -1078,7 +1080,7 @@ }, { "cell_type": "markdown", - "id": "c17b54f6", + "id": "fb82cff0", "metadata": { "editable": true }, @@ -1090,7 +1092,7 @@ }, { "cell_type": "markdown", - "id": "93bc246c", + "id": "ae8f128c", "metadata": { "editable": true }, @@ -1107,7 +1109,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "2f335a44", + "id": "52103b4a", "metadata": { "collapsed": false, "editable": true @@ -1189,7 +1191,7 @@ }, { "cell_type": "markdown", - "id": "c54a1c0b", + "id": "118d82f2", "metadata": { "editable": true }, @@ -1227,7 +1229,7 @@ }, { "cell_type": "markdown", - "id": "24cbbd7c", + "id": "62be696e", "metadata": { "editable": true }, @@ -1257,7 +1259,7 @@ }, { "cell_type": "markdown", - "id": "1d56453a", + "id": "b172bc20", "metadata": { "editable": true }, @@ -1278,7 +1280,7 @@ }, { "cell_type": "markdown", - "id": "caed06c2", + "id": "926f66bc", "metadata": { "editable": true }, @@ -1290,7 +1292,7 @@ }, { "cell_type": "markdown", - "id": "d654b020", + "id": "0224162a", "metadata": { "editable": true }, @@ -1305,7 +1307,7 @@ }, { "cell_type": "markdown", - "id": "2eeab8da", + "id": "19e36765", "metadata": { "editable": true }, @@ -1322,7 +1324,7 @@ }, { "cell_type": "markdown", - "id": "8468577d", + "id": "225a895c", "metadata": { "editable": true }, @@ -1334,7 +1336,7 @@ }, { "cell_type": "markdown", - "id": "20e3e939", + "id": "ce115d2e", "metadata": { "editable": true }, @@ -1347,7 +1349,7 @@ }, { "cell_type": "markdown", - "id": "b3bc57f4", + "id": "fa8127d3", "metadata": { "editable": true }, @@ -1359,7 +1361,7 @@ }, { "cell_type": "markdown", - "id": "bb669512", + "id": "611d0ae6", "metadata": { "editable": true }, @@ -1373,7 +1375,7 @@ }, { "cell_type": "markdown", - "id": "bc1d70ca", + "id": "60a383ee", "metadata": { "editable": true }, @@ -1385,7 +1387,7 @@ }, { "cell_type": "markdown", - "id": "6219dd9b", + "id": "2a0a1798", "metadata": { "editable": true }, @@ -1397,7 +1399,7 @@ }, { "cell_type": "markdown", - "id": "77902176", + "id": "66ca578c", "metadata": { "editable": true }, @@ -1409,7 +1411,7 @@ }, { "cell_type": "markdown", - "id": "cfc3be19", + "id": "99931f69", "metadata": { "editable": true }, @@ -1419,7 +1421,7 @@ }, { "cell_type": "markdown", - "id": "7083df6c", + "id": "13bce0c7", "metadata": { "editable": true }, @@ -1431,7 +1433,7 @@ }, { "cell_type": "markdown", - "id": "260fe520", + "id": "160cf1df", "metadata": { "editable": true }, @@ -1441,7 +1443,7 @@ }, { "cell_type": "markdown", - "id": "3baf7790", + "id": "82e6c32b", "metadata": { "editable": true }, @@ -1453,7 +1455,7 @@ }, { "cell_type": "markdown", - "id": "0ecec333", + "id": "8c49c846", "metadata": { "editable": true }, @@ -1467,7 +1469,7 @@ }, { "cell_type": "markdown", - "id": "49d88d84", + "id": "917c676a", "metadata": { "editable": true }, @@ -1479,7 +1481,7 @@ }, { "cell_type": "markdown", - "id": "8079b208", + "id": "549cb9af", "metadata": { "editable": true }, @@ -1489,7 +1491,7 @@ }, { "cell_type": "markdown", - "id": "879142ee", + "id": "8b358bf8", "metadata": { "editable": true }, @@ -1501,7 +1503,7 @@ }, { "cell_type": "markdown", - "id": "4c0fe68d", + "id": "bfefb9a4", "metadata": { "editable": true }, @@ -1511,7 +1513,7 @@ }, { "cell_type": "markdown", - "id": "f5751e5f", + "id": "99e18ab1", "metadata": { "editable": true }, @@ -1523,7 +1525,7 @@ }, { "cell_type": "markdown", - "id": "f3fbd5be", + "id": "a00fdb28", "metadata": { "editable": true }, @@ -1535,7 +1537,7 @@ }, { "cell_type": "markdown", - "id": "2659e2e1", + "id": "dc30c543", "metadata": { "editable": true }, @@ -1547,7 +1549,7 @@ }, { "cell_type": "markdown", - "id": "a8920e4c", + "id": "599f8d24", "metadata": { "editable": true }, @@ -1557,7 +1559,7 @@ }, { "cell_type": "markdown", - "id": "853c1cfd", + "id": "0caf001e", "metadata": { "editable": true }, @@ -1569,7 +1571,7 @@ }, { "cell_type": "markdown", - "id": "83f3ed58", + "id": "ddbb3b09", "metadata": { "editable": true }, @@ -1579,7 +1581,7 @@ }, { "cell_type": "markdown", - "id": "cc274395", + "id": "13565ca9", "metadata": { "editable": true }, @@ -1591,7 +1593,7 @@ }, { "cell_type": "markdown", - "id": "57926c2f", + "id": "5f880e7a", "metadata": { "editable": true }, @@ -1615,7 +1617,7 @@ }, { "cell_type": "markdown", - "id": "19e73b75", + "id": "f5b39e84", "metadata": { "editable": true }, @@ -1627,7 +1629,7 @@ }, { "cell_type": "markdown", - "id": "bcffd3e7", + "id": "19a26ead", "metadata": { "editable": true }, @@ -1637,7 +1639,7 @@ }, { "cell_type": "markdown", - "id": "9bd75db4", + "id": "e36bbfdf", "metadata": { "editable": true }, @@ -1649,7 +1651,7 @@ }, { "cell_type": "markdown", - "id": "cb4c89b8", + "id": "645aea25", "metadata": { "editable": true }, @@ -1661,7 +1663,7 @@ }, { "cell_type": "markdown", - "id": "61794f0e", + "id": "a9081be7", "metadata": { "editable": true }, @@ -1673,7 +1675,7 @@ }, { "cell_type": "markdown", - "id": "42d6a336", + "id": "23dec8ab", "metadata": { "editable": true }, @@ -1683,7 +1685,7 @@ }, { "cell_type": "markdown", - "id": "e6bc0a80", + "id": "702b4a0c", "metadata": { "editable": true }, @@ -1695,7 +1697,7 @@ }, { "cell_type": "markdown", - "id": "10c6f963", + "id": "a2e76cc4", "metadata": { "editable": true }, @@ -1705,7 +1707,7 @@ }, { "cell_type": "markdown", - "id": "f2a154d2", + "id": "d80aa949", "metadata": { "editable": true }, @@ -1719,7 +1721,7 @@ }, { "cell_type": "markdown", - "id": "8e1d002d", + "id": "168bb344", "metadata": { "editable": true }, @@ -1737,7 +1739,7 @@ }, { "cell_type": "markdown", - "id": "61a8a188", + "id": "c2c9b8ee", "metadata": { "editable": true }, @@ -1747,7 +1749,7 @@ }, { "cell_type": "markdown", - "id": "3121a1e9", + "id": "394b40ec", "metadata": { "editable": true }, @@ -1765,7 +1767,7 @@ }, { "cell_type": "markdown", - "id": "c4468b67", + "id": "975b96e1", "metadata": { "editable": true }, @@ -1775,7 +1777,7 @@ }, { "cell_type": "markdown", - "id": "23bd33fe", + "id": "9171b598", "metadata": { "editable": true }, @@ -1793,7 +1795,7 @@ }, { "cell_type": "markdown", - "id": "ed02df15", + "id": "d69ea77c", "metadata": { "editable": true }, @@ -1820,7 +1822,7 @@ }, { "cell_type": "markdown", - "id": "39a645ee", + "id": "2d94ea5e", "metadata": { "editable": true }, @@ -1832,7 +1834,7 @@ }, { "cell_type": "markdown", - "id": "f42cc48e", + "id": "3171e9da", "metadata": { "editable": true }, @@ -1844,7 +1846,7 @@ }, { "cell_type": "markdown", - "id": "8fb3ba66", + "id": "4572f975", "metadata": { "editable": true }, @@ -1854,7 +1856,7 @@ }, { "cell_type": "markdown", - "id": "bb523014", + "id": "eaa6ba5f", "metadata": { "editable": true }, @@ -1866,7 +1868,7 @@ }, { "cell_type": "markdown", - "id": "2c2a8329", + "id": "36c6d661", "metadata": { "editable": true }, @@ -1876,7 +1878,7 @@ }, { "cell_type": "markdown", - "id": "909e56a7", + "id": "841b16f8", "metadata": { "editable": true }, @@ -1888,7 +1890,7 @@ }, { "cell_type": "markdown", - "id": "0c53e939", + "id": "724449b6", "metadata": { "editable": true }, @@ -1898,7 +1900,7 @@ }, { "cell_type": "markdown", - "id": "e37f9da1", + "id": "b7e095ea", "metadata": { "editable": true }, @@ -1910,7 +1912,7 @@ }, { "cell_type": "markdown", - "id": "f4e41d95", + "id": "b21011a1", "metadata": { "editable": true }, @@ -1922,7 +1924,7 @@ }, { "cell_type": "markdown", - "id": "66a72331", + "id": "b8166607", "metadata": { "editable": true }, @@ -1945,7 +1947,7 @@ }, { "cell_type": "markdown", - "id": "051ebbee", + "id": "988ad4d1", "metadata": { "editable": true }, @@ -1957,7 +1959,7 @@ }, { "cell_type": "markdown", - "id": "90fd512b", + "id": "f303a183", "metadata": { "editable": true }, @@ -1967,7 +1969,7 @@ }, { "cell_type": "markdown", - "id": "50062662", + "id": "8671fa8a", "metadata": { "editable": true }, @@ -1979,7 +1981,7 @@ }, { "cell_type": "markdown", - "id": "5b9ff8c0", + "id": "3f645bd9", "metadata": { "editable": true }, @@ -1989,7 +1991,7 @@ }, { "cell_type": "markdown", - "id": "5ab3ca8e", + "id": "ebc0d0e1", "metadata": { "editable": true }, @@ -2001,7 +2003,7 @@ }, { "cell_type": "markdown", - "id": "0301311f", + "id": "e0db6344", "metadata": { "editable": true }, @@ -2013,7 +2015,7 @@ }, { "cell_type": "markdown", - "id": "df71cce7", + "id": "967460f6", "metadata": { "editable": true }, @@ -2024,7 +2026,7 @@ }, { "cell_type": "markdown", - "id": "5ac86ffa", + "id": "a7357dd6", "metadata": { "editable": true }, @@ -2047,7 +2049,7 @@ }, { "cell_type": "markdown", - "id": "bdd3d25b", + "id": "fc37ea55", "metadata": { "editable": true }, @@ -2059,7 +2061,7 @@ }, { "cell_type": "markdown", - "id": "ba219184", + "id": "6be0fe38", "metadata": { "editable": true }, @@ -2069,7 +2071,7 @@ }, { "cell_type": "markdown", - "id": "3627cf66", + "id": "fb56ae32", "metadata": { "editable": true }, @@ -2081,7 +2083,7 @@ }, { "cell_type": "markdown", - "id": "ca7ac76a", + "id": "97e480ea", "metadata": { "editable": true }, @@ -2091,7 +2093,7 @@ }, { "cell_type": "markdown", - "id": "3f3a71c0", + "id": "302971ad", "metadata": { "editable": true }, @@ -2103,7 +2105,7 @@ }, { "cell_type": "markdown", - "id": "a5c4fc1f", + "id": "8ddb6465", "metadata": { "editable": true }, @@ -2115,7 +2117,7 @@ }, { "cell_type": "markdown", - "id": "7e585813", + "id": "1b82b6c7", "metadata": { "editable": true }, @@ -2126,7 +2128,7 @@ }, { "cell_type": "markdown", - "id": "9974269c", + "id": "1ec58322", "metadata": { "editable": true }, @@ -2154,7 +2156,7 @@ }, { "cell_type": "markdown", - "id": "5f5bc4a0", + "id": "0280ce72", "metadata": { "editable": true }, @@ -2166,7 +2168,7 @@ }, { "cell_type": "markdown", - "id": "39378677", + "id": "8ad11f29", "metadata": { "editable": true }, @@ -2176,7 +2178,7 @@ }, { "cell_type": "markdown", - "id": "9c194f85", + "id": "00afc6f4", "metadata": { "editable": true }, @@ -2188,7 +2190,7 @@ }, { "cell_type": "markdown", - "id": "a1643400", + "id": "dc35157b", "metadata": { "editable": true }, @@ -2199,7 +2201,7 @@ }, { "cell_type": "markdown", - "id": "af3592d8", + "id": "92fff047", "metadata": { "editable": true }, @@ -2211,7 +2213,7 @@ }, { "cell_type": "markdown", - "id": "89d966de", + "id": "76faa893", "metadata": { "editable": true }, @@ -2224,7 +2226,7 @@ }, { "cell_type": "markdown", - "id": "f2da8f30", + "id": "1fc9a336", "metadata": { "editable": true }, @@ -2249,7 +2251,7 @@ }, { "cell_type": "markdown", - "id": "32ad803a", + "id": "d3da2b42", "metadata": { "editable": true }, @@ -2262,7 +2264,7 @@ }, { "cell_type": "markdown", - "id": "7cde37ac", + "id": "81c3e83e", "metadata": { "editable": true }, @@ -2274,7 +2276,7 @@ }, { "cell_type": "markdown", - "id": "7540dff4", + "id": "482a90f4", "metadata": { "editable": true }, @@ -2286,7 +2288,7 @@ }, { "cell_type": "markdown", - "id": "e30dec91", + "id": "aad7903f", "metadata": { "editable": true }, @@ -2296,7 +2298,7 @@ }, { "cell_type": "markdown", - "id": "110e3023", + "id": "7286605e", "metadata": { "editable": true }, @@ -2308,7 +2310,7 @@ }, { "cell_type": "markdown", - "id": "aa1d0bf7", + "id": "d62a965a", "metadata": { "editable": true }, @@ -2320,7 +2322,7 @@ }, { "cell_type": "markdown", - "id": "2169953a", + "id": "ef5e5820", "metadata": { "editable": true }, @@ -2332,7 +2334,7 @@ }, { "cell_type": "markdown", - "id": "0daf33db", + "id": "5ff39e0d", "metadata": { "editable": true }, @@ -2344,7 +2346,7 @@ }, { "cell_type": "markdown", - "id": "5790172c", + "id": "40227130", "metadata": { "editable": true }, @@ -2354,7 +2356,7 @@ }, { "cell_type": "markdown", - "id": "08ab3c98", + "id": "f75ef3d0", "metadata": { "editable": true }, @@ -2366,7 +2368,7 @@ }, { "cell_type": "markdown", - "id": "ada23e03", + "id": "2a366112", "metadata": { "editable": true }, @@ -2376,7 +2378,7 @@ }, { "cell_type": "markdown", - "id": "b60b2bc8", + "id": "2d863c22", "metadata": { "editable": true }, @@ -2388,7 +2390,7 @@ }, { "cell_type": "markdown", - "id": "69905165", + "id": "9c0dfa23", "metadata": { "editable": true }, @@ -2401,7 +2403,7 @@ }, { "cell_type": "markdown", - "id": "8dea0f1b", + "id": "14971d06", "metadata": { "editable": true }, @@ -2413,7 +2415,7 @@ }, { "cell_type": "markdown", - "id": "9a87dc0e", + "id": "67c5f615", "metadata": { "editable": true }, @@ -2423,7 +2425,7 @@ }, { "cell_type": "markdown", - "id": "3ac918a2", + "id": "4f0c1881", "metadata": { "editable": true }, @@ -2435,7 +2437,7 @@ }, { "cell_type": "markdown", - "id": "7f4b854b", + "id": "1cc31fb6", "metadata": { "editable": true }, @@ -2446,7 +2448,7 @@ }, { "cell_type": "markdown", - "id": "f0e8007e", + "id": "ac81435e", "metadata": { "editable": true }, @@ -2458,7 +2460,7 @@ }, { "cell_type": "markdown", - "id": "332e9566", + "id": "de35fd7e", "metadata": { "editable": true }, @@ -2468,7 +2470,7 @@ }, { "cell_type": "markdown", - "id": "22210359", + "id": "7e4c1efd", "metadata": { "editable": true }, @@ -2480,7 +2482,7 @@ }, { "cell_type": "markdown", - "id": "58ce11af", + "id": "b4418588", "metadata": { "editable": true }, @@ -2490,7 +2492,7 @@ }, { "cell_type": "markdown", - "id": "ab25a1ec", + "id": "771b710c", "metadata": { "editable": true }, @@ -2501,7 +2503,7 @@ }, { "cell_type": "markdown", - "id": "0cf82430", + "id": "1e1f7cf2", "metadata": { "editable": true }, @@ -2514,7 +2516,7 @@ }, { "cell_type": "markdown", - "id": "157b3d63", + "id": "d2de3ace", "metadata": { "editable": true }, @@ -2524,7 +2526,7 @@ }, { "cell_type": "markdown", - "id": "7725509f", + "id": "c90dd2a5", "metadata": { "editable": true }, @@ -2536,7 +2538,7 @@ }, { "cell_type": "markdown", - "id": "fd721a5c", + "id": "c2f8e81e", "metadata": { "editable": true }, @@ -2546,7 +2548,7 @@ }, { "cell_type": "markdown", - "id": "521be0fc", + "id": "a96a56dc", "metadata": { "editable": true }, @@ -2558,7 +2560,7 @@ }, { "cell_type": "markdown", - "id": "a6536949", + "id": "6ff2dc62", "metadata": { "editable": true }, @@ -2568,7 +2570,7 @@ }, { "cell_type": "markdown", - "id": "227973ec", + "id": "821e9ed7", "metadata": { "editable": true }, @@ -2592,7 +2594,7 @@ }, { "cell_type": "markdown", - "id": "efa00292", + "id": "100d59d3", "metadata": { "editable": true }, @@ -2642,7 +2644,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "b3587ee5", + "id": "80a7da13", "metadata": { "collapsed": false, "editable": true @@ -2695,7 +2697,7 @@ }, { "cell_type": "markdown", - "id": "30b03901", + "id": "10dae5de", "metadata": { "editable": true }, @@ -2716,7 +2718,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "57073c09", + "id": "4ea5079b", "metadata": { "collapsed": false, "editable": true @@ -2754,7 +2756,7 @@ }, { "cell_type": "markdown", - "id": "9fe35c1e", + "id": "6998ce20", "metadata": { "editable": true }, @@ -2798,7 +2800,7 @@ }, { "cell_type": "markdown", - "id": "5c869097", + "id": "4820ddf9", "metadata": { "editable": true }, @@ -2838,7 +2840,7 @@ }, { "cell_type": "markdown", - "id": "72315f57", + "id": "089eda51", "metadata": { "editable": true }, @@ -2859,7 +2861,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "99bd0001", + "id": "b279bfa7", "metadata": { "collapsed": false, "editable": true @@ -2885,7 +2887,7 @@ }, { "cell_type": "markdown", - "id": "eeefdb9a", + "id": "ea232201", "metadata": { "editable": true }, @@ -2913,7 +2915,7 @@ }, { "cell_type": "markdown", - "id": "69715309", + "id": "c4128578", "metadata": { "editable": true }, @@ -2950,7 +2952,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "5c10fe62", + "id": "c1386e6d", "metadata": { "collapsed": false, "editable": true @@ -2996,7 +2998,7 @@ }, { "cell_type": "markdown", - "id": "9f9fdf04", + "id": "0e3b21fb", "metadata": { "editable": true }, @@ -3027,7 +3029,7 @@ }, { "cell_type": "markdown", - "id": "c30764d1", + "id": "b9aceefb", "metadata": { "editable": true }, @@ -3065,7 +3067,7 @@ }, { "cell_type": "markdown", - "id": "b0900188", + "id": "adf1ca53", "metadata": { "editable": true }, @@ -3099,7 +3101,7 @@ }, { "cell_type": "markdown", - "id": "f9ba0f6f", + "id": "55c9468d", "metadata": { "editable": true }, @@ -3140,7 +3142,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "5727ddbb", + "id": "d7369c6d", "metadata": { "collapsed": false, "editable": true @@ -3219,7 +3221,7 @@ }, { "cell_type": "markdown", - "id": "54cf8b44", + "id": "9c0c2f1d", "metadata": { "editable": true }, @@ -3240,7 +3242,7 @@ }, { "cell_type": "markdown", - "id": "95dc6248", + "id": "73961632", "metadata": { "editable": true }, @@ -3254,7 +3256,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "4b5e5ee3", + "id": "4405e00e", "metadata": { "collapsed": false, "editable": true @@ -3364,7 +3366,7 @@ }, { "cell_type": "markdown", - "id": "1fddbb2d", + "id": "518d89b2", "metadata": { "editable": true }, @@ -3383,7 +3385,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "14b243e0", + "id": "afafc202", "metadata": { "collapsed": false, "editable": true @@ -3410,7 +3412,7 @@ }, { "cell_type": "markdown", - "id": "f0c86b9e", + "id": "6c49cfa6", "metadata": { "editable": true }, @@ -3424,7 +3426,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "506fa110", + "id": "48281e23", "metadata": { "collapsed": false, "editable": true @@ -3455,7 +3457,7 @@ }, { "cell_type": "markdown", - "id": "7733df32", + "id": "bae5fc53", "metadata": { "editable": true }, @@ -3466,7 +3468,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "4e995da3", + "id": "6ee4615a", "metadata": { "collapsed": false, "editable": true @@ -3510,7 +3512,7 @@ }, { "cell_type": "markdown", - "id": "6e152da6", + "id": "379e36d7", "metadata": { "editable": true }, @@ -3533,7 +3535,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "7e86e9bb", + "id": "322af1dc", "metadata": { "collapsed": false, "editable": true @@ -3560,7 +3562,7 @@ }, { "cell_type": "markdown", - "id": "65d7b802", + "id": "475c82ca", "metadata": { "editable": true }, @@ -3571,7 +3573,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "16a14fe9", + "id": "076354f9", "metadata": { "collapsed": false, "editable": true diff --git a/doc/src/week40/week40.do.txt b/doc/src/week40/week40.do.txt index 2a26664c8..a3860aa05 100644 --- a/doc/src/week40/week40.do.txt +++ b/doc/src/week40/week40.do.txt @@ -6,7 +6,8 @@ DATE: today !split ===== Plan for week 40 ===== -* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks. +* Thursday: Repetion and summary of Stochastic Gradient descent with examples and automatic differentiation and begin Neural Networks. + * "Video of lecture":"https://youtu.be/sCHiGSoG2lE" * Friday: Neural Networks, setting up the basic steps, from the simple perceptron model to the multi-layer perceptron model. Presentation of project 2.