update of notes with proper links

Author: mhjensen

doc/LectureNotes/_build/.doctrees/environment.pickle

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "4b4c06bc",
+   "id": "b18bcd06",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bcb25e64",
+   "id": "7542d6aa",
    "metadata": {
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@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bb01f126",
+   "id": "80943a15",
    "metadata": {
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    },
@@ -37,7 +37,7 @@
     "The aim of the exercises this week is to get started with implementing\n",
     "gradient methods of relevance for project 2. This exercise will also\n",
     "be continued next week with the addition of automatic differentation.\n",
-    "Everything you develop here will be used in project 2. \n",
+    "Everything you develop here will be used in project 2.\n",
     "\n",
     "In order to get started, we will now replace in our standard ordinary\n",
     "least squares (OLS) and Ridge regression codes (from project 1) the\n",
@@ -82,7 +82,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d576598a",
+   "id": "2095d197",
    "metadata": {
     "editable": true
    },
@@ -92,7 +92,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d07a903",
+   "id": "f428decb",
    "metadata": {
     "editable": true
    },
@@ -105,7 +105,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "4db17153",
+   "id": "ba38d454",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -184,7 +184,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a815759a",
+   "id": "de04b41a",
    "metadata": {
     "editable": true
    },
@@ -197,7 +197,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4dc76e73",
+   "id": "77fc1cca",
    "metadata": {
     "editable": true
    },
@@ -212,7 +212,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2650be7b",
+   "id": "441d1f36",
    "metadata": {
     "editable": true
    },
@@ -224,7 +224,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "94cf4be5",
+   "id": "47434945",
    "metadata": {
     "editable": true
    },
@@ -242,7 +242,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c744311",
+   "id": "f3ea5060",
    "metadata": {
     "editable": true
    },
@@ -261,7 +261,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "c0c1409c",
+   "id": "923628c8",
    "metadata": {
     "editable": true
    },
@@ -273,7 +273,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8a20fde4",
+   "id": "5c94031c",
    "metadata": {
     "editable": true
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@@ -283,7 +283,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80345cf7",
+   "id": "f3f0e9c9",
    "metadata": {
     "editable": true
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@@ -297,7 +297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9e073302",
+   "id": "92253eff",
    "metadata": {
     "editable": true
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@@ -317,7 +317,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "23fed8cc",
+   "id": "08209015",
    "metadata": {
     "editable": true
    },
@@ -332,7 +332,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "2b199ebe",
+   "id": "f1f7d4aa",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -392,7 +392,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e1d7695a",
+   "id": "1bc83f33",
    "metadata": {
     "editable": true
    },
@@ -403,7 +403,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "74404bdc",
+   "id": "dc2a3f65",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -467,7 +467,7 @@
   },
   {
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-   "id": "398dee87",
+   "id": "0ef007d0",
    "metadata": {
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@@ -478,7 +478,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "f4f7ac9a",
+   "id": "0e498aa4",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -527,7 +527,7 @@
   },
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-   "id": "7fe85919",
+   "id": "40292cf3",
    "metadata": {
     "editable": true
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@@ -539,7 +539,7 @@
   {
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    "execution_count": 5,
-   "id": "f4ca22ee",
+   "id": "fa819b9d",
    "metadata": {
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     "editable": true
@@ -623,7 +623,7 @@
   },
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-   "id": "81bbaf59",
+   "id": "2ca466b4",
    "metadata": {
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@@ -634,7 +634,7 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "f2ecc922",
+   "id": "0d44a49c",
    "metadata": {
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     "editable": true
@@ -712,7 +712,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ddf05caf",
+   "id": "b82627f6",
    "metadata": {
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@@ -728,7 +728,7 @@
   },
   {
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-   "id": "8ac3a77b",
+   "id": "00d3aff0",
    "metadata": {
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@@ -739,7 +739,7 @@
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "ec906255",
+   "id": "6b85aacc",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -798,7 +798,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "b540daef",
+   "id": "d8ddde38",
    "metadata": {
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@@ -808,7 +808,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4fbc5639",
+   "id": "ff15b503",
    "metadata": {
     "editable": true
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@@ -824,7 +824,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "80820b57",
+   "id": "66f96d12",
    "metadata": {
     "editable": true
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@@ -835,7 +835,7 @@
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "a51a1f9f",
+   "id": "888f1b4e",
    "metadata": {
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     "editable": true
@@ -900,7 +900,7 @@
   },
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-   "id": "1dbb8774",
+   "id": "2e0860f7",
    "metadata": {
     "editable": true
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@@ -916,7 +916,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "53f97773",
+   "id": "ab4a9859",
    "metadata": {
     "editable": true
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@@ -927,7 +927,7 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "88a61340",
+   "id": "ccdd4d77",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -997,7 +997,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e34a6cb",
+   "id": "25ac988c",
    "metadata": {
     "editable": true
    },
@@ -1013,7 +1013,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "04f74999",
+   "id": "37d556d0",
    "metadata": {
     "editable": true
    },
@@ -1024,7 +1024,7 @@
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "a5c7d572",
+   "id": "5b81d6e4",
    "metadata": {
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     "editable": true
@@ -1041,7 +1041,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2c584b1d",
+   "id": "c42db672",
    "metadata": {
     "editable": true
    },
@@ -1052,7 +1052,7 @@
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "651b82b4",
+   "id": "98eb2f26",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -1097,7 +1097,7 @@
   },
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-   "id": "245d5858",
+   "id": "8a5f19b5",
    "metadata": {
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@@ -1108,7 +1108,7 @@
   {
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    "execution_count": 12,
-   "id": "51bc9058",
+   "id": "d8f5eb38",
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     "editable": true