small corrections
This commit is contained in:
Morten Hjorth-Jensen
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@@ -14,7 +14,7 @@
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@@ -27,7 +27,7 @@
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@@ -82,7 +82,7 @@
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@@ -92,7 +92,7 @@
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@@ -105,7 +105,7 @@
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"id": "4dfe5e82",
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"id": "021b66d2",
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@@ -184,7 +184,7 @@
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"id": "d8e7110b",
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@@ -197,7 +197,7 @@
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"id": "1d74a9cd",
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"id": "74a7859a",
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@@ -212,7 +212,7 @@
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"id": "8abf1570",
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"id": "619df8e8",
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@@ -224,7 +224,7 @@
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"id": "c759cfc4",
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@@ -242,7 +242,7 @@
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"id": "0a4571f9",
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@@ -261,7 +261,7 @@
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"id": "9c55e40e",
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"id": "9bebfdd9",
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"metadata": {
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@@ -273,7 +273,7 @@
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"id": "b60fe832",
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"id": "c9e635e8",
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@@ -283,7 +283,7 @@
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"id": "51c2673d",
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"id": "eb544f8b",
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"metadata": {
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@@ -297,7 +297,7 @@
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"id": "1801af52",
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"id": "d088ad85",
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"metadata": {
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@@ -317,7 +317,7 @@
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{
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"id": "c0c6253b",
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"id": "937063d3",
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"metadata": {
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@@ -332,7 +332,7 @@
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{
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"execution_count": 2,
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"id": "dcd56458",
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"id": "e08215a6",
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"metadata": {
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@@ -392,7 +392,7 @@
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{
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"id": "6502c1ea",
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"id": "623ad923",
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"metadata": {
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@@ -403,7 +403,7 @@
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{
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"id": "fa89613b",
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"id": "b7fe53c1",
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@@ -467,7 +467,7 @@
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"id": "ac5271c6",
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"id": "749000b3",
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"metadata": {
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@@ -478,7 +478,7 @@
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{
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"id": "0def25cd",
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"id": "e7b4abe1",
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"metadata": {
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@@ -527,7 +527,7 @@
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"id": "4a8fec1d",
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"id": "d47c2b1c",
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@@ -539,7 +539,7 @@
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{
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"id": "00658ea8",
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"id": "e2b04ba9",
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"metadata": {
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@@ -623,7 +623,7 @@
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{
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"cell_type": "markdown",
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"id": "584dbef3",
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"id": "f6d7455a",
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"metadata": {
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@@ -634,7 +634,7 @@
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "2908775e",
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"id": "40a68e4f",
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"metadata": {
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"editable": true
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@@ -712,7 +712,7 @@
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{
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"cell_type": "markdown",
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"id": "d5b4691f",
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"id": "d1f7f38d",
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"metadata": {
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@@ -728,7 +728,7 @@
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},
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{
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"cell_type": "markdown",
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"id": "9e0f6972",
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"id": "b85cc96c",
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"metadata": {
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@@ -739,7 +739,7 @@
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "5c39eaa6",
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"id": "3ced9e13",
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"metadata": {
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"editable": true
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@@ -798,7 +798,7 @@
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{
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"cell_type": "markdown",
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"id": "234e9738",
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"id": "ed1fa9e4",
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"metadata": {
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"editable": true
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},
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@@ -808,7 +808,7 @@
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},
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{
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"cell_type": "markdown",
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"id": "53f908ed",
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"id": "787b2b5e",
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"metadata": {
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@@ -824,7 +824,7 @@
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},
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{
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"cell_type": "markdown",
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"id": "ab2867c0",
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"id": "ac61b6e0",
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"metadata": {
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@@ -835,7 +835,7 @@
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "cb5dcea3",
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"id": "5febac4f",
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"metadata": {
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"collapsed": false,
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"editable": true
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@@ -900,7 +900,7 @@
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},
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{
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"cell_type": "markdown",
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"id": "4c415477",
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"id": "ee8a6301",
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"metadata": {
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"editable": true
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@@ -916,7 +916,7 @@
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},
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{
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"cell_type": "markdown",
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"id": "5bf0aa76",
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"id": "b2d0f16b",
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"metadata": {
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"editable": true
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@@ -927,7 +927,7 @@
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "17bd80f0",
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"id": "59349e6f",
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"metadata": {
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"collapsed": false,
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"editable": true
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@@ -997,7 +997,7 @@
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||||
},
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{
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"cell_type": "markdown",
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"id": "f16e27bd",
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"id": "1d490115",
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"metadata": {
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"editable": true
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},
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@@ -1013,7 +1013,7 @@
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||||
},
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{
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"cell_type": "markdown",
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"id": "279eb2a4",
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"id": "3bc7785a",
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"metadata": {
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"editable": true
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},
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@@ -1024,7 +1024,7 @@
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "a88c09b3",
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"id": "f1090d5e",
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"metadata": {
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@@ -1041,7 +1041,7 @@
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},
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{
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"cell_type": "markdown",
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"id": "cd958e85",
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"id": "ac6bf976",
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"metadata": {
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"editable": true
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@@ -1052,7 +1052,7 @@
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||||
{
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"cell_type": "code",
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"execution_count": 11,
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"id": "41d78257",
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"id": "ed55121d",
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"metadata": {
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"collapsed": false,
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"editable": true
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@@ -1097,7 +1097,7 @@
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},
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{
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"cell_type": "markdown",
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"id": "4755b5a9",
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"id": "4a994430",
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"metadata": {
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"editable": true
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},
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@@ -1108,7 +1108,7 @@
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||||
{
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||||
"cell_type": "code",
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"execution_count": 12,
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"id": "a74afe50",
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"id": "863db98d",
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"metadata": {
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"collapsed": false,
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||||
"editable": true
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||||
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||||
@@ -789,15 +789,15 @@ regression.</p>
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</div>
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<div class="cell_output docutils container">
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||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Own inversion
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[[3.97594511]
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||||
[2.99866581]]
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||||
Eigenvalues of Hessian Matrix:[0.39890447 3.73456649]
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[[3.83505053]
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||||
[3.09726322]]
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||||
Eigenvalues of Hessian Matrix:[0.27717261 4.34154132]
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||||
theta from own gd
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||||
[[3.97594511]
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[2.99866581]]
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[[3.83505053]
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||||
[3.09726322]]
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theta from own sdg
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[[3.94814932]
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[2.97879245]]
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[[3.77589027]
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[3.07286416]]
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</pre></div>
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</div>
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<img alt="_images/exercisesweek41_5_1.png" src="_images/exercisesweek41_5_1.png" />
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@@ -919,14 +919,14 @@ first example shows results with ordinary leats squares.</p>
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||||
</div>
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<div class="cell_output docutils container">
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||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Own inversion
|
||||
[[4.09527217]
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||||
[3.02622906]]
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||||
Eigenvalues of Hessian Matrix:[0.34998197 4.32265589]
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||||
[[3.81651921]
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||||
[3.10399758]]
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||||
Eigenvalues of Hessian Matrix:[0.30971881 4.52950417]
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||||
</pre></div>
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||||
</div>
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||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>theta from own gd
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||||
[[4.09527217]
|
||||
[3.02622906]]
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||||
[[3.81651921]
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||||
[3.10399758]]
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||||
</pre></div>
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</div>
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<img alt="_images/exercisesweek41_16_2.png" src="_images/exercisesweek41_16_2.png" />
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||||
@@ -997,73 +997,73 @@ Eigenvalues of Hessian Matrix:[0.34998197 4.32265589]
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||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Own inversion
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||||
[[4.]
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[3.]]
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Eigenvalues of Hessian Matrix:[0.28837459 4.42584543]
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||||
0 [-15.52856208] [-17.65196615]
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1 [-0.3842967] [0.3228044]
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2 [-0.3592571] [0.30177145]
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3 [-0.335849] [0.28210895]
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4 [-0.3139661] [0.26372759]
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5 [-0.29350903] [0.2465439]
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6 [-0.27438488] [0.23047985]
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7 [-0.25650679] [0.21546249]
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8 [-0.23979359] [0.20142361]
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9 [-0.22416937] [0.18829946]
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10 [-0.20956318] [0.17603044]
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11 [-0.19590868] [0.16456084]
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12 [-0.18314387] [0.15383855]
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13 [-0.17121077] [0.1438149]
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14 [-0.1600552] [0.13444436]
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15 [-0.14962649] [0.12568438]
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16 [-0.13987729] [0.11749517]
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17 [-0.13076331] [0.10983954]
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18 [-0.12224317] [0.10268273]
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19 [-0.11427818] [0.09599224]
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20 [-0.10683216] [0.08973767]
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21 [-0.0998713] [0.08389064]
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22 [-0.09336399] [0.07842458]
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23 [-0.08728068] [0.07331468]
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24 [-0.08159374] [0.06853772]
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25 [-0.07627734] [0.06407201]
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26 [-0.07130734] [0.05989727]
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27 [-0.06666117] [0.05599455]
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28 [-0.06231773] [0.05234611]
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29 [-0.0582573] [0.0489354]
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||||
Eigenvalues of Hessian Matrix:[0.28641189 4.39287528]
|
||||
0 [-15.65565751] [-18.44347438]
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1 [-0.02618169] [0.02215597]
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||||
2 [-0.02447466] [0.02071142]
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||||
3 [-0.02287894] [0.01936105]
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||||
4 [-0.02138725] [0.01809873]
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||||
5 [-0.01999282] [0.01691871]
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6 [-0.0186893] [0.01581562]
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7 [-0.01747077] [0.01478446]
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||||
8 [-0.01633169] [0.01382052]
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9 [-0.01526688] [0.01291943]
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||||
10 [-0.01427149] [0.0120771]
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||||
11 [-0.013341] [0.01128968]
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||||
12 [-0.01247118] [0.0105536]
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13 [-0.01165807] [0.00986552]
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14 [-0.01089797] [0.00922229]
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15 [-0.01018743] [0.00862101]
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||||
16 [-0.00952322] [0.00805892]
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||||
17 [-0.00890232] [0.00753349]
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||||
18 [-0.00832189] [0.00704231]
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||||
19 [-0.00777931] [0.00658316]
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||||
20 [-0.00727211] [0.00615394]
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21 [-0.00679797] [0.00575271]
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||||
22 [-0.00635475] [0.00537764]
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||||
23 [-0.00594042] [0.00502702]
|
||||
24 [-0.00555311] [0.00469926]
|
||||
25 [-0.00519105] [0.00439287]
|
||||
26 [-0.0048526] [0.00410646]
|
||||
27 [-0.00453622] [0.00383872]
|
||||
28 [-0.00424046] [0.00358844]
|
||||
29 [-0.00396398] [0.00335448]
|
||||
theta from own gd
|
||||
[[3.81114345]
|
||||
[3.15863713]]
|
||||
0 [-0.05446143] [0.04574692]
|
||||
1 [-0.05091289] [0.04276619]
|
||||
2 [-0.046531] [0.03908546]
|
||||
3 [-0.04218461] [0.03543455]
|
||||
4 [-0.03813208] [0.03203047]
|
||||
5 [-0.03443175] [0.02892224]
|
||||
6 [-0.03107818] [0.02610528]
|
||||
7 [-0.02804715] [0.02355925]
|
||||
8 [-0.02531037] [0.0212604]
|
||||
9 [-0.02284019] [0.01918548]
|
||||
10 [-0.02061094] [0.01731293]
|
||||
11 [-0.01859922] [0.01562311]
|
||||
12 [-0.01678384] [0.01409821]
|
||||
13 [-0.01514564] [0.01272215]
|
||||
14 [-0.01366733] [0.01148039]
|
||||
15 [-0.01233332] [0.01035984]
|
||||
16 [-0.01112952] [0.00934865]
|
||||
17 [-0.01004321] [0.00843617]
|
||||
18 [-0.00906293] [0.00761275]
|
||||
19 [-0.00817834] [0.0068697]
|
||||
20 [-0.00738008] [0.00619918]
|
||||
21 [-0.00665974] [0.0055941]
|
||||
22 [-0.00600971] [0.00504808]
|
||||
23 [-0.00542313] [0.00455536]
|
||||
24 [-0.0048938] [0.00411073]
|
||||
25 [-0.00441613] [0.0037095]
|
||||
26 [-0.00398509] [0.00334743]
|
||||
27 [-0.00359612] [0.0030207]
|
||||
28 [-0.00324512] [0.00272586]
|
||||
29 [-0.00292838] [0.0024598]
|
||||
[[3.98706221]
|
||||
[3.01094846]]
|
||||
0 [-0.00370554] [0.00313577]
|
||||
1 [-0.00346394] [0.00293132]
|
||||
2 [-0.00316561] [0.00267887]
|
||||
3 [-0.00286972] [0.00242847]
|
||||
4 [-0.00259385] [0.00219502]
|
||||
5 [-0.00234197] [0.00198187]
|
||||
6 [-0.00211371] [0.00178871]
|
||||
7 [-0.00190742] [0.00161414]
|
||||
8 [-0.00172117] [0.00145652]
|
||||
9 [-0.00155308] [0.00131428]
|
||||
10 [-0.00140139] [0.00118591]
|
||||
11 [-0.00126452] [0.00107008]
|
||||
12 [-0.00114101] [0.00096557]
|
||||
13 [-0.00102956] [0.00087126]
|
||||
14 [-0.000929] [0.00078616]
|
||||
15 [-0.00083826] [0.00070937]
|
||||
16 [-0.00075639] [0.00064009]
|
||||
17 [-0.00068251] [0.00057757]
|
||||
18 [-0.00061585] [0.00052115]
|
||||
19 [-0.0005557] [0.00047025]
|
||||
20 [-0.00050142] [0.00042432]
|
||||
21 [-0.00045244] [0.00038288]
|
||||
22 [-0.00040825] [0.00034548]
|
||||
23 [-0.00036838] [0.00031174]
|
||||
24 [-0.0003324] [0.00028129]
|
||||
25 [-0.00029993] [0.00025381]
|
||||
26 [-0.00027064] [0.00022902]
|
||||
27 [-0.0002442] [0.00020665]
|
||||
28 [-0.00022035] [0.00018647]
|
||||
29 [-0.00019883] [0.00016826]
|
||||
theta from own gd wth momentum
|
||||
[[3.99083639]
|
||||
[3.00769731]]
|
||||
[[3.9993736 ]
|
||||
[3.00053008]]
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -1116,17 +1116,17 @@ theta from own gd wth momentum
|
||||
</div>
|
||||
<div class="cell_output docutils container">
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Own inversion
|
||||
[[3.83190841]
|
||||
[2.9998542 ]]
|
||||
Eigenvalues of Hessian Matrix:[0.27971414 4.455592 ]
|
||||
0 [-12.5786304] [-15.41021561]
|
||||
1 [-2.79550688e-15] [-2.24968001e-16]
|
||||
2 [-2.2941718e-16] [-4.20820528e-16]
|
||||
3 [4.95697233e-16] [5.72742343e-16]
|
||||
4 [4.95697233e-16] [5.72742343e-16]
|
||||
[[3.92351924]
|
||||
[3.025027 ]]
|
||||
Eigenvalues of Hessian Matrix:[0.33104875 3.95055425]
|
||||
0 [-11.75315452] [-11.48461009]
|
||||
1 [3.84783351e-15] [-1.7484672e-15]
|
||||
2 [-4.8897518e-16] [-4.48356153e-16]
|
||||
3 [4.61653285e-16] [3.79106945e-16]
|
||||
4 [-4.8897518e-16] [-4.48356153e-16]
|
||||
beta from own Newton code
|
||||
[[3.83190841]
|
||||
[2.9998542 ]]
|
||||
[[3.92351924]
|
||||
[3.025027 ]]
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -1215,18 +1215,20 @@ beta from own Newton code
|
||||
</div>
|
||||
<div class="cell_output docutils container">
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Own inversion
|
||||
[[3.93988393]
|
||||
[3.06578047]]
|
||||
Eigenvalues of Hessian Matrix:[0.34100913 4.27547557]
|
||||
theta from own gd
|
||||
[[3.93988393]
|
||||
[3.06578047]]
|
||||
[[4.08928088]
|
||||
[2.79578306]]
|
||||
Eigenvalues of Hessian Matrix:[0.31588332 4.45642521]
|
||||
</pre></div>
|
||||
</div>
|
||||
<img alt="_images/exercisesweek41_22_1.png" src="_images/exercisesweek41_22_1.png" />
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>theta from own gd
|
||||
[[4.08928088]
|
||||
[2.79578306]]
|
||||
</pre></div>
|
||||
</div>
|
||||
<img alt="_images/exercisesweek41_22_2.png" src="_images/exercisesweek41_22_2.png" />
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>theta from own sdg
|
||||
[[3.92648983]
|
||||
[3.07020234]]
|
||||
[[4.10188623]
|
||||
[2.87242312]]
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -1308,15 +1310,15 @@ theta from own gd
|
||||
</div>
|
||||
<div class="cell_output docutils container">
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Own inversion
|
||||
[[4.12998822]
|
||||
[2.78886274]]
|
||||
Eigenvalues of Hessian Matrix:[0.3303366 4.33020191]
|
||||
[[3.84094234]
|
||||
[3.01300561]]
|
||||
Eigenvalues of Hessian Matrix:[0.26776828 4.97262227]
|
||||
theta from own gd
|
||||
[[4.12921833]
|
||||
[2.78951443]]
|
||||
[[3.83774539]
|
||||
[3.01544605]]
|
||||
theta from own sdg with momentum
|
||||
[[4.10156593]
|
||||
[2.7748567 ]]
|
||||
[[3.8186717 ]
|
||||
[3.06511966]]
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -1391,9 +1393,9 @@ theta from own sdg with momentum
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>theta from own AdaGrad
|
||||
[[1.9978254 ]
|
||||
[3.01066976]
|
||||
[3.98914003]]
|
||||
[[2.00019432]
|
||||
[2.99888222]
|
||||
[4.00105497]]
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -1475,9 +1477,9 @@ theta from own sdg with momentum
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>theta from own RMSprop
|
||||
[[1.99984215]
|
||||
[2.99767262]
|
||||
[3.99944037]]
|
||||
[[1.9996357 ]
|
||||
[3.00788598]
|
||||
[3.99589367]]
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -1563,9 +1565,9 @@ theta from own sdg with momentum
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>theta from own ADAM
|
||||
[[1.99988325]
|
||||
[3.00072412]
|
||||
[3.99932732]]
|
||||
[[2.0001042 ]
|
||||
[2.99949077]
|
||||
[4.00048049]]
|
||||
</pre></div>
|
||||
</div>
|
||||
</div>
|
||||
@@ -1638,7 +1640,7 @@ It provides composable transformations of Python+NumPy programs: differentiate,
|
||||
return asarray(x, dtype=self.dtype)
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[<matplotlib.lines.Line2D at 0x11df37280>]
|
||||
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[<matplotlib.lines.Line2D at 0x1268ba940>]
|
||||
</pre></div>
|
||||
</div>
|
||||
<img alt="_images/exercisesweek41_39_2.png" src="_images/exercisesweek41_39_2.png" />
|
||||
@@ -1677,7 +1679,7 @@ It provides composable transformations of Python+NumPy programs: differentiate,
|
||||
return asarray(x, dtype=self.dtype)
|
||||
</pre></div>
|
||||
</div>
|
||||
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span><matplotlib.collections.PathCollection at 0x11de12520>
|
||||
<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span><matplotlib.collections.PathCollection at 0x1162c32b0>
|
||||
</pre></div>
|
||||
</div>
|
||||
<img alt="_images/exercisesweek41_41_2.png" src="_images/exercisesweek41_41_2.png" />
|
||||
|
||||
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@@ -2,7 +2,7 @@
|
||||
"cells": [
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "59b40432",
|
||||
"id": "e3354581",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -14,7 +14,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "0c67e680",
|
||||
"id": "8d5fc499",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -27,7 +27,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "c36ec93d",
|
||||
"id": "d3ef3596",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -82,7 +82,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "38303814",
|
||||
"id": "9940e21b",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -92,7 +92,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "f68b9c20",
|
||||
"id": "6559d6d2",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -105,7 +105,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 1,
|
||||
"id": "4dfe5e82",
|
||||
"id": "021b66d2",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -184,7 +184,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "9671e6bc",
|
||||
"id": "d8e7110b",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -197,7 +197,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "1d74a9cd",
|
||||
"id": "74a7859a",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -212,7 +212,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "8abf1570",
|
||||
"id": "619df8e8",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -224,7 +224,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "17a32c59",
|
||||
"id": "c759cfc4",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -242,7 +242,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "2956cf09",
|
||||
"id": "0a4571f9",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -261,7 +261,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "9c55e40e",
|
||||
"id": "9bebfdd9",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -273,7 +273,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "b60fe832",
|
||||
"id": "c9e635e8",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -283,7 +283,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "51c2673d",
|
||||
"id": "eb544f8b",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -297,7 +297,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "1801af52",
|
||||
"id": "d088ad85",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -317,7 +317,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "c0c6253b",
|
||||
"id": "937063d3",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -332,7 +332,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 2,
|
||||
"id": "dcd56458",
|
||||
"id": "e08215a6",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -392,7 +392,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "6502c1ea",
|
||||
"id": "623ad923",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -403,7 +403,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 3,
|
||||
"id": "fa89613b",
|
||||
"id": "b7fe53c1",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -467,7 +467,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "ac5271c6",
|
||||
"id": "749000b3",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -478,7 +478,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 4,
|
||||
"id": "0def25cd",
|
||||
"id": "e7b4abe1",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -527,7 +527,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "4a8fec1d",
|
||||
"id": "d47c2b1c",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -539,7 +539,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 5,
|
||||
"id": "00658ea8",
|
||||
"id": "e2b04ba9",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -623,7 +623,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "584dbef3",
|
||||
"id": "f6d7455a",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -634,7 +634,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 6,
|
||||
"id": "2908775e",
|
||||
"id": "40a68e4f",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -712,7 +712,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "d5b4691f",
|
||||
"id": "d1f7f38d",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -728,7 +728,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "9e0f6972",
|
||||
"id": "b85cc96c",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -739,7 +739,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 7,
|
||||
"id": "5c39eaa6",
|
||||
"id": "3ced9e13",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -798,7 +798,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "234e9738",
|
||||
"id": "ed1fa9e4",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -808,7 +808,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "53f908ed",
|
||||
"id": "787b2b5e",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -824,7 +824,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "ab2867c0",
|
||||
"id": "ac61b6e0",
|
||||
"metadata": {
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"editable": true
|
||||
},
|
||||
@@ -835,7 +835,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 8,
|
||||
"id": "cb5dcea3",
|
||||
"id": "5febac4f",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -900,7 +900,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "4c415477",
|
||||
"id": "ee8a6301",
|
||||
"metadata": {
|
||||
"editable": true
|
||||
},
|
||||
@@ -916,7 +916,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "5bf0aa76",
|
||||
"id": "b2d0f16b",
|
||||
"metadata": {
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||||
"editable": true
|
||||
},
|
||||
@@ -927,7 +927,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 9,
|
||||
"id": "17bd80f0",
|
||||
"id": "59349e6f",
|
||||
"metadata": {
|
||||
"collapsed": false,
|
||||
"editable": true
|
||||
@@ -997,7 +997,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "f16e27bd",
|
||||
"id": "1d490115",
|
||||
"metadata": {
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||||
"editable": true
|
||||
},
|
||||
@@ -1013,7 +1013,7 @@
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"id": "279eb2a4",
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"id": "3bc7785a",
|
||||
"metadata": {
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||||
"editable": true
|
||||
},
|
||||
@@ -1024,7 +1024,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 10,
|
||||
"id": "a88c09b3",
|
||||
"id": "f1090d5e",
|
||||
"metadata": {
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|
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"editable": true
|
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@@ -1041,7 +1041,7 @@
|
||||
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|
||||
{
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|
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"id": "ac6bf976",
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"metadata": {
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|
||||
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||||
@@ -1052,7 +1052,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 11,
|
||||
"id": "41d78257",
|
||||
"id": "ed55121d",
|
||||
"metadata": {
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||||
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|
||||
"editable": true
|
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@@ -1097,7 +1097,7 @@
|
||||
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|
||||
{
|
||||
"cell_type": "markdown",
|
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"id": "4755b5a9",
|
||||
"id": "4a994430",
|
||||
"metadata": {
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"editable": true
|
||||
},
|
||||
@@ -1108,7 +1108,7 @@
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": 12,
|
||||
"id": "a74afe50",
|
||||
"id": "863db98d",
|
||||
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|
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Reference in New Issue
Block a user