typo in exercises week 37

doc/LectureNotes/_build/html/_sources/exercisesweek37.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9b0bb122",
+   "id": "1b638450",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48cf6ad1",
+   "id": "60060788",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3765446f",
+   "id": "7cdd88e4",
    "metadata": {
     "editable": true
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@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82ccb1c9",
+   "id": "0328fa2a",
    "metadata": {
     "editable": true
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@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d9c0494",
+   "id": "ac760265",
    "metadata": {
     "editable": true
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@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df88ac02",
+   "id": "8d4b0753",
    "metadata": {
     "editable": true
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@@ -83,7 +83,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce2e4a69",
+   "id": "4517d311",
    "metadata": {
     "editable": true
    },
@@ -99,7 +99,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "294f41ac",
+   "id": "da1834a9",
    "metadata": {
     "editable": true
    },
@@ -114,13 +114,13 @@
     "term, the data is shifted such that the intercept is effectively 0\n",
     ". (In practice, one could include an intercept in the model and not\n",
     "penalize it, but here we simplify by centering.)\n",
-    "Choose $n=100$ data points and set up $\\boldsymbol{x}, $\\boldsymbol{y} and the design matrix $\\boldsymbol{X}$."
+    "Choose $n=100$ data points and set up $\\boldsymbol{x}, $\\boldsymbol{y}$ and the design matrix $\\boldsymbol{X}$."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "9c98b0d9",
+   "id": "590b2fb0",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -140,7 +140,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "802cf96b",
+   "id": "24dd92fc",
    "metadata": {
     "editable": true
    },
@@ -156,7 +156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90164acc",
+   "id": "4ba80e16",
    "metadata": {
     "editable": true
    },
@@ -168,7 +168,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55d1c701",
+   "id": "be65f56f",
    "metadata": {
     "editable": true
    },
@@ -179,7 +179,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "22b80fe2",
+   "id": "c265677e",
    "metadata": {
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     "editable": true
@@ -200,7 +200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0a8a8ec",
+   "id": "b989efb9",
    "metadata": {
     "editable": true
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@@ -214,7 +214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e317939",
+   "id": "17b08af7",
    "metadata": {
     "editable": true
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@@ -226,7 +226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b52e9af",
+   "id": "6acd4708",
    "metadata": {
     "editable": true
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@@ -238,7 +238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba0b5a80",
+   "id": "50579422",
    "metadata": {
     "editable": true
    },
@@ -258,7 +258,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "e29c2842",
+   "id": "c57cc917",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -301,7 +301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dc52b0e",
+   "id": "e2654903",
    "metadata": {
     "editable": true
    },
@@ -313,7 +313,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4584ce15",
+   "id": "7e7e7de6",
    "metadata": {
     "editable": true
    },
@@ -325,7 +325,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f9f5861",
+   "id": "75542708",
    "metadata": {
     "editable": true
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@@ -351,7 +351,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "9e336d9b",
+   "id": "06077986",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -380,7 +380,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5afbeef2",
+   "id": "86d46505",
    "metadata": {
     "editable": true
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@@ -394,7 +394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28beeaf3",
+   "id": "f1d2f848",
    "metadata": {
     "editable": true
    },
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36ba38c1",
+   "id": "f1c91e84",
    "metadata": {
     "editable": true
    },

doc/LectureNotes/_build/html/exercisesweek37.html

@@ -449,7 +449,7 @@ Subtract the mean and divide by the standard deviation for each feature.</p>
 term, the data is shifted such that the intercept is effectively 0
 . (In practice, one could include an intercept in the model and not
 penalize it, but here we simplify by centering.)
-Choose <span class="math notranslate nohighlight">\(n=100\)</span> data points and set up <span class="math notranslate nohighlight">\(\boldsymbol{x}, \)</span>\boldsymbol{y} and the design matrix <span class="math notranslate nohighlight">\(\boldsymbol{X}\)</span>.</p>
+Choose <span class="math notranslate nohighlight">\(n=100\)</span> data points and set up <span class="math notranslate nohighlight">\(\boldsymbol{x}, \)</span>\boldsymbol{y}<span class="math notranslate nohighlight">\( and the design matrix \)</span>\boldsymbol{X}$.</p>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-none notranslate"><div class="highlight"><pre><span></span># Standardize features (zero mean, unit variance for each feature)

doc/LectureNotes/_build/html/week36.html

@@ -472,9 +472,9 @@ doconce format html week36.do.txt --no_mako -->
 <ol class="arabic simple">
 <li><p>Linear Regression, ordinary least squares (OLS), Ridge and Lasso and mathematical analysis</p></li>
 <li><p>Derivation of Gradient descent and discussion of implementations for</p></li>
+<li><p>Video of lecture at <a class="reference external" href="https://youtu.be/nVE_FRnGAHw">https://youtu.be/nVE_FRnGAHw</a></p></li>
+<li><p>Whiteboard notes at <a class="github reference external" href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2025/FYSSTKweek36.pdf">CompPhysics/MachineLearning</a></p></li>
 </ol>
-<!-- * [Video of lecture](https://youtu.be/oHjqjUB36KE) -->
-<!-- * [Whiteboard notes](https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember2.pdf) -->
 <p><strong>Material for the lab sessions on Tuesday and Wednesday (see at the end of these slides):</strong></p>
 <ol class="arabic simple">
 <li><p>Technicalities concerning Ridge and Lasso linear regression.</p></li>

doc/LectureNotes/_build/jupyter_execute/exercisesweek37.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9b0bb122",
+   "id": "1b638450",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48cf6ad1",
+   "id": "60060788",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3765446f",
+   "id": "7cdd88e4",
    "metadata": {
     "editable": true
    },
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82ccb1c9",
+   "id": "0328fa2a",
    "metadata": {
     "editable": true
    },
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d9c0494",
+   "id": "ac760265",
    "metadata": {
     "editable": true
    },
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df88ac02",
+   "id": "8d4b0753",
    "metadata": {
     "editable": true
    },
@@ -83,7 +83,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce2e4a69",
+   "id": "4517d311",
    "metadata": {
     "editable": true
    },
@@ -99,7 +99,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "294f41ac",
+   "id": "da1834a9",
    "metadata": {
     "editable": true
    },
@@ -114,13 +114,13 @@
     "term, the data is shifted such that the intercept is effectively 0\n",
     ". (In practice, one could include an intercept in the model and not\n",
     "penalize it, but here we simplify by centering.)\n",
-    "Choose $n=100$ data points and set up $\\boldsymbol{x}, $\\boldsymbol{y} and the design matrix $\\boldsymbol{X}$."
+    "Choose $n=100$ data points and set up $\\boldsymbol{x}, $\\boldsymbol{y}$ and the design matrix $\\boldsymbol{X}$."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "9c98b0d9",
+   "id": "590b2fb0",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -140,7 +140,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "802cf96b",
+   "id": "24dd92fc",
    "metadata": {
     "editable": true
    },
@@ -156,7 +156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90164acc",
+   "id": "4ba80e16",
    "metadata": {
     "editable": true
    },
@@ -168,7 +168,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55d1c701",
+   "id": "be65f56f",
    "metadata": {
     "editable": true
    },
@@ -179,7 +179,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "22b80fe2",
+   "id": "c265677e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -200,7 +200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0a8a8ec",
+   "id": "b989efb9",
    "metadata": {
     "editable": true
    },
@@ -214,7 +214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e317939",
+   "id": "17b08af7",
    "metadata": {
     "editable": true
    },
@@ -226,7 +226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b52e9af",
+   "id": "6acd4708",
    "metadata": {
     "editable": true
    },
@@ -238,7 +238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba0b5a80",
+   "id": "50579422",
    "metadata": {
     "editable": true
    },
@@ -258,7 +258,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "e29c2842",
+   "id": "c57cc917",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -301,7 +301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dc52b0e",
+   "id": "e2654903",
    "metadata": {
     "editable": true
    },
@@ -313,7 +313,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4584ce15",
+   "id": "7e7e7de6",
    "metadata": {
     "editable": true
    },
@@ -325,7 +325,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f9f5861",
+   "id": "75542708",
    "metadata": {
     "editable": true
    },
@@ -351,7 +351,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "9e336d9b",
+   "id": "06077986",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -380,7 +380,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5afbeef2",
+   "id": "86d46505",
    "metadata": {
     "editable": true
    },
@@ -394,7 +394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28beeaf3",
+   "id": "f1d2f848",
    "metadata": {
     "editable": true
    },
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36ba38c1",
+   "id": "f1c91e84",
    "metadata": {
     "editable": true
    },

doc/LectureNotes/exercisesweek37.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "9b0bb122",
+   "id": "1b638450",
    "metadata": {
     "editable": true
    },
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "48cf6ad1",
+   "id": "60060788",
    "metadata": {
     "editable": true
    },
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3765446f",
+   "id": "7cdd88e4",
    "metadata": {
     "editable": true
    },
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "82ccb1c9",
+   "id": "0328fa2a",
    "metadata": {
     "editable": true
    },
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2d9c0494",
+   "id": "ac760265",
    "metadata": {
     "editable": true
    },
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "df88ac02",
+   "id": "8d4b0753",
    "metadata": {
     "editable": true
    },
@@ -83,7 +83,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ce2e4a69",
+   "id": "4517d311",
    "metadata": {
     "editable": true
    },
@@ -99,7 +99,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "294f41ac",
+   "id": "da1834a9",
    "metadata": {
     "editable": true
    },
@@ -114,13 +114,13 @@
     "term, the data is shifted such that the intercept is effectively 0\n",
     ". (In practice, one could include an intercept in the model and not\n",
     "penalize it, but here we simplify by centering.)\n",
-    "Choose $n=100$ data points and set up $\\boldsymbol{x}, $\\boldsymbol{y} and the design matrix $\\boldsymbol{X}$."
+    "Choose $n=100$ data points and set up $\\boldsymbol{x}, $\\boldsymbol{y}$ and the design matrix $\\boldsymbol{X}$."
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 1,
-   "id": "9c98b0d9",
+   "id": "590b2fb0",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -140,7 +140,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "802cf96b",
+   "id": "24dd92fc",
    "metadata": {
     "editable": true
    },
@@ -156,7 +156,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "90164acc",
+   "id": "4ba80e16",
    "metadata": {
     "editable": true
    },
@@ -168,7 +168,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "55d1c701",
+   "id": "be65f56f",
    "metadata": {
     "editable": true
    },
@@ -179,7 +179,7 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "22b80fe2",
+   "id": "c265677e",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -200,7 +200,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a0a8a8ec",
+   "id": "b989efb9",
    "metadata": {
     "editable": true
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@@ -214,7 +214,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e317939",
+   "id": "17b08af7",
    "metadata": {
     "editable": true
    },
@@ -226,7 +226,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "7b52e9af",
+   "id": "6acd4708",
    "metadata": {
     "editable": true
    },
@@ -238,7 +238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ba0b5a80",
+   "id": "50579422",
    "metadata": {
     "editable": true
    },
@@ -258,7 +258,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "id": "e29c2842",
+   "id": "c57cc917",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -301,7 +301,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9dc52b0e",
+   "id": "e2654903",
    "metadata": {
     "editable": true
    },
@@ -313,7 +313,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "4584ce15",
+   "id": "7e7e7de6",
    "metadata": {
     "editable": true
    },
@@ -325,7 +325,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2f9f5861",
+   "id": "75542708",
    "metadata": {
     "editable": true
    },
@@ -351,7 +351,7 @@
   {
    "cell_type": "code",
    "execution_count": 4,
-   "id": "9e336d9b",
+   "id": "06077986",
    "metadata": {
     "collapsed": false,
     "editable": true
@@ -380,7 +380,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "5afbeef2",
+   "id": "86d46505",
    "metadata": {
     "editable": true
    },
@@ -394,7 +394,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28beeaf3",
+   "id": "f1d2f848",
    "metadata": {
     "editable": true
    },
@@ -406,7 +406,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36ba38c1",
+   "id": "f1c91e84",
    "metadata": {
     "editable": true
    },

doc/src/week37/exercisesweek37.do.txt

@@ -45,7 +45,7 @@ We will also center the target $\bm{y}$ to mean $0$. Centering $\bm{y}$
 term, the data is shifted such that the intercept is effectively 0
 . (In practice, one could include an intercept in the model and not
 penalize it, but here we simplify by centering.)
-Choose $n=100$ data points and set up $\bm{x}, $\bm{y} and the design matrix $\bm{X}$.
+Choose $n=100$ data points and set up $\bm{x}, $\bm{y}$ and the design matrix $\bm{X}$.
 
 !bc pycod
 # Standardize features (zero mean, unit variance for each feature)