diff --git a/doc/Projects/2022/Project2/html/._Project2-bs000.html b/doc/Projects/2022/Project2/html/._Project2-bs000.html
index e38da005b..3c53e6cc0 100644
--- a/doc/Projects/2022/Project2/html/._Project2-bs000.html
+++ b/doc/Projects/2022/Project2/html/._Project2-bs000.html
@@ -8,8 +8,8 @@ doconce format html Project2.do.txt --html_style=bootstrap --pygments_html_style
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Project 2 on Machine Learning, deadline November 11 (Midnight)">
-<title>Project 2 on Machine Learning, deadline November 11 (Midnight)</title>
+<meta name="description" content="Project 2 on Machine Learning, deadline November 16 (Midnight)">
+<title>Project 2 on Machine Learning, deadline November 16 (Midnight)</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html Project2.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=Project2-bs -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -102,7 +102,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="Project2-bs.html">Project 2 on Machine Learning, deadline November 11 (Midnight)</a>
+    <a class="navbar-brand" href="Project2-bs.html">Project 2 on Machine Learning, deadline November 16 (Midnight)</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -132,7 +132,7 @@ MathJax.Hub.Config({
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Project 2 on Machine Learning, deadline November 11 (Midnight)</h1>
+<h1>Project 2 on Machine Learning, deadline November 16 (Midnight)</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -145,7 +145,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 10, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/Projects/2022/Project2/html/Project2-bs.html b/doc/Projects/2022/Project2/html/Project2-bs.html
index e38da005b..3c53e6cc0 100644
--- a/doc/Projects/2022/Project2/html/Project2-bs.html
+++ b/doc/Projects/2022/Project2/html/Project2-bs.html
@@ -8,8 +8,8 @@ doconce format html Project2.do.txt --html_style=bootstrap --pygments_html_style
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Project 2 on Machine Learning, deadline November 11 (Midnight)">
-<title>Project 2 on Machine Learning, deadline November 11 (Midnight)</title>
+<meta name="description" content="Project 2 on Machine Learning, deadline November 16 (Midnight)">
+<title>Project 2 on Machine Learning, deadline November 16 (Midnight)</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html Project2.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=Project2-bs -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -102,7 +102,7 @@ MathJax.Hub.Config({
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="Project2-bs.html">Project 2 on Machine Learning, deadline November 11 (Midnight)</a>
+    <a class="navbar-brand" href="Project2-bs.html">Project 2 on Machine Learning, deadline November 16 (Midnight)</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -132,7 +132,7 @@ MathJax.Hub.Config({
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Project 2 on Machine Learning, deadline November 11 (Midnight)</h1>
+<h1>Project 2 on Machine Learning, deadline November 16 (Midnight)</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_self">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -145,7 +145,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 10, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 
diff --git a/doc/Projects/2022/Project2/html/Project2.html b/doc/Projects/2022/Project2/html/Project2.html
index 90e5e1d21..05f264c5d 100644
--- a/doc/Projects/2022/Project2/html/Project2.html
+++ b/doc/Projects/2022/Project2/html/Project2.html
@@ -8,8 +8,8 @@ doconce format html Project2.do.txt --pygments_html_style=default --html_style=b
 <meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
 <meta name="generator" content="DocOnce: https://github.com/doconce/doconce/" />
 <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-<meta name="description" content="Project 2 on Machine Learning, deadline November 11 (Midnight)">
-<title>Project 2 on Machine Learning, deadline November 11 (Midnight)</title>
+<meta name="description" content="Project 2 on Machine Learning, deadline November 16 (Midnight)">
+<title>Project 2 on Machine Learning, deadline November 16 (Midnight)</title>
 <style type="text/css">
 /* bloodish style */
 body {
@@ -174,7 +174,7 @@ MathJax.Hub.Config({
 
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1>Project 2 on Machine Learning, deadline November 11 (Midnight)</h1>
+<h1>Project 2 on Machine Learning, deadline November 16 (Midnight)</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): <a href="http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" target="_blank">Data Analysis and Machine Learning FYS-STK3155/FYS4155</a> -->
@@ -187,7 +187,7 @@ MathJax.Hub.Config({
 </center>
 <br>
 <center>
-<h4>Oct 10, 2022</h4>
+<h4>Nov 8, 2022</h4>
 </center> <!-- date -->
 <br>
 <h2 id="classification-and-regression-from-linear-and-logistic-regression-to-neural-networks">Classification and Regression, from linear and logistic regression to neural networks  </h2>
diff --git a/doc/Projects/2022/Project2/ipynb/Project2.ipynb b/doc/Projects/2022/Project2/ipynb/Project2.ipynb
index 966be2142..67a91b667 100644
--- a/doc/Projects/2022/Project2/ipynb/Project2.ipynb
+++ b/doc/Projects/2022/Project2/ipynb/Project2.ipynb
@@ -2,34 +2,34 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "91af0424",
+   "id": "cbe04e1c",
    "metadata": {
     "editable": true
    },
    "source": [
     "<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
     "doconce format html Project2.do.txt  -->\n",
-    "<!-- dom:TITLE: Project 2 on Machine Learning, deadline November 11 (Midnight) -->"
+    "<!-- dom:TITLE: Project 2 on Machine Learning, deadline November 16 (Midnight) -->"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "370b0a20",
+   "id": "38720d0a",
    "metadata": {
     "editable": true
    },
    "source": [
-    "# Project 2 on Machine Learning, deadline November 11 (Midnight)\n",
+    "# Project 2 on Machine Learning, deadline November 16 (Midnight)\n",
     "**[Data Analysis and Machine Learning FYS-STK3155/FYS4155](http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html)**, Department of Physics, University of Oslo, Norway\n",
     "\n",
-    "Date: **Oct 10, 2022**\n",
+    "Date: **Nov 8, 2022**\n",
     "\n",
     "Copyright 1999-2022, [Data Analysis and Machine Learning FYS-STK3155/FYS4155](http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html). Released under CC Attribution-NonCommercial 4.0 license"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "685e5503",
+   "id": "5a652bd2",
    "metadata": {
     "editable": true
    },
@@ -75,7 +75,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "982023ed",
+   "id": "0d356fcb",
    "metadata": {
     "editable": true
    },
@@ -126,7 +126,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "375aa4b3",
+   "id": "323a45ec",
    "metadata": {
     "editable": true
    },
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "aefa6cf1",
+   "id": "26485d0a",
    "metadata": {
     "editable": true
    },
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8fc08462",
+   "id": "3ad22deb",
    "metadata": {
     "editable": true
    },
@@ -203,7 +203,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9af84c15",
+   "id": "64671273",
    "metadata": {
     "editable": true
    },
@@ -215,7 +215,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e8e49c44",
+   "id": "b1e90ee4",
    "metadata": {
     "editable": true
    },
@@ -235,7 +235,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ec49c5f8",
+   "id": "eb427eb3",
    "metadata": {
     "editable": true
    },
@@ -257,7 +257,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42d3f1b6",
+   "id": "facff63b",
    "metadata": {
     "editable": true
    },
@@ -273,7 +273,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "092de480",
+   "id": "33711f41",
    "metadata": {
     "editable": true
    },
@@ -291,7 +291,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d65c7447",
+   "id": "dade68b5",
    "metadata": {
     "editable": true
    },
@@ -322,7 +322,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "890ea507",
+   "id": "7954bb93",
    "metadata": {
     "editable": true
    },
diff --git a/doc/Projects/2022/Project2/ipynb/ipynb-Project2-src.tar.gz b/doc/Projects/2022/Project2/ipynb/ipynb-Project2-src.tar.gz
index dd56be583..89f6b9a73 100644
Binary files a/doc/Projects/2022/Project2/ipynb/ipynb-Project2-src.tar.gz and b/doc/Projects/2022/Project2/ipynb/ipynb-Project2-src.tar.gz differ
diff --git a/doc/Projects/2022/Project2/pdf/Project2.p.tex b/doc/Projects/2022/Project2/pdf/Project2.p.tex
index cd3b5df6f..007f33c96 100644
--- a/doc/Projects/2022/Project2/pdf/Project2.p.tex
+++ b/doc/Projects/2022/Project2/pdf/Project2.p.tex
@@ -129,7 +129,7 @@ final,                   % draft: marks overfull hboxes, figures with paths
 \begin{center}
 {\LARGE\bf
 \begin{spacing}{1.25}
-Project 2 on Machine Learning, deadline November 11 (Midnight)
+Project 2 on Machine Learning, deadline November 16 (Midnight)
 \end{spacing}
 }
 \end{center}
@@ -149,7 +149,7 @@ Project 2 on Machine Learning, deadline November 11 (Midnight)
 
 % --- begin date ---
 \begin{center}
-Oct 10, 2022
+Nov 8, 2022
 \end{center}
 % --- end date ---
 
diff --git a/doc/Projects/2022/Project2/pdf/Project2.pdf b/doc/Projects/2022/Project2/pdf/Project2.pdf
index a7f2123f4..396da72b1 100644
Binary files a/doc/Projects/2022/Project2/pdf/Project2.pdf and b/doc/Projects/2022/Project2/pdf/Project2.pdf differ
diff --git a/doc/Projects/2022/Project2/pdf/Project2.tex b/doc/Projects/2022/Project2/pdf/Project2.tex
index c4d0712df..660b9e8aa 100644
--- a/doc/Projects/2022/Project2/pdf/Project2.tex
+++ b/doc/Projects/2022/Project2/pdf/Project2.tex
@@ -103,7 +103,7 @@ final,                   % draft: marks overfull hboxes, figures with paths
 \begin{center}
 {\LARGE\bf
 \begin{spacing}{1.25}
-Project 2 on Machine Learning, deadline November 11 (Midnight)
+Project 2 on Machine Learning, deadline November 16 (Midnight)
 \end{spacing}
 }
 \end{center}
@@ -123,7 +123,7 @@ Project 2 on Machine Learning, deadline November 11 (Midnight)
 
 % --- begin date ---
 \begin{center}
-Oct 10, 2022
+Nov 8, 2022
 \end{center}
 % --- end date ---
 
diff --git a/doc/src/Projects/2022/Project2/Project2.do.txt b/doc/src/Projects/2022/Project2/Project2.do.txt
index 217284606..c9c8eedec 100644
--- a/doc/src/Projects/2022/Project2/Project2.do.txt
+++ b/doc/src/Projects/2022/Project2/Project2.do.txt
@@ -1,4 +1,4 @@
-TITLE: Project 2 on Machine Learning, deadline November 11 (Midnight)
+TITLE: Project 2 on Machine Learning, deadline November 16 (Midnight)
 AUTHOR: "Data Analysis and Machine Learning FYS-STK3155/FYS4155":"http://www.uio.no/studier/emner/matnat/fys/FYS3155/index-eng.html" {copyright, 1999-present|CC BY-NC} at Department of Physics, University of Oslo, Norway
 DATE: today