From 989560eab6841ea099099ebc342734c923ea2429 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Mon, 1 Jan 2024 17:56:20 +0100
Subject: [PATCH] update week6

---
 doc/pub/week6/html/._week6-bs000.html      |  12 +-
 doc/pub/week6/html/._week6-bs001.html      |   8 +-
 doc/pub/week6/html/._week6-bs002.html      |   6 +-
 doc/pub/week6/html/._week6-bs003.html      |   6 +-
 doc/pub/week6/html/._week6-bs004.html      |   6 +-
 doc/pub/week6/html/._week6-bs005.html      |   6 +-
 doc/pub/week6/html/._week6-bs006.html      |   6 +-
 doc/pub/week6/html/._week6-bs007.html      |   6 +-
 doc/pub/week6/html/._week6-bs008.html      |   6 +-
 doc/pub/week6/html/._week6-bs009.html      |   6 +-
 doc/pub/week6/html/._week6-bs010.html      |   6 +-
 doc/pub/week6/html/._week6-bs011.html      |   6 +-
 doc/pub/week6/html/._week6-bs012.html      |   6 +-
 doc/pub/week6/html/._week6-bs013.html      |   6 +-
 doc/pub/week6/html/._week6-bs014.html      |   6 +-
 doc/pub/week6/html/._week6-bs015.html      |   6 +-
 doc/pub/week6/html/._week6-bs016.html      |   6 +-
 doc/pub/week6/html/._week6-bs017.html      |   6 +-
 doc/pub/week6/html/._week6-bs018.html      |   6 +-
 doc/pub/week6/html/._week6-bs019.html      |   6 +-
 doc/pub/week6/html/._week6-bs020.html      |   6 +-
 doc/pub/week6/html/._week6-bs021.html      |   6 +-
 doc/pub/week6/html/._week6-bs022.html      |   6 +-
 doc/pub/week6/html/._week6-bs023.html      |   6 +-
 doc/pub/week6/html/._week6-bs024.html      |   6 +-
 doc/pub/week6/html/._week6-bs025.html      |   6 +-
 doc/pub/week6/html/._week6-bs026.html      |   6 +-
 doc/pub/week6/html/._week6-bs027.html      |   6 +-
 doc/pub/week6/html/._week6-bs028.html      |   6 +-
 doc/pub/week6/html/._week6-bs029.html      |   6 +-
 doc/pub/week6/html/._week6-bs030.html      |   6 +-
 doc/pub/week6/html/._week6-bs031.html      |   6 +-
 doc/pub/week6/html/._week6-bs032.html      |   6 +-
 doc/pub/week6/html/._week6-bs033.html      |   6 +-
 doc/pub/week6/html/._week6-bs034.html      |   6 +-
 doc/pub/week6/html/._week6-bs035.html      |   6 +-
 doc/pub/week6/html/._week6-bs036.html      |   6 +-
 doc/pub/week6/html/._week6-bs037.html      |   6 +-
 doc/pub/week6/html/._week6-bs038.html      |   6 +-
 doc/pub/week6/html/._week6-bs039.html      |   6 +-
 doc/pub/week6/html/._week6-bs040.html      |   6 +-
 doc/pub/week6/html/._week6-bs041.html      |   6 +-
 doc/pub/week6/html/._week6-bs042.html      |   6 +-
 doc/pub/week6/html/._week6-bs043.html      |   6 +-
 doc/pub/week6/html/._week6-bs044.html      |   6 +-
 doc/pub/week6/html/._week6-bs045.html      |   6 +-
 doc/pub/week6/html/week6-bs.html           |  12 +-
 doc/pub/week6/html/week6-reveal.html       |  12 +-
 doc/pub/week6/html/week6-solarized.html    |  12 +-
 doc/pub/week6/html/week6.html              |  12 +-
 doc/pub/week6/ipynb/ipynb-week6-src.tar.gz | Bin 191 -> 191 bytes
 doc/pub/week6/ipynb/week6.ipynb            | 314 ++++++++++-----------
 doc/pub/week6/pdf/week6.pdf                | Bin 395922 -> 396000 bytes
 doc/src/week6/week6.do.txt                 |   4 +-
 54 files changed, 325 insertions(+), 325 deletions(-)

diff --git a/doc/pub/week6/html/._week6-bs000.html b/doc/pub/week6/html/._week6-bs000.html
index 3eb63a1b..5aa2be9b 100644
--- a/doc/pub/week6/html/._week6-bs000.html
+++ b/doc/pub/week6/html/._week6-bs000.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -250,7 +250,7 @@
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Week 9 February 27-March 3: Gradient Methods</h1>
+<h1>Week 8 February 19-23: Gradient Methods</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -266,7 +266,7 @@ <h1>Week 9 February 27-March 3: Gradient Methods</h1>
 </center>
 <br>
 <center>
-<h4>Feb 16, 2023</h4>
+<h4>Jan 1, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -305,7 +305,7 @@ <h4>Feb 16, 2023</h4>
 </footer>
 -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week6/html/._week6-bs001.html b/doc/pub/week6/html/._week6-bs001.html
index 1e0bce1b..10c68c20 100644
--- a/doc/pub/week6/html/._week6-bs001.html
+++ b/doc/pub/week6/html/._week6-bs001.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -269,7 +269,7 @@ <h2 id="overview-of-week-9" class="anchor">Overview of week 9 </h2>
 <!-- subsequent paragraphs come in larger fonts, so start with a paragraph -->
 <ol>
 <li> <a href="https://youtu.be/" target="_self">Video of lecture TBA</a></li>
-<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2022/NotesMarch2.pdf" target="_self">Handwritten notes</a></li>
+<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary23.pdf" target="_self">Handwritten notes</a></li>
 </ol>
 </div>
 </div>
diff --git a/doc/pub/week6/html/._week6-bs002.html b/doc/pub/week6/html/._week6-bs002.html
index e4e59a31..9b88ec1a 100644
--- a/doc/pub/week6/html/._week6-bs002.html
+++ b/doc/pub/week6/html/._week6-bs002.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs003.html b/doc/pub/week6/html/._week6-bs003.html
index bf0cfc3a..a12dff09 100644
--- a/doc/pub/week6/html/._week6-bs003.html
+++ b/doc/pub/week6/html/._week6-bs003.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs004.html b/doc/pub/week6/html/._week6-bs004.html
index d827d948..d0cff068 100644
--- a/doc/pub/week6/html/._week6-bs004.html
+++ b/doc/pub/week6/html/._week6-bs004.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs005.html b/doc/pub/week6/html/._week6-bs005.html
index bd5dee99..8295d594 100644
--- a/doc/pub/week6/html/._week6-bs005.html
+++ b/doc/pub/week6/html/._week6-bs005.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs006.html b/doc/pub/week6/html/._week6-bs006.html
index 5baca805..7eb316fb 100644
--- a/doc/pub/week6/html/._week6-bs006.html
+++ b/doc/pub/week6/html/._week6-bs006.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs007.html b/doc/pub/week6/html/._week6-bs007.html
index 0731b1a1..90d3e6f4 100644
--- a/doc/pub/week6/html/._week6-bs007.html
+++ b/doc/pub/week6/html/._week6-bs007.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs008.html b/doc/pub/week6/html/._week6-bs008.html
index c8725d0f..03b49e67 100644
--- a/doc/pub/week6/html/._week6-bs008.html
+++ b/doc/pub/week6/html/._week6-bs008.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs009.html b/doc/pub/week6/html/._week6-bs009.html
index d8ca23f4..eb225d84 100644
--- a/doc/pub/week6/html/._week6-bs009.html
+++ b/doc/pub/week6/html/._week6-bs009.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs010.html b/doc/pub/week6/html/._week6-bs010.html
index 3ac708e9..08f6833b 100644
--- a/doc/pub/week6/html/._week6-bs010.html
+++ b/doc/pub/week6/html/._week6-bs010.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs011.html b/doc/pub/week6/html/._week6-bs011.html
index f41171d3..09b9b469 100644
--- a/doc/pub/week6/html/._week6-bs011.html
+++ b/doc/pub/week6/html/._week6-bs011.html
@@ -8,8 +8,8 @@
 <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="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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   <div class="navbar-collapse collapse navbar-responsive-collapse">
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diff --git a/doc/pub/week6/html/._week6-bs012.html b/doc/pub/week6/html/._week6-bs012.html
index 10dbc061..62332da5 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
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 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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diff --git a/doc/pub/week6/html/._week6-bs013.html b/doc/pub/week6/html/._week6-bs013.html
index c5f8cfd8..a0d8aa1f 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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diff --git a/doc/pub/week6/html/._week6-bs014.html b/doc/pub/week6/html/._week6-bs014.html
index 475d915f..97aea369 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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   <div class="navbar-collapse collapse navbar-responsive-collapse">
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diff --git a/doc/pub/week6/html/._week6-bs015.html b/doc/pub/week6/html/._week6-bs015.html
index b901387a..b36ab39a 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
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diff --git a/doc/pub/week6/html/._week6-bs016.html b/doc/pub/week6/html/._week6-bs016.html
index 418ca649..e3062cc9 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs017.html b/doc/pub/week6/html/._week6-bs017.html
index a374c121..139193e9 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs018.html b/doc/pub/week6/html/._week6-bs018.html
index c3840664..a6a42eee 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs019.html b/doc/pub/week6/html/._week6-bs019.html
index 608f0455..e7f2205e 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs020.html b/doc/pub/week6/html/._week6-bs020.html
index cada271f..a1e51020 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs021.html b/doc/pub/week6/html/._week6-bs021.html
index 7da3173c..2ce2c820 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs022.html b/doc/pub/week6/html/._week6-bs022.html
index 38effaba..32101ecf 100644
--- a/doc/pub/week6/html/._week6-bs022.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs023.html b/doc/pub/week6/html/._week6-bs023.html
index 6f8a1a8c..5cc2c725 100644
--- a/doc/pub/week6/html/._week6-bs023.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs024.html b/doc/pub/week6/html/._week6-bs024.html
index 11a8472f..a90375ba 100644
--- a/doc/pub/week6/html/._week6-bs024.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs025.html b/doc/pub/week6/html/._week6-bs025.html
index 8ba79150..0c80cd46 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs026.html b/doc/pub/week6/html/._week6-bs026.html
index 51e4fffa..3d53e8fb 100644
--- a/doc/pub/week6/html/._week6-bs026.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
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diff --git a/doc/pub/week6/html/._week6-bs027.html b/doc/pub/week6/html/._week6-bs027.html
index 5bb998f1..b187feb0 100644
--- a/doc/pub/week6/html/._week6-bs027.html
+++ b/doc/pub/week6/html/._week6-bs027.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
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diff --git a/doc/pub/week6/html/._week6-bs028.html b/doc/pub/week6/html/._week6-bs028.html
index d80a1c94..67b94205 100644
--- a/doc/pub/week6/html/._week6-bs028.html
+++ b/doc/pub/week6/html/._week6-bs028.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs029.html b/doc/pub/week6/html/._week6-bs029.html
index 952a1110..615f5486 100644
--- a/doc/pub/week6/html/._week6-bs029.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs030.html b/doc/pub/week6/html/._week6-bs030.html
index 5567462b..9d071eb2 100644
--- a/doc/pub/week6/html/._week6-bs030.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs031.html b/doc/pub/week6/html/._week6-bs031.html
index b965f55e..c0e5c19b 100644
--- a/doc/pub/week6/html/._week6-bs031.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs032.html b/doc/pub/week6/html/._week6-bs032.html
index d886de28..8551d2b6 100644
--- a/doc/pub/week6/html/._week6-bs032.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs033.html b/doc/pub/week6/html/._week6-bs033.html
index abe638da..02e59d22 100644
--- a/doc/pub/week6/html/._week6-bs033.html
+++ b/doc/pub/week6/html/._week6-bs033.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs034.html b/doc/pub/week6/html/._week6-bs034.html
index 27849600..ce74693f 100644
--- a/doc/pub/week6/html/._week6-bs034.html
+++ b/doc/pub/week6/html/._week6-bs034.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs035.html b/doc/pub/week6/html/._week6-bs035.html
index bb4c5cd4..2ef375fe 100644
--- a/doc/pub/week6/html/._week6-bs035.html
+++ b/doc/pub/week6/html/._week6-bs035.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
       <span class="icon-bar"></span>
       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs036.html b/doc/pub/week6/html/._week6-bs036.html
index 143f9be3..62d60204 100644
--- a/doc/pub/week6/html/._week6-bs036.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs037.html b/doc/pub/week6/html/._week6-bs037.html
index 42df123d..b68b27cb 100644
--- a/doc/pub/week6/html/._week6-bs037.html
+++ b/doc/pub/week6/html/._week6-bs037.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
 <link href="https://netdna.bootstrapcdn.com/bootstrap/3.1.1/css/bootstrap.min.css" rel="stylesheet">
@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs038.html b/doc/pub/week6/html/._week6-bs038.html
index c5a2204c..e6266f10 100644
--- a/doc/pub/week6/html/._week6-bs038.html
+++ b/doc/pub/week6/html/._week6-bs038.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs039.html b/doc/pub/week6/html/._week6-bs039.html
index c8c7e4b5..6bef4aff 100644
--- a/doc/pub/week6/html/._week6-bs039.html
+++ b/doc/pub/week6/html/._week6-bs039.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs040.html b/doc/pub/week6/html/._week6-bs040.html
index 6366f74a..d7926e21 100644
--- a/doc/pub/week6/html/._week6-bs040.html
+++ b/doc/pub/week6/html/._week6-bs040.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs041.html b/doc/pub/week6/html/._week6-bs041.html
index 531e8ed6..c4b00403 100644
--- a/doc/pub/week6/html/._week6-bs041.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
diff --git a/doc/pub/week6/html/._week6-bs042.html b/doc/pub/week6/html/._week6-bs042.html
index 90f6318f..24e09745 100644
--- a/doc/pub/week6/html/._week6-bs042.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
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-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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diff --git a/doc/pub/week6/html/._week6-bs043.html b/doc/pub/week6/html/._week6-bs043.html
index 7683c912..4aa720ce 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
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@@ -185,7 +185,7 @@
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-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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index 1133b601..3cb3e07e 100644
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-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
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@@ -185,7 +185,7 @@
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-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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diff --git a/doc/pub/week6/html/._week6-bs045.html b/doc/pub/week6/html/._week6-bs045.html
index cf41bf2d..e2f055bc 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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       <span class="icon-bar"></span>
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-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
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diff --git a/doc/pub/week6/html/week6-bs.html b/doc/pub/week6/html/week6-bs.html
index 3eb63a1b..5aa2be9b 100644
--- a/doc/pub/week6/html/week6-bs.html
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 <!-- Bootstrap style: bootstrap -->
 <!-- doconce format html week6.do.txt --html_style=bootstrap --pygments_html_style=default --html_admon=bootstrap_panel --html_output=week6-bs --no_mako -->
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@@ -185,7 +185,7 @@
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       <span class="icon-bar"></span>
     </button>
-    <a class="navbar-brand" href="week6-bs.html">Week 9 February 27-March 3: Gradient Methods</a>
+    <a class="navbar-brand" href="week6-bs.html">Week 8 February 19-23: Gradient Methods</a>
   </div>
   <div class="navbar-collapse collapse navbar-responsive-collapse">
     <ul class="nav navbar-nav navbar-right">
@@ -250,7 +250,7 @@
 <!-- ------------------- main content ---------------------- -->
 <div class="jumbotron">
 <center>
-<h1>Week 9 February 27-March 3: Gradient Methods</h1>
+<h1>Week 8 February 19-23: Gradient Methods</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -266,7 +266,7 @@ <h1>Week 9 February 27-March 3: Gradient Methods</h1>
 </center>
 <br>
 <center>
-<h4>Feb 16, 2023</h4>
+<h4>Jan 1, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -305,7 +305,7 @@ <h4>Feb 16, 2023</h4>
 </footer>
 -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
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diff --git a/doc/pub/week6/html/week6-reveal.html b/doc/pub/week6/html/week6-reveal.html
index e593e3dc..9afbeab7 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
 
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@@ -168,7 +168,7 @@
 <section>
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1 style="text-align: center;">Week 9 February 27-March 3: Gradient Methods</h1>
+<h1 style="text-align: center;">Week 8 February 19-23: Gradient Methods</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -184,13 +184,13 @@ <h1 style="text-align: center;">Week 9 February 27-March 3: Gradient Methods</h1
 </center>
 <br>
 <center>
-<h4>Feb 16, 2023</h4>
+<h4>Jan 1, 2024</h4>
 </center> <!-- date -->
 <br>
 
 
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </section>
 
@@ -216,7 +216,7 @@ <h2 id="overview-of-week-9">Overview of week 9 </h2>
 <p>
 <ol>
 <p><li> <a href="https://youtu.be/" target="_blank">Video of lecture TBA</a></li>
-<p><li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2022/NotesMarch2.pdf" target="_blank">Handwritten notes</a></li>
+<p><li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary23.pdf" target="_blank">Handwritten notes</a></li>
 </ol>
 </div>
 
diff --git a/doc/pub/week6/html/week6-solarized.html b/doc/pub/week6/html/week6-solarized.html
index 32896189..e070d40e 100644
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-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
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@@ -206,7 +206,7 @@
 
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1>Week 9 February 27-March 3: Gradient Methods</h1>
+<h1>Week 8 February 19-23: Gradient Methods</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -222,7 +222,7 @@ <h1>Week 9 February 27-March 3: Gradient Methods</h1>
 </center>
 <br>
 <center>
-<h4>Feb 16, 2023</h4>
+<h4>Jan 1, 2024</h4>
 </center> <!-- date -->
 <br>
 
@@ -247,7 +247,7 @@ <h2 id="overview-of-week-9">Overview of week 9 </h2>
 <p>
 <ol>
 <li> <a href="https://youtu.be/" target="_blank">Video of lecture TBA</a></li>
-<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2022/NotesMarch2.pdf" target="_blank">Handwritten notes</a></li>
+<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary23.pdf" target="_blank">Handwritten notes</a></li>
 </ol>
 </div>
 
@@ -1705,7 +1705,7 @@ <h2 id="functions-to-observe">Functions to observe </h2>
 
 <!-- ------------------- end of main content --------------- -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
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diff --git a/doc/pub/week6/html/week6.html b/doc/pub/week6/html/week6.html
index d15a83e3..df56bbaf 100644
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-<meta name="description" content="Week 9 February 27-March 3: Gradient Methods">
-<title>Week 9 February 27-March 3: Gradient Methods</title>
+<meta name="description" content="Week 8 February 19-23: Gradient Methods">
+<title>Week 8 February 19-23: Gradient Methods</title>
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@@ -283,7 +283,7 @@
 
 <!-- ------------------- main content ---------------------- -->
 <center>
-<h1>Week 9 February 27-March 3: Gradient Methods</h1>
+<h1>Week 8 February 19-23: Gradient Methods</h1>
 </center>  <!-- document title -->
 
 <!-- author(s): Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no -->
@@ -299,7 +299,7 @@ <h1>Week 9 February 27-March 3: Gradient Methods</h1>
 </center>
 <br>
 <center>
-<h4>Feb 16, 2023</h4>
+<h4>Jan 1, 2024</h4>
 </center> <!-- date -->
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@@ -324,7 +324,7 @@ <h2 id="overview-of-week-9">Overview of week 9 </h2>
 <p>
 <ol>
 <li> <a href="https://youtu.be/" target="_blank">Video of lecture TBA</a></li>
-<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2022/NotesMarch2.pdf" target="_blank">Handwritten notes</a></li>
+<li> <a href="https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary23.pdf" target="_blank">Handwritten notes</a></li>
 </ol>
 </div>
 
@@ -1782,7 +1782,7 @@ <h2 id="functions-to-observe">Functions to observe </h2>
 
 <!-- ------------------- end of main content --------------- -->
 <center style="font-size:80%">
-<!-- copyright --> &copy; 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
+<!-- copyright --> &copy; 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license
 </center>
 </body>
 </html>
diff --git a/doc/pub/week6/ipynb/ipynb-week6-src.tar.gz b/doc/pub/week6/ipynb/ipynb-week6-src.tar.gz
index 11ad7ff737c96f672800f1e10c57c7e9d33c5179..d551777ffa79b7d1f5d17fa8fc1b71361fa0b6a6 100644
GIT binary patch
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diff --git a/doc/pub/week6/ipynb/week6.ipynb b/doc/pub/week6/ipynb/week6.ipynb
index 82bdbbeb..853db879 100644
--- a/doc/pub/week6/ipynb/week6.ipynb
+++ b/doc/pub/week6/ipynb/week6.ipynb
@@ -2,34 +2,34 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "e5e34b90",
+   "id": "107b745e",
    "metadata": {
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    "source": [
     "<!-- HTML file automatically generated from DocOnce source (https://github.com/doconce/doconce/)\n",
     "doconce format html week6.do.txt --no_mako --no_abort -->\n",
-    "<!-- dom:TITLE: Week 9 February 27-March 3: Gradient Methods -->"
+    "<!-- dom:TITLE: Week 8 February 19-23: Gradient Methods -->"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "d7c692dc",
+   "id": "4cba6116",
    "metadata": {
     "editable": true
    },
    "source": [
-    "# Week 9 February 27-March 3: Gradient Methods\n",
+    "# Week 8 February 19-23: Gradient Methods\n",
     "**Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no**, Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway and Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, East Lansing, Michigan, USA\n",
     "\n",
-    "Date: **Feb 16, 2023**\n",
+    "Date: **Jan 1, 2024**\n",
     "\n",
-    "Copyright 1999-2023, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license"
+    "Copyright 1999-2024, Morten Hjorth-Jensen  Email morten.hjorth-jensen@fys.uio.no. Released under CC Attribution-NonCommercial 4.0 license"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "13ce67eb",
+   "id": "f984565b",
    "metadata": {
     "editable": true
    },
@@ -49,7 +49,7 @@
     "\n",
     "1. [Video of lecture TBA](https://youtu.be/)\n",
     "\n",
-    "2. [Handwritten notes](https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2022/NotesMarch2.pdf)\n",
+    "2. [Handwritten notes](https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary23.pdf)\n",
     "\n",
     "**Teaching Material, videos and written material.**\n",
     "\n",
@@ -62,7 +62,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d8d96a17",
+   "id": "5af0dcc5",
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@@ -82,7 +82,7 @@
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-   "id": "0484dab9",
+   "id": "803e488f",
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@@ -98,7 +98,7 @@
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-   "id": "54bcdc56",
+   "id": "ff174fc9",
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@@ -114,7 +114,7 @@
   },
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-   "id": "ebffaf38",
+   "id": "fef8e8ac",
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@@ -125,7 +125,7 @@
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-   "id": "c8c32729",
+   "id": "f79205ee",
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@@ -137,7 +137,7 @@
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-   "id": "74b89805",
+   "id": "4ec94bf1",
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@@ -147,7 +147,7 @@
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    "cell_type": "markdown",
-   "id": "cc3ad445",
+   "id": "3dec4aa9",
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@@ -159,7 +159,7 @@
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    "cell_type": "markdown",
-   "id": "85de1195",
+   "id": "0acae5c7",
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@@ -169,7 +169,7 @@
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-   "id": "1c441f4e",
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@@ -181,7 +181,7 @@
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-   "id": "be91e80f",
+   "id": "9ee41e66",
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@@ -203,7 +203,7 @@
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-   "id": "1e979aa1",
+   "id": "aa3a7beb",
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@@ -216,7 +216,7 @@
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@@ -229,7 +229,7 @@
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-   "id": "63a40cfb",
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@@ -239,7 +239,7 @@
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@@ -257,7 +257,7 @@
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@@ -267,7 +267,7 @@
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@@ -282,7 +282,7 @@
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@@ -292,7 +292,7 @@
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@@ -306,7 +306,7 @@
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@@ -316,7 +316,7 @@
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@@ -330,7 +330,7 @@
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@@ -345,7 +345,7 @@
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@@ -362,7 +362,7 @@
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@@ -374,7 +374,7 @@
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@@ -388,7 +388,7 @@
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@@ -403,7 +403,7 @@
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@@ -415,7 +415,7 @@
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@@ -426,7 +426,7 @@
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@@ -454,7 +454,7 @@
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@@ -476,7 +476,7 @@
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@@ -498,7 +498,7 @@
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@@ -510,7 +510,7 @@
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@@ -547,7 +547,7 @@
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@@ -575,7 +575,7 @@
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@@ -605,7 +605,7 @@
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@@ -625,7 +625,7 @@
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@@ -637,7 +637,7 @@
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@@ -647,7 +647,7 @@
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@@ -659,7 +659,7 @@
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@@ -671,7 +671,7 @@
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@@ -683,7 +683,7 @@
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@@ -695,7 +695,7 @@
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@@ -706,7 +706,7 @@
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@@ -719,7 +719,7 @@
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@@ -731,7 +731,7 @@
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@@ -741,7 +741,7 @@
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@@ -753,7 +753,7 @@
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@@ -763,7 +763,7 @@
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@@ -774,7 +774,7 @@
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@@ -786,7 +786,7 @@
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@@ -798,7 +798,7 @@
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@@ -810,7 +810,7 @@
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@@ -821,7 +821,7 @@
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@@ -832,7 +832,7 @@
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@@ -844,7 +844,7 @@
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@@ -854,7 +854,7 @@
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@@ -866,7 +866,7 @@
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@@ -876,7 +876,7 @@
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@@ -888,7 +888,7 @@
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@@ -898,7 +898,7 @@
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@@ -910,7 +910,7 @@
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@@ -920,7 +920,7 @@
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@@ -932,7 +932,7 @@
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@@ -942,7 +942,7 @@
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@@ -953,7 +953,7 @@
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@@ -989,7 +989,7 @@
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@@ -1000,7 +1000,7 @@
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@@ -1032,7 +1032,7 @@
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@@ -1043,7 +1043,7 @@
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@@ -1076,7 +1076,7 @@
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@@ -1087,7 +1087,7 @@
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@@ -1101,7 +1101,7 @@
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@@ -1112,7 +1112,7 @@
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@@ -1125,7 +1125,7 @@
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@@ -1136,7 +1136,7 @@
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@@ -1154,7 +1154,7 @@
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@@ -1165,7 +1165,7 @@
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@@ -1180,7 +1180,7 @@
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@@ -1194,7 +1194,7 @@
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@@ -1206,7 +1206,7 @@
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@@ -1217,7 +1217,7 @@
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@@ -1229,7 +1229,7 @@
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@@ -1240,7 +1240,7 @@
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@@ -1251,7 +1251,7 @@
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@@ -1263,7 +1263,7 @@
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@@ -1273,7 +1273,7 @@
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@@ -1285,7 +1285,7 @@
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@@ -1297,7 +1297,7 @@
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@@ -1309,7 +1309,7 @@
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@@ -1321,7 +1321,7 @@
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@@ -1332,7 +1332,7 @@
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@@ -1344,7 +1344,7 @@
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@@ -1354,7 +1354,7 @@
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@@ -1366,7 +1366,7 @@
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@@ -1376,7 +1376,7 @@
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@@ -1388,7 +1388,7 @@
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@@ -1408,7 +1408,7 @@
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@@ -1420,7 +1420,7 @@
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@@ -1430,7 +1430,7 @@
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@@ -1442,7 +1442,7 @@
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@@ -1452,7 +1452,7 @@
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@@ -1463,7 +1463,7 @@
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@@ -1475,7 +1475,7 @@
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@@ -1487,7 +1487,7 @@
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@@ -1499,7 +1499,7 @@
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@@ -1512,7 +1512,7 @@
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@@ -1523,7 +1523,7 @@
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@@ -1535,7 +1535,7 @@
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@@ -1551,7 +1551,7 @@
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@@ -1563,7 +1563,7 @@
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@@ -1574,7 +1574,7 @@
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@@ -1586,7 +1586,7 @@
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@@ -1596,7 +1596,7 @@
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@@ -1608,7 +1608,7 @@
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@@ -1618,7 +1618,7 @@
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@@ -1630,7 +1630,7 @@
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@@ -1640,7 +1640,7 @@
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@@ -1652,7 +1652,7 @@
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@@ -1663,7 +1663,7 @@
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@@ -1698,7 +1698,7 @@
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@@ -1713,7 +1713,7 @@
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@@ -1725,7 +1725,7 @@
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@@ -1740,7 +1740,7 @@
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@@ -1752,7 +1752,7 @@
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@@ -1762,7 +1762,7 @@
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@@ -1779,7 +1779,7 @@
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@@ -1792,7 +1792,7 @@
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@@ -1805,7 +1805,7 @@
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@@ -1818,7 +1818,7 @@
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@@ -1832,7 +1832,7 @@
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@@ -1854,7 +1854,7 @@
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@@ -1869,7 +1869,7 @@
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@@ -1881,7 +1881,7 @@
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@@ -1894,7 +1894,7 @@
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@@ -1908,7 +1908,7 @@
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@@ -1919,7 +1919,7 @@
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@@ -1944,7 +1944,7 @@
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@@ -1960,7 +1960,7 @@
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@@ -1981,7 +1981,7 @@
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@@ -2004,7 +2004,7 @@
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@@ -2039,7 +2039,7 @@
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@@ -2050,7 +2050,7 @@
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@@ -2127,7 +2127,7 @@
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@@ -2149,7 +2149,7 @@
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@@ -2167,7 +2167,7 @@
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@@ -2178,7 +2178,7 @@
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@@ -2210,7 +2210,7 @@
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@@ -2225,7 +2225,7 @@
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@@ -2248,7 +2248,7 @@
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diff --git a/doc/pub/week6/pdf/week6.pdf b/doc/pub/week6/pdf/week6.pdf
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diff --git a/doc/src/week6/week6.do.txt b/doc/src/week6/week6.do.txt
index b5d34611..16b078bd 100644
--- a/doc/src/week6/week6.do.txt
+++ b/doc/src/week6/week6.do.txt
@@ -1,4 +1,4 @@
-TITLE: Week 9 February 27-March 3: Gradient Methods
+TITLE: Week 8 February 19-23: Gradient Methods
 AUTHOR: Morten Hjorth-Jensen {copyright, 1999-present|CC BY-NC} Email morten.hjorth-jensen@fys.uio.no at Department of Physics and Center fo Computing in Science Education, University of Oslo, Oslo, Norway & Department of Physics and Astronomy and Facility for Rare Isotope Beams, Michigan State University, East Lansing, Michigan, USA
 DATE: today
 
@@ -13,7 +13,7 @@ DATE: today
 
 !bblock Video and handwriten notes
 o "Video of lecture TBA":"https://youtu.be/"
-o "Handwritten notes":"https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2022/NotesMarch2.pdf"
+o "Handwritten notes":"https://github.com/CompPhysics/ComputationalPhysics2/blob/gh-pages/doc/HandWrittenNotes/2024/NotesFebruary23.pdf"
 !eblock