From aee516dd4a486b832c5565adddae80d292bb5565 Mon Sep 17 00:00:00 2001
From: Morten Hjorth-Jensen <morten.hjorth-jensen@fys.uio.no>
Date: Thu, 14 Oct 2021 11:17:29 +0200
Subject: [PATCH] update

---
 doc/pub/week41/html/._week41-bs029.html      |   1 +
 doc/pub/week41/html/week41-reveal.html       |   1 +
 doc/pub/week41/html/week41-solarized.html    |   1 +
 doc/pub/week41/html/week41.html              |   1 +
 doc/pub/week41/ipynb/ipynb-week41-src.tar.gz | Bin 534110 -> 534110 bytes
 doc/pub/week41/ipynb/week41.ipynb            |   1 -
 doc/src/week41/week41.do.txt                 |   3 ++-
 7 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/doc/pub/week41/html/._week41-bs029.html b/doc/pub/week41/html/._week41-bs029.html
index a5a0d6cff..d324b4e5b 100644
--- a/doc/pub/week41/html/._week41-bs029.html
+++ b/doc/pub/week41/html/._week41-bs029.html
@@ -358,6 +358,7 @@ $$
 		       1 & 1 \end{bmatrix},
 $$
 
+<p>
 while the vector of outputs is \( \boldsymbol{y}^T=[0,1,1,0] \) for the XOR gate, \( \boldsymbol{y}^T=[0,0,0,1] \) for the AND gate and \( \boldsymbol{y}^T=[0,1,1,1] \) for the OR gate.
 
 <p>
diff --git a/doc/pub/week41/html/week41-reveal.html b/doc/pub/week41/html/week41-reveal.html
index 8ec3b5700..7d3d42ce7 100644
--- a/doc/pub/week41/html/week41-reveal.html
+++ b/doc/pub/week41/html/week41-reveal.html
@@ -1543,6 +1543,7 @@ $$
 $$
 <p>&nbsp;<br>
 
+<p>
 while the vector of outputs is \( \boldsymbol{y}^T=[0,1,1,0] \) for the XOR gate, \( \boldsymbol{y}^T=[0,0,0,1] \) for the AND gate and \( \boldsymbol{y}^T=[0,1,1,1] \) for the OR gate.
 </section>
 
diff --git a/doc/pub/week41/html/week41-solarized.html b/doc/pub/week41/html/week41-solarized.html
index 2d5981bde..f9c87cd57 100644
--- a/doc/pub/week41/html/week41-solarized.html
+++ b/doc/pub/week41/html/week41-solarized.html
@@ -1552,6 +1552,7 @@ $$
 		       1 & 1 \end{bmatrix},
 $$
 
+<p>
 while the vector of outputs is \( \boldsymbol{y}^T=[0,1,1,0] \) for the XOR gate, \( \boldsymbol{y}^T=[0,0,0,1] \) for the AND gate and \( \boldsymbol{y}^T=[0,1,1,1] \) for the OR gate.
 
 <p>
diff --git a/doc/pub/week41/html/week41.html b/doc/pub/week41/html/week41.html
index d5f5402c0..fa8aa6fff 100644
--- a/doc/pub/week41/html/week41.html
+++ b/doc/pub/week41/html/week41.html
@@ -1557,6 +1557,7 @@ $$
 		       1 & 1 \end{bmatrix},
 $$
 
+<p>
 while the vector of outputs is \( \boldsymbol{y}^T=[0,1,1,0] \) for the XOR gate, \( \boldsymbol{y}^T=[0,0,0,1] \) for the AND gate and \( \boldsymbol{y}^T=[0,1,1,1] \) for the OR gate.
 
 <p>
diff --git a/doc/pub/week41/ipynb/ipynb-week41-src.tar.gz b/doc/pub/week41/ipynb/ipynb-week41-src.tar.gz
index b7245f60f8c270e512b08a01ac9a34325dd52144..982c965be9c711b8e8602e3ecfac8918d939178b 100644
GIT binary patch
delta 41
vcmcb2M&aHW1vdF^4u*MO8`)af7+cwxTG^Oe*;rcHSX<eEBJ5k)I3m;lCZ-FK

delta 41
vcmcb2M&aHW1vdF^4u;Mzjcl!KjIC@;t!&J#Y%Hy8tgUQ75%#TY91&^&BohmJ

diff --git a/doc/pub/week41/ipynb/week41.ipynb b/doc/pub/week41/ipynb/week41.ipynb
index 2112445d8..2b32f0a7d 100644
--- a/doc/pub/week41/ipynb/week41.ipynb
+++ b/doc/pub/week41/ipynb/week41.ipynb
@@ -1555,7 +1555,6 @@
    },
    "outputs": [],
    "source": [
-    "\n",
     "# import necessary packages\n",
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
diff --git a/doc/src/week41/week41.do.txt b/doc/src/week41/week41.do.txt
index 6d143cefd..bb031c117 100644
--- a/doc/src/week41/week41.do.txt
+++ b/doc/src/week41/week41.do.txt
@@ -1120,6 +1120,7 @@ Our design matrix is defined by the input values $x_1$ and $x_2$. Since we have
 		       1 & 0 \\
 		       1 & 1 \end{bmatrix},
 !et
+
 while the vector of outputs is $\bm{y}^T=[0,1,1,0]$ for the XOR gate, $\bm{y}^T=[0,0,0,1]$ for the AND gate and $\bm{y}^T=[0,1,1,1]$ for the OR gate.
 
 !split
@@ -1195,13 +1196,13 @@ predictions = predict(X)
 print(predictions)
 
 !ec
+
 Not an impressive result, but this was our first forward pass with randomly assigned weights. Let us now add the full network with the back-propagation algorithm discussed above.
 
 !split
 ===== The Code using Scikit-Learn =====
 
 !bc pycod
-
 # import necessary packages
 import numpy as np
 import matplotlib.pyplot as plt