diff --git a/_sources/videos.txt b/_sources/videos.txt
index 8fdfae2a..d93c09c5 100644
--- a/_sources/videos.txt
+++ b/_sources/videos.txt
@@ -22,5 +22,21 @@ Where things go smoothly:
 
 |
 Where things don't:
+
+.. raw:: html
    
-   Coming up next!
\ No newline at end of file
+   <iframe width="560" height="315" src="https://www.youtube.com/embed/qLkQcWlUBy8" frameborder="0" allowfullscreen></iframe>
+
+|
+|
+Backtesting a Strategy
+----------------------
+
+This algorithm is based on a simple momentum strategy. When the cryptoasset
+goes up quickly, we’re going to buy; when it goes down quickly, we’re going to 
+sell. Hopefully, we’ll ride the waves.
+
+.. raw:: html
+
+   <iframe width="560" height="315" src="https://www.youtube.com/embed/JOBRwst9jUY" frameborder="0" allowfullscreen></iframe>
+
diff --git a/appendix.html b/appendix.html
index 363d4202..dc117c2c 100644
--- a/appendix.html
+++ b/appendix.html
@@ -132,6 +132,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-a-strategy">Backtesting a Strategy</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/beginner-tutorial.html b/beginner-tutorial.html
index 78c806c9..41b318dd 100644
--- a/beginner-tutorial.html
+++ b/beginner-tutorial.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/bundles.html b/bundles.html
index eb870616..8c2a312d 100644
--- a/bundles.html
+++ b/bundles.html
@@ -132,6 +132,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/development-guidelines.html b/development-guidelines.html
index 8ebb4dc3..6b7fe8e6 100644
--- a/development-guidelines.html
+++ b/development-guidelines.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/example-algos.html b/example-algos.html
index 6067eb19..59a330ec 100644
--- a/example-algos.html
+++ b/example-algos.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/genindex.html b/genindex.html
index 5d75cbaa..9654b8b8 100644
--- a/genindex.html
+++ b/genindex.html
@@ -133,6 +133,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-a-strategy">Backtesting a Strategy</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/index.html b/index.html
index 2b4c7458..0cd8c557 100644
--- a/index.html
+++ b/index.html
@@ -133,6 +133,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-a-strategy">Backtesting a Strategy</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/install.html b/install.html
index 736be3db..e61d6398 100644
--- a/install.html
+++ b/install.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/jupyter.html b/jupyter.html
index 50730c58..39cacf3f 100644
--- a/jupyter.html
+++ b/jupyter.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/live-trading.html b/live-trading.html
index eb08a6b7..61bcff7e 100644
--- a/live-trading.html
+++ b/live-trading.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/naming-convention.html b/naming-convention.html
index acaba445..f9e7ff5c 100644
--- a/naming-convention.html
+++ b/naming-convention.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/release-process.html b/release-process.html
index 5d3c25fc..8933f62d 100644
--- a/release-process.html
+++ b/release-process.html
@@ -132,6 +132,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/releases.html b/releases.html
index 9a28466b..30eab0f8 100644
--- a/releases.html
+++ b/releases.html
@@ -133,6 +133,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/resources.html b/resources.html
index 9f5cd777..eafd5ad2 100644
--- a/resources.html
+++ b/resources.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1 current"><a class="current reference internal" href="">Resources</a><ul>
diff --git a/search.html b/search.html
index 3c16a603..36fbe42d 100644
--- a/search.html
+++ b/search.html
@@ -132,6 +132,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-a-strategy">Backtesting a Strategy</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/searchindex.js b/searchindex.js
index 6b7af5fc..5aba74e6 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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diff --git a/utilities.html b/utilities.html
index 29889adf..3ef3393c 100644
--- a/utilities.html
+++ b/utilities.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
diff --git a/videos.html b/videos.html
index 02b32f16..bf227325 100644
--- a/videos.html
+++ b/videos.html
@@ -134,6 +134,7 @@
 <li class="toctree-l1 current"><a class="current reference internal" href="">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#backtesting-a-strategy">Backtesting a Strategy</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>
@@ -251,9 +252,17 @@
 <div class="line"><br /></div>
 </div>
 <p>Where things don&#8217;t:</p>
-<blockquote>
-<div>Coming up next!</div></blockquote>
+<iframe width="560" height="315" src="https://www.youtube.com/embed/qLkQcWlUBy8" frameborder="0" allowfullscreen></iframe><div class="line-block">
+<div class="line"><br /></div>
+<div class="line"><br /></div>
 </div>
+</div>
+<div class="section" id="backtesting-a-strategy">
+<h2>Backtesting a Strategy<a class="headerlink" href="#backtesting-a-strategy" title="Permalink to this headline">¶</a></h2>
+<p>This algorithm is based on a simple momentum strategy. When the cryptoasset
+goes up quickly, we’re going to buy; when it goes down quickly, we’re going to
+sell. Hopefully, we’ll ride the waves.</p>
+<iframe width="560" height="315" src="https://www.youtube.com/embed/JOBRwst9jUY" frameborder="0" allowfullscreen></iframe></div>
 </div>
 
 
diff --git a/welcome.html b/welcome.html
index 82f8d324..83e5f95f 100644
--- a/welcome.html
+++ b/welcome.html
@@ -132,6 +132,7 @@
 <li class="toctree-l1"><a class="reference internal" href="videos.html">Videos</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-macos">Installation: MacOS</a></li>
 <li class="toctree-l2"><a class="reference internal" href="videos.html#installation-windows">Installation: Windows</a></li>
+<li class="toctree-l2"><a class="reference internal" href="videos.html#backtesting-an-algorithm">Backtesting an algorithm</a></li>
 </ul>
 </li>
 <li class="toctree-l1"><a class="reference internal" href="resources.html">Resources</a><ul>