diff --git a/research/index.html b/research/index.html
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+++ b/research/index.html
@@ -17,6 +17,6 @@
 <a target=_blank href=../blog/ocean class="menu-item menu-item-3">Ocean</a>
 <a target=_blank href=../blog/projectgoals class="menu-item menu-item-1">Project Goal and Vision</a>
 <a target=_blank href=../blog/seaice class="menu-item menu-item-5">Sea Ice</a></div></div></div></div></div></div><div class="container pb-6 pt-6 pb-md-10 pt-md-10"><div class=row><div class="col-12 col-md-6 mb-2"><div class="service service-summary"><div class=service-content><h2 class=service-title><a href=https://m2lines.github.io/research/talks/>Talks</a></h2><p>Your can find most of our past talks, and much more, on our <a class="button button-inline" href=https://www.youtube.com/channel/UCUfOPtnJ3RlT7aOWODNvCmQ>Youtube Channel</a></p><p>Themes of the talks:</p><ul><li>📊 Big data</li><li>💻 Machine...</li></ul></div></div></div></div></div><div class="container pb-6 pt-6 pb-md-10 pt-md-10"><div class=row><div id=mc_embed_signup><form action="https://github.us1.list-manage.com/subscribe/post?u=c81830f2905baad1c7b2d8c8b&amp;id=5b8c433eb4" method=post id=mc-embedded-subscribe-form name=mc-embedded-subscribe-form class=validate target=_blank novalidate><div id=mc_embed_signup_scroll><h2>Subscribe to our newsletter</h2><div class=indicates-required><span class=asterisk>*</span> indicates required</div><div class=mc-field-group><label for=mce-EMAIL>Email Address <span class=asterisk>*</span>
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 <a href=https://github.com/m2lines target=blank><img src=../images/GitHub-Mark-Light-64px.png title=Github alt=Github></a></div><ul><li class=copyright>© 2024 M²LInES</li><li class=zerostatic><a href=https://www.zerostatic.io>www.zerostatic.io</a></li></ul></div></div></div></div></div><script type=text/javascript src=../js/scripts.min.8504133605a277da18f0d58cfd2e90d154962f4a961543a6e2f0a459a2d05462.js></script></body></html>
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diff --git a/research/talks/archive/index.html b/research/talks/archive/index.html
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@@ -19,6 +19,6 @@
 <a target=_blank href=../../../blog/ocean class="menu-item menu-item-3">Ocean</a>
 <a target=_blank href=../../../blog/projectgoals class="menu-item menu-item-1">Project Goal and Vision</a>
 <a target=_blank href=../../../blog/seaice class="menu-item menu-item-5">Sea Ice</a></div></div></div></div></div></div><div class="container pb-6 pt-6 pb-md-10 pt-md-10"><div class=row></div></div><div class="container pb-6 pt-6 pb-md-10 pt-md-10"><div class=row><div id=mc_embed_signup><form action="https://github.us1.list-manage.com/subscribe/post?u=c81830f2905baad1c7b2d8c8b&amp;id=5b8c433eb4" method=post id=mc-embedded-subscribe-form name=mc-embedded-subscribe-form class=validate target=_blank novalidate><div id=mc_embed_signup_scroll><h2>Subscribe to our newsletter</h2><div class=indicates-required><span class=asterisk>*</span> indicates required</div><div class=mc-field-group><label for=mce-EMAIL>Email Address <span class=asterisk>*</span>
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 <a href=https://github.com/m2lines target=blank><img src=../../../images/GitHub-Mark-Light-64px.png title=Github alt=Github></a></div><ul><li class=copyright>© 2024 M²LInES</li><li class=zerostatic><a href=https://www.zerostatic.io>www.zerostatic.io</a></li></ul></div></div></div></div></div><script type=text/javascript src=../../../js/scripts.min.8504133605a277da18f0d58cfd2e90d154962f4a961543a6e2f0a459a2d05462.js></script></body></html>
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diff --git a/research/talks/index.html b/research/talks/index.html
index c4e675bb..3d0a6d1b 100644
--- a/research/talks/index.html
+++ b/research/talks/index.html
@@ -17,6 +17,6 @@
 <a target=_blank href=../../blog/ocean class="menu-item menu-item-3">Ocean</a>
 <a target=_blank href=../../blog/projectgoals class="menu-item menu-item-1">Project Goal and Vision</a>
 <a target=_blank href=../../blog/seaice class="menu-item menu-item-5">Sea Ice</a></div></div></div></div></div></div><div class="container pb-6 pt-6 pb-md-10 pt-md-10"><div class=row><div class="col-12 col-md-6 mb-2"><div class="service service-summary"><div class=service-content><h2 class=service-title><a href=https://m2lines.github.io/research/talks/archive/>Archive Talks</a></h2><p>A list of talks from previous years.</p><h2 id=2021><em>2021</em></h2><ul><li><strong>Joan Bruna</strong> - Deep Learning Barcelona: <em>Geometric Deep Learning: Prospects and...</em></li></ul></div></div></div></div></div><div class="container pb-6 pt-6 pb-md-10 pt-md-10"><div class=row><div id=mc_embed_signup><form action="https://github.us1.list-manage.com/subscribe/post?u=c81830f2905baad1c7b2d8c8b&amp;id=5b8c433eb4" method=post id=mc-embedded-subscribe-form name=mc-embedded-subscribe-form class=validate target=_blank novalidate><div id=mc_embed_signup_scroll><h2>Subscribe to our newsletter</h2><div class=indicates-required><span class=asterisk>*</span> indicates required</div><div class=mc-field-group><label for=mce-EMAIL>Email Address <span class=asterisk>*</span>
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