<div dir="ltr">A gentle reminder that the talk will happen tomorrow (Tuesday) noon.</div><div class="gmail_extra"><br><div class="gmail_quote">On Sat, Nov 25, 2017 at 9:00 AM,  <span dir="ltr"><<a href="mailto:ai-seminar-announce-request@cs.cmu.edu" target="_blank">ai-seminar-announce-request@cs.cmu.edu</a>></span> wrote:<br><blockquote class="gmail_quote" style="margin:0 0 0 .8ex;border-left:1px #ccc solid;padding-left:1ex">Send ai-seminar-announce mailing list submissions to<br>
        <a href="mailto:ai-seminar-announce@cs.cmu.edu">ai-seminar-announce@cs.cmu.edu</a><br>
<br>
To subscribe or unsubscribe via the World Wide Web, visit<br>
        <a href="https://mailman.srv.cs.cmu.edu/mailman/listinfo/ai-seminar-announce" rel="noreferrer" target="_blank">https://mailman.srv.cs.cmu.<wbr>edu/mailman/listinfo/ai-<wbr>seminar-announce</a><br>
or, via email, send a message with subject or body 'help' to<br>
        <a href="mailto:ai-seminar-announce-request@cs.cmu.edu">ai-seminar-announce-request@<wbr>cs.cmu.edu</a><br>
<br>
You can reach the person managing the list at<br>
        <a href="mailto:ai-seminar-announce-owner@cs.cmu.edu">ai-seminar-announce-owner@cs.<wbr>cmu.edu</a><br>
<br>
When replying, please edit your Subject line so it is more specific<br>
than "Re: Contents of ai-seminar-announce digest..."<br>
<br>
<br>
Today's Topics:<br>
<br>
   1.  AI Seminar sponsored by Apple -- Brandon Amos -- Nov 28<br>
      (Adams Wei Yu)<br>
<br>
<br>
------------------------------<wbr>------------------------------<wbr>----------<br>
<br>
Message: 1<br>
Date: Sat, 25 Nov 2017 04:04:05 -0800<br>
From: Adams Wei Yu <<a href="mailto:weiyu@cs.cmu.edu">weiyu@cs.cmu.edu</a>><br>
To: <a href="mailto:ai-seminar-announce@cs.cmu.edu">ai-seminar-announce@cs.cmu.edu</a><br>
Subject: [AI Seminar] AI Seminar sponsored by Apple -- Brandon Amos --<br>
        Nov 28<br>
Message-ID:<br>
        <CABzq7epSXb=<a href="mailto:Xg7AHavqpsL04uNjCwdJyeFEMoMiu41vRmfEteg@mail.gmail.com">Xg7AHavqpsL04uNjC<wbr>wdJyeFEMoMiu41vRmfEteg@mail.<wbr>gmail.com</a>><br>
Content-Type: text/plain; charset="utf-8"<br>
<br>
Dear faculty and students,<br>
<br>
We look forward to seeing you next Tuesday, Nov 28, at noon in NSH 3305 for<br>
AI Seminar sponsored by Apple. To learn more about the seminar series,<br>
please visit the AI Seminar webpage <<a href="http://www.cs.cmu.edu/~aiseminar/" rel="noreferrer" target="_blank">http://www.cs.cmu.edu/~<wbr>aiseminar/</a>>.<br>
<br>
On Tuesday, Brandon Amos <<a href="http://bamos.github.io/" rel="noreferrer" target="_blank">http://bamos.github.io/</a>> will give the following<br>
talk:<br>
<br>
Title: Modern Convex Optimization within Deep Learning<br>
<br>
Abstract:<br>
<br>
This talk discusses a new paradigm for deep learning that integrates the<br>
solution of optimization problems "into the loop." We highlight two<br>
challenges present in today's deep learning landscape that involve adding<br>
structure to the input or latent space of a model. We will discuss how to<br>
overcome some of these challenges with the use of learnable optimization<br>
sub-problems that subsume standard architectures and layers. These<br>
architectures obtain state-of-the-art empirical results in many domains<br>
such as continuous action reinforcement learning and tasks that involve<br>
learning hard constraints like the game Sudoku.<br>
<br>
We will cover topics from these two papers:<br>
<br>
1. Input Convex Neural Networks. Brandon Amos, Lei Xu, J. Zico Kolter. ICML<br>
2017. <a href="https://arxiv.org/abs/1609.07152" rel="noreferrer" target="_blank">https://arxiv.org/abs/1609.<wbr>07152</a>.<br>
<br>
2. OptNet: Differentiable Optimization as a Layer in Neural Networks.<br>
Brandon Amos, J. Zico Kolter. ICML 2017. <a href="https://arxiv.org/abs/1703.00443" rel="noreferrer" target="_blank">https://arxiv.org/abs/1703.<wbr>00443</a>.<br>
<br>
Joint work with J. Zico Kolter.<br>
-------------- next part --------------<br>
An HTML attachment was scrubbed...<br>
URL: <<a href="http://mailman.srv.cs.cmu.edu/pipermail/ai-seminar-announce/attachments/20171125/9febc24f/attachment-0001.html" rel="noreferrer" target="_blank">http://mailman.srv.cs.cmu.<wbr>edu/pipermail/ai-seminar-<wbr>announce/attachments/20171125/<wbr>9febc24f/attachment-0001.html</a>><br>
<br>
------------------------------<br>
<br>
Subject: Digest Footer<br>
<br>
______________________________<wbr>_________________<br>
ai-seminar-announce mailing list<br>
<a href="mailto:ai-seminar-announce@cs.cmu.edu">ai-seminar-announce@cs.cmu.edu</a><br>
<a href="https://mailman.srv.cs.cmu.edu/mailman/listinfo/ai-seminar-announce" rel="noreferrer" target="_blank">https://mailman.srv.cs.cmu.<wbr>edu/mailman/listinfo/ai-<wbr>seminar-announce</a><br>
<br>
------------------------------<br>
<br>
End of ai-seminar-announce Digest, Vol 78, Issue 7<br>
******************************<wbr>********************<br>
</blockquote></div><br></div>