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<p class="MsoNormal" style="mso-line-height-alt:0pt"><span style="font-size:1.0pt"><img width="1" height="1" style="width:.0104in;height:.0104in" id="_x0000_i1025" src="http://smoton.com/873ph29v-lynd9r1z-pyhl8sr8-6ox.gif"><o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:19.5pt;font-family:"Arial",sans-serif;color:#035C67;background:white">CASA Distinguished Lectures NEWS</span><span style="font-size:10.5pt;font-family:"Arial",sans-serif">
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<p class="MsoNormal"><b><span style="font-family:"Arial",sans-serif;color:#035C67;background:white">Stephan Mandt
</span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><br>
</span><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#53575A">University of California, Irvine<br>
<br>
<b>"Deep learning under resource constraints</b>"</span><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><br>
<br>
</span><b><span style="font-family:"Arial",sans-serif"><a href="https://us02web.zoom.us/j/88453048122"><span style="color:#80BC00;background:white"> </span></a><a href="https://ruhr-uni-bochum.zoom.us/j/98922603503?pwd=MkxYZHpIN1ZoK0dHNTVYNExiVDhkdz09" title="CASA DL Stephan M. Zoom"><span style="font-family:"Segoe UI Symbol",sans-serif;color:#80BC00;background:white">➡</span><span style="color:#80BC00;background:white"> To
Zoom-Webinar</span></a></span></b><span style="font-family:"Arial",sans-serif;color:#53575A;background:white"> </span><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><br>
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<p class="MsoNormal"><b><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#53575A">Abstract.</span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#53575A"> The field of deep learning has achieved unprecedented performance
gains at the expense of dramatic energy and storage costs due to vast model sizes and data volumes. There is a recent trend in technology that demands a different type of machine learning: small but powerful models that fit on low-powered devices, neural coding
algorithms that compress data or models to small file sizes, and fast approximate Bayesian inference algorithms that identify parameter uncertainties, e.g., for model pruning or averaging.<br>
<br>
In this talk, we view resource-efficient machine learning through the lens of Bayesian deep learning, where we cover different aspects of the problem: (a) storage-efficient deep learning, where we draw on variational inference to compress both models and data
with unprecedented efficiency, (b) data-efficient deep learning, where we maximize the amount of information from sparse sequential observations, and (c) runtime-efficient (Bayesian) deep learning, where we hybridize sampling and variational inference algorithms
to train the types of models used in (a) and (b) more quickly and scalably. The designed new algorithms will be tested and applied in different domains, including image and video compression, text analysis, and in the natural sciences. <br>
<br>
<b>Bio.</b> <i>Stephan Mandt is an Assistant Professor of Computer Science at the University of California, Irvine. From 2016 until 2018, he was a Senior Researcher and head of the statistical machine learning group at Disney Research, first in Pittsburgh on
CMU campus and later in Los Angeles. He held previous positions as a postdoc with David Blei at Columbia University and as a PCCM Postdoctoral Fellow at Princeton University. Stephan holds a PhD in Theoretical Physics from the University of Cologne. He held
fellowships by the German National Merit Foundation and the Kavli Foundation. Stephan has been active as an Area Chair for NeurIPS and ICML and held a visiting researcher position at Google Brain. His research is currently supported by NSF, DARPA, and Qualcomm
Research.</i><br>
<br>
This is a public event. You are all invited to be part of that. A registration is not necessary.<br>
Please feel free to forward the invitation.<br>
<br>
All information about the Distinguished Lectures, our speakers and the Zoom Webinar links can be found here: </span><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><a href="https://casa.rub.de/en/news/distinguished-lectures"><span style="color:#80BC00">https://casa.rub.de/en/news/distinguished-lectures</span></a>
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Thursday </span><b><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#80BC00">|</span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#53575A"> <b>July 16</b>, 2020 </span><b><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#80BC00">|</span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif;color:#53575A">
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<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Segoe UI Symbol",sans-serif">💻</span><span style="font-size:10.5pt;font-family:"Arial",sans-serif">
</span><b><span style="font-size:15.0pt;font-family:"Arial",sans-serif;color:#035C67">New Videos Online!</span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif">
<o:p></o:p></span></p>
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<td width="20" style="width:15.0pt;padding:0cm 0cm 0cm 0cm">
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<p class="MsoNormal" style="mso-line-height-alt:0pt"><span style="font-size:1.0pt"><img border="0" width="161" style="width:1.677in" id="_x0000_i1029" src="http://smoton.com/l3slzozn/s_873ph29v/files/BattistaNL.JPG"><o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Arial",sans-serif">On our
<a href="https://www.youtube.com/channel/UCmqKNyqW03W017h3bJobcbg"><span style="color:#80BC00">Youtube channel</span></a> you can now find three recordings from past events: The Distinguished Lectures with<o:p></o:p></span></p>
<ul type="disc">
<li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l0 level1 lfo1">
<b><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><a href="https://youtu.be/bS8mIy380tw" title="Tibouchi"><span style="color:#80BC00">Mehdi Tibouchi (NTT Secure Platform Laboratories, Tokyo)</span></a></span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l0 level1 lfo1">
<b><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><a href="https://www.youtube.com/watch?v=3ZW1DI2PxvI" title="Zeller Youtube"><span style="color:#80BC00">Andreas Zeller (CISPA Helmholtz Center for Information Security)</span></a></span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l0 level1 lfo1">
<b><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><a href="https://www.youtube.com/watch?v=j5xJRlV4PhQ" title="Battista Youtube"><span style="color:#80BC00">Battista Biggio (PRA Lab, University of Cagliari, Italy)
</span></a></span></b><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><o:p></o:p></span></li></ul>
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<p class="MsoNormal" align="center" style="text-align:center"><i><span style="font-size:9.0pt;font-family:"Arial",sans-serif;color:#999999">Imprint:<br>
Horst Görtz Institute for IT Security - Ruhr Universität Bochum<br>
Universitätsstraße 150, 44780 BO</span></i><span style="font-size:10.5pt;font-family:"Arial",sans-serif"><o:p></o:p></span></p>
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<p class="MsoNormal"><span style="color:windowtext"><o:p> </o:p></span></p>
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