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    <p
style="margin-left:.375in;margin-top:0pt;margin-bottom:6pt;font-family:Arial;font-size:11.0pt"
      lang="en-US">WIAS invites applications for a</p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:14.0pt;
      text-align:center" lang="en-US"><span style="font-weight:bold">PhD
        student
        position (f/m/d) </span></p>
    <p
style="margin:0in;margin-left:.375in;font-family:Arial;text-align:center"
      lang="en-US"><span style="font-weight:bold;font-size:14.0pt"><span
          style="mso-spacerun:yes"> </span></span><span
        style="font-weight:bold;
        font-size:11.0pt">in Optimization and Machine Learning</span></p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt;
      text-align:center" lang="en-US"><span style="font-weight:bold">(Ref.
        22/24)</span></p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"
      lang="en-US"> </p>
    <p
style="margin-left:.375in;margin-top:0pt;margin-bottom:6pt;font-size:11.0pt"
      lang="en-US"><span style="font-family:Arial">in Weierstrass Group
        “Data</span><span style="font-family:"Cambria Math"">‐</span><span
        style="font-family:Arial">driven
        Optimization and Control” (Head: Dr. Jia-Jie Zhu) starting as
        soon as possible.</span></p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"
      lang="en-US"><span style="font-weight:bold">We are looking for
        candidates
        motivated in researching principled optimization and machine
        learning. The
        concrete methodological components of the Ph.D. project include</span></p>
    <ul style="direction:ltr;unicode-bidi:embed;margin-top:0in;
      margin-bottom:0in" type="disc">
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">Continuous
          optimization for machine learning, deep learning,
          reinforcement learning</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">Optimal
          transport and gradient flow for machine learning and
          optimization</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">Robust
          optimization</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">Robustness
          and generalization in learning with a focus on decision-making</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">Dynamical
          systems modeling and optimization</span></li>
      <li
style="margin-top:0;margin-bottom:0;vertical-align:middle;margin-top:0pt;
        margin-bottom:6pt" lang="en-US"><span
          style="font-family:Arial;font-size: 11.0pt">Interfacing
          learning theory and optimization</span></li>
    </ul>
    <p
style="margin-left:.375in;margin-top:0pt;margin-bottom:6pt;font-family:Arial;font-size:11.0pt"
      lang="en-US">The Ph.D. student will closely work with Dr.
      Jia-Jie Zhu ( <a href="https://jj-zhu.github.io/"
        class="moz-txt-link-freetext">https://jj-zhu.github.io/</a>).</p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"
      lang="en-US"><span style="font-weight:bold">Qualification:</span></p>
    <p
style="margin-left:.375in;margin-top:0pt;margin-bottom:6pt;font-family:Arial;font-size:11.0pt"
      lang="en-US">We invite candidates with a master’s degree in
      computer science, statistics, or applied mathematics, with a
      special focus on
      rigorous training in machine learning or optimization. Those
      qualifications are
      demonstrated by high-quality technical reports or publications in
      relevant
      venues such as (NeurIPS/ICLR/AISTATS/ICML/AAAI/CoLT/ALT/JMLR/STOC
      etc.).
      Candidates with strong applied or industrial experiences will also
      be
      considered. </p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"
      lang="en-US"><span style="font-weight:bold">What we offer:</span></p>
    <ul style="direction:ltr;unicode-bidi:embed;margin-top:0in;
      margin-bottom:0in" type="disc">
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span
          style="font-family:Arial;font-size:11.0pt;color:black">Close
          mentorship: the Ph.D. candidate will receive responsible and
          careful mentorship. We emphasize fostering a healthy
          mentor-student relationship.</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span
          style="font-family:Arial;font-size:11.0pt;color:black">WIAS
          Berlin is a premier research institution known for its
          strength in optimization, optimal control, dynamical systems,
          and applied mathematics in general. It has hosted the flagship
          conferences in mathematical optimization, such as ICCOPT 2019.</span></li>
      <li
style="margin-top:0;margin-bottom:0;vertical-align:middle;margin-top:0pt;
        margin-bottom:6pt" lang="en-US"><span
          style="font-family:Arial;font-size: 11.0pt;color:black">A
          certified (Audit berufundfamilie) family-friendly work
          environment.</span></li>
    </ul>
    <p
style="margin-left:.375in;margin-top:0pt;margin-bottom:6pt;font-family:Arial;font-size:11.0pt"
      lang="en-US">Please direct queries to Dr. Jia-Jie Zhu (<a
        href="mailto:zhu@wias-berlin.de" class="moz-txt-link-freetext">zhu@wias-berlin.de</a>).</p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"
      lang="en-US"><span style="font-weight:bold">To apply, please send
        the following:</span></p>
    <ul style="direction:ltr;unicode-bidi:embed;margin-top:0in;
      margin-bottom:0in" type="disc">
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">1-2
          page cover letter (including a very brief research statement)</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">CV
          with links to your existing projects and works</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">Master's
          thesis (or draft if not yet completed)</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span style="font-family:Arial;font-size:11.0pt">Transcripts
          for bachelor's and master's</span></li>
      <li style="margin-top:0;margin-bottom:0;vertical-align:middle"
        lang="en-US"><span
style="font-family:Arial;font-size:11.0pt;color:#24292F;background:white">contact
          information of 2-3 references from previous research projects
          who have agreed to be contacted</span></li>
      <li
style="margin-top:0;margin-bottom:0;vertical-align:middle;margin-top:0pt;
        margin-bottom:6pt"><span
          style="font-family:Arial;font-size:11.0pt;
          color:#24292F;background:white" lang="en-US">apply via our
          online </span><a href="https://short.sg/j/18496523"><span
            style="font-family:Arial;
            font-size:11.0pt;color:#24292F;background:white" lang="de">job-application
            facility</span></a><span
          style="font-family:Arial;font-size:11.0pt;
          color:#24292F;background:white" lang="en-US"> using the button
          “</span><a href="https://short.sg/a/18496523"><span
            style="font-family:Arial;
            font-size:11.0pt;color:#24292F;background:white" lang="de">Apply
            online</span></a><span
style="font-family:Arial;font-size:11.0pt;color:#24292F;background:white"
          lang="en-US">”</span></li>
    </ul>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"
      lang="en-US">The appointment is for 36 months. The reduced work
      schedule is 29,25
      hours per week, and the salary is according to the German TVoeD
      scale.</p>
    <p
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      lang="en-US"> </p>
    <p
style="margin-left:.375in;margin-top:0pt;margin-bottom:6pt;font-family:Arial;font-size:11.0pt"
      lang="en-US">The Weierstraß Institute is an equal opportunity
      employer. We explicitly encourage female researchers to apply for
      the offered
      position. Among equally qualified applicants, disabled candidates
      will be given
      preference.</p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"
      lang="en-US"><span style="font-weight:bold">The advertisement is
        open with
        immediate effect and will remain open until the position will be
        filled.</span></p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt;
      text-align:center" lang="en-US"><span style="font-weight:bold">We
        are looking
        forward to your application!</span></p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"> </p>
    <p
      style="margin:0in;margin-left:.375in;font-family:Arial;font-size:11.0pt"> 
      <br>
    </p>
    <p style="margin:0in;margin-left:.375in;font-size:11.0pt"><span
        style="font-weight:bold;font-family:Arial">See here for more
        information:<span style="mso-spacerun:yes">   </span></span><a
        href="https://short.sg/j/18496523"><span
          style="font-family:Calibri">https://short.sg/j/18496523</span></a></p>
    <pre class="moz-signature" cols="72">-- 
Administration
Weierstrass Institute for Applied Analysis and Stochastics
Mohrenstrasse 39
10117 Berlin, Germany
Phone: +49 (0)30  20372 557
Fax: +49 (0)30 20372 329
URL: <a class="moz-txt-link-freetext" href="http://www.wias-berlin.de/~sill/?lang=1">http://www.wias-berlin.de/~sill/?lang=1</a>
</pre>
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