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<div align="center"><b style="mso-bidi-font-weight: normal"><span
style="font-size:18.0pt;color:windowtext;font-style:normal"
lang="EN">Multiple Postdoctoral Positions</span></b><b
style="mso-bidi-font-weight: normal"><span
style="color:windowtext;font-style:normal" lang="EN"><span
style="mso-spacerun:yes"> </span></span></b></div>
<div class="moz-forward-container">
<p class="MsoNormal" style="text-align:center" align="center"><b
style="mso-bidi-font-weight: normal"><span
style="color:windowtext;font-style:normal" lang="EN">National
Science Foundation Science and Technology Center</span></b></p>
<p class="MsoNormal" style="text-align:center" align="center"><b
style="mso-bidi-font-weight: normal"><span
style="color:windowtext;font-style:normal" lang="EN">Learning
the Earth with Artificial Intelligence and Physics (LEAP)</span></b></p>
<p class="MsoNormal" style="text-align:center" align="center"><b
style="mso-bidi-font-weight: normal"><span
style="color:windowtext;font-style:normal" lang="EN">2021-2026</span></b></p>
<p class="MsoNormal" style="text-align:center" align="center"><b
style="mso-bidi-font-weight: normal"><u><span
style="color:#1155CC;font-style:normal" lang="EN"><a
class="moz-txt-link-freetext"
href="https://leap.columbia.edu/" moz-do-not-send="true">https://leap.columbia.edu/</a></span></u></b></p>
<p class="MsoNormal"><b style="mso-bidi-font-weight:normal"><span
lang="EN"><span style="mso-spacerun:yes"> </span></span></b></p>
<p class="MsoNormal"><span
style="font-size:11.0pt;color:windowtext; font-style:normal"
lang="EN">Multiple Postdoctoral Positions are available at the
interface of climate science and data science at Columbia
University, the University of California Irvine, and the
National Center for Atmospheric Research (NCAR).</span><span
style="color:windowtext;font-style:normal" lang="EN"></span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN">The recently awarded 2021 National Science
Foundation Science and Technology Center Learning the Earth
with Artificial Intelligence and Physics (LEAP) aims to
develop next-generation climate modeling by developing and
applying modern data science algorithms to climate science.
LEAP is a joint effort between Columbia University, the
University of California Irvine, New York University, The
University of Minnesota, Teachers College, NASA Goddard
Institute for Space Studies (GISS), and NCAR.</span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN">LEAP’s primary research objective is to improve
near-term climate projections by merging physical modeling
with machine learning across a continuum from expertise in
climate science and climate modeling to cutting-edge machine
learning algorithms. Climate scientists and modelers have not
yet fully integrated the wealth of existing datasets into
their models, and while machine learning algorithms have been
good at emulating and interpolating, they have difficulties
extrapolating or predicting extremes. By combining these
approaches, LEAP will trigger a significant advancement for
data science algorithms applied to physical problems. LEAP
aims to incorporate physics and causal mechanisms into machine
learning algorithms for better generalization and
extrapolation, while optimally using the wealth of data
available to climate science, in order to better predict the
future climate on time scales relevant to adaptation.</span><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN"> </span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN">The hired postdocs and engineer will be part of a
burgeoning transdisciplinary team at the interface between
machine learning/data science and climate sciences, including
research scientists, faculty members, PhD students,
undergraduate and Bridge-to-PhD researchers. We are
specifically looking for postdocs and one integration engineer
in the areas of: </span></p>
<p class="MsoNormal"
style="margin-left:.5in;text-align:justify;text-indent:-.25in;
mso-list:l0 level1 lfo1"><span style="font-size:
11.0pt;font-style:normal" lang="EN"><span
style="mso-list:Ignore">●<span style="font:7.0pt "Times
New Roman""> </span></span></span><span
lang="EN"><a href="https://apply.interfolio.com/105283"
moz-do-not-send="true"><span style="font-size:
11.0pt;color:#1155CC;font-style:normal">Statistical
methods for space-time representational learning and
modeling</span></a></span><span
style="font-size:11.0pt;font-style:normal" lang="EN"> </span></p>
<p class="MsoNormal"
style="margin-left:.5in;text-align:justify;text-indent:-.25in;
mso-list:l0 level1 lfo1"><span style="font-size:
11.0pt;font-style:normal" lang="EN"><span
style="mso-list:Ignore">●<span style="font:7.0pt "Times
New Roman""> </span></span></span><span
lang="EN"><a href="https://apply.interfolio.com/105773"
moz-do-not-send="true"><span style="font-size:
11.0pt;color:#1155CC;font-style:normal">Warm rain
microphysics emulation</span></a></span><span
style="font-size:11.0pt;font-style:normal" lang="EN"> </span></p>
<p class="MsoNormal"
style="margin-left:.5in;text-align:justify;text-indent:-.25in;
mso-list:l0 level1 lfo1"><span style="font-size:
11.0pt;font-style:normal" lang="EN"><span
style="mso-list:Ignore">●<span style="font:7.0pt "Times
New Roman""> </span></span></span><span
lang="EN"><a href="https://apply.interfolio.com/105777"
moz-do-not-send="true"><span style="font-size:
11.0pt;color:#1155CC;font-style:normal">Machine Learning
for Robust Ice Microphysics Emulation</span></a></span><span
style="font-size:11.0pt; font-style:normal" lang="EN"> </span></p>
<p class="MsoNormal"
style="margin-left:.5in;text-align:justify;text-indent:-.25in;
mso-list:l0 level1 lfo1"><span style="font-size:
11.0pt;font-style:normal" lang="EN"><span
style="mso-list:Ignore">●<span style="font:7.0pt "Times
New Roman""> </span></span></span><span
lang="EN"><a href="https://apply.interfolio.com/105010"
moz-do-not-send="true"><span style="font-size:
11.0pt;color:#1155CC;font-style:normal">Parameter
Estimation and Uncertainty Quantification for the CLM</span></a></span><span
style="font-size: 11.0pt;font-style:normal" lang="EN"> </span></p>
<p class="MsoNormal"
style="margin-left:.5in;text-align:justify;text-indent:-.25in;
mso-list:l0 level1 lfo1"><span style="font-size:
11.0pt;font-style:normal" lang="EN"><span
style="mso-list:Ignore">●<span style="font:7.0pt "Times
New Roman""> </span></span></span><span
lang="EN"><a href="https://apply.interfolio.com/103545"
moz-do-not-send="true"><span style="font-size:
11.0pt;color:#1155CC;font-style:normal">Climate model
parameter tuning aided by machine learning</span></a></span><span
style="font-size:11.0pt" lang="EN"></span></p>
<p class="MsoNormal"
style="margin-left:.5in;text-align:justify;text-indent:-.25in;
mso-list:l0 level1 lfo1"><span style="font-size:
11.0pt;font-style:normal" lang="EN"><span
style="mso-list:Ignore">●<span style="font:7.0pt "Times
New Roman""> </span></span></span><span
lang="EN"><a
href="https://academic.careers.columbia.edu/#!/93731"
moz-do-not-send="true"><span
style="font-size:11.0pt;color:#1155CC;font-style:normal">Learning
new Ice Sheet Sliding Laws</span></a></span><b
style="mso-bidi-font-weight:normal"><span
style="font-size:12.0pt;color:#202124;font-style:normal"
lang="EN"> </span></b><span
style="font-size:11.0pt;font-style:normal" lang="EN"><span
style="mso-spacerun:yes"> </span></span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;font-style:normal" lang="EN"> </span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN">One of the primary goals of LEAP is to increase the
diversity in geosciences and data science, to be on par with
the US population by the end of the Center lifetime. The
Center will take proactive steps to reach its diversity goal.
We thus particularly welcome applicants from underrepresented
groups.</span><span style="font-size:
11.0pt;color:windowtext;font-style:normal" lang="EN"> </span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN">First review of applications will start on May 13,
2022. Applications will be accepted until the positions are
filled. </span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN">Applicants should apply to their specific position
of interest but are welcome to apply to multiple positions.</span><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN"> </span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN">For further information about these positions and to
submit your applications and other required documents, please
visit our application site using the following link(s):</span><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN"> </span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN"><a
href="https://academic.careers.columbia.edu/#!/94584"
class="moz-txt-link-freetext" moz-do-not-send="true">https://academic.careers.columbia.edu/#!/94584</a></span><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN"> </span></p>
<p class="MsoNormal" style="text-align:justify"><span
style="font-size: 11.0pt;color:windowtext;font-style:normal"
lang="EN"><a
href="https://academic.careers.columbia.edu/#!/94587"
class="moz-txt-link-freetext" moz-do-not-send="true">https://academic.careers.columbia.edu/#!/94587</a></span></p>
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style="font-size: 11.0pt;color:windowtext;font-style:normal"
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<div class="moz-signature">-- <br>
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charset=UTF-8">
<title></title>
<b><font size="4" face="Times New Roman">Aileen Goldberg</font></b><font
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<div class="moz-signature">
<div class="moz-signature">
<div class="moz-signature"><i>Talent Manager<br>
</i> <font size="-1"><br>
THE CLIMATE SCHOOL | COLUMBIA UNIVERSITY<br>
Lamont-Doherty Earth Observatory<br>
O: 845.365.8357 | C: 917.991.5925 <br>
<a moz-do-not-send="true"
href="https://www.climate.columbia.edu">www.climate.columbia.edu</a><br>
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href="https://lamont.columbia.edu">www.lamont.columbia.edu</a><br>
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