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<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">Berkeley Lab’s Earth and Environmental Sciences Area (EESA) has an opening for a Postdoctoral Fellow to join their Geochemistry Department!<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black"><o:p> </o:p></span></p>
<p class="MsoNormal"><a href="https://lbl.referrals.selectminds.com/jobs/geochemistry-postdoctoral-fellow-2183">https://lbl.referrals.selectminds.com/jobs/geochemistry-postdoctoral-fellow-2183</a><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">You will work on a project that involves developing new data-based models and theories of reactive multicomponent Earth-subsurface systems. In this role, you
 will work closely with computer scientists and molecular modelers to extract new knowledge/develop models of the complex geological systems using machine learning methods. The research project will involve machine learning and statistical analysis of synthetic
 data sets generated using the state-of-the art molecular simulations.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">Multi-component aqueous solutions, and mineral/solution interfaces are common in energy-relevant Earth, atmospheric and technological systems, frequently under
 extremes of temperature and pressure. It is a major challenge to predict the chemical thermodynamics and chemical kinetics of such complex fluids. Inadequate models for these systems limit our ability to predict and control processes in diverse energy and
 water systems. Recent developments in data science are driving a paradigm shift in many areas of science and technology, ranging from image and speech recognition to drug design.<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black"><br>
<br>
</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto"><b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">What You Will Do:</span></b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif"><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:l3 level1 lfo1">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Co-design, implement, and test machine learning models to extract new knowledge from the molecular simulation data (correlations, responses, relationships, data engineering, feature extraction).<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l3 level1 lfo1">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Implement chemistry- and physics-based layers as constraints on machine learning models to develop interpretable ML approaches.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l3 level1 lfo1">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Perform fundamental analysis of the simulation data, collect synthetic database using molecular modeling approaches to the problems relevant to subsurface geoscience systems.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l3 level1 lfo1">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Present research results through preparation of articles and manuscripts for peer-reviewed journals.<o:p></o:p></span></li></ul>
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<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto"><b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">What is Required:</span></b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif"><o:p></o:p></span></p>
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<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">PhD in Computer Science, Applied Mathematics, Data Science or relevant Physical Sciences discipline.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l2 level1 lfo2">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Demonstrated technical skills with relevant software including machine learning (tensorflow, scikit-learn, Keras, Caffe) or molecular modeling (NWChem, DL_POLY, Lammps, Gromacs, VASP, cp2k).<o:p></o:p></span></li></ul>
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<li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l1 level1 lfo3">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Demonstrated ability to lead, complete and publish scientific research projects.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l1 level1 lfo3">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Excellent oral and written communication skills.<o:p></o:p></span></li></ul>
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</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto"><b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">What We Desire:</span></b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif"><o:p></o:p></span></p>
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<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Experience applying machine learning or molecular modeling algorithms.<o:p></o:p></span></li></ul>
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<p class="MsoNormal"><b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">The posting shall remain open until the position is filled.</span></b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black"><o:p></o:p></span></p>
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</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto"><b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Notes:</span></b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif"><o:p></o:p></span></p>
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<li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l4 level1 lfo5">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">This is a full time, M-F, exempt from overtime pay (monthly paid), 3 year, postdoctoral appointment with the possibility of renewal based upon satisfactory job performance, continuing availability
 of funds and ongoing operational needs. You must have less than 2 years paid postdoctoral experience. Salary for Postdoctoral positions depends on years of experience post-degree.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l4 level1 lfo5">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">This position is represented by a union for collective bargaining purposes.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l4 level1 lfo5">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Salary will be predetermined based on postdoctoral step rates.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l4 level1 lfo5">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">This position may be subject to a background check. Any convictions will be evaluated to determine if they directly relate to the responsibilities and requirements of the position. Having a conviction
 history will not automatically disqualify an applicant from being considered for employment.<o:p></o:p></span></li><li class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;mso-list:l4 level1 lfo5">
<span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Work will be primarily performed at Lawrence Berkeley National Lab, 1 Cyclotron Road, Berkeley, CA.<o:p></o:p></span></li></ul>
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</span><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p></o:p></span></p>
<p class="MsoNormal" style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto"><b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif">Learn About Us:</span></b><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif"><o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">Berkeley Lab (LBNL) addresses the world’s most urgent scientific challenges by advancing sustainable energy, protecting human health, creating new materials,
 and revealing the origin and fate of the universe. Founded in 1931, Berkeley Lab’s scientific expertise has been recognized with 13 Nobel prizes. The University of California manages Berkeley Lab for the U.S. Department of Energy’s Office of Science.<o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">Working at Berkeley Lab has many rewards including a competitive compensation program, excellent health and welfare programs, a retirement program that is second
 to none, and outstanding development opportunities. To view information about the many rewards that are offered at Berkeley Lab- Click Here.<o:p></o:p></span></p>
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<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">Equal Employment Opportunity: Berkeley Lab is an Equal Opportunity/Affirmative Action Employer. All qualified applicants will receive consideration for employment
 without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, age, or protected veteran status. Berkeley Lab is in compliance with the Pay Transparency Nondiscrimination Provision under 41 CFR 60-1.4. Click
 here to view the poster and supplement: "Equal Employment Opportunity is the Law."<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt;font-family:"Times New Roman",serif"><o:p> </o:p></span></p>
<p class="MsoNormal"><span style="font-size:10.5pt;font-family:"Helvetica",sans-serif;color:black">Lawrence Berkeley National Laboratory encourages applications from women, minorities, veterans, and other underrepresented groups presently considering scientific
 research careers.<o:p></o:p></span></p>
<p class="MsoNormal"><o:p> </o:p></p>
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