Postdoctoral Researcher in Scientific Machine Learning and Computational Biology

Johns Hopkins, founded in 1876, is America's first research
university and home to nine world-class academic divisions working
together as one university.

Salary : $75,000 - $85,000

Johns Hopkins University: Whiting School of Engineering: Data
Science and AI Institute

Description

The Maddu Lab in the Department of Applied Mathematics and
Statistics and Data Science and AI Institute (DSAI) at Johns
Hopkins University (JHU) is seeking a highly motivated postdoctoral
researcher interested in developing theoretical frameworks and
computational methods at the interface of scientific machine
learning, biophysics, and computational biology.

The Maddu Lab integrates first-principles biophysical modeling with
modern ML/AI techniques to build predictive, mechanistic models of
complex biological processes from sparse, noisy, and
high-dimensional data. Complementarily, we use concepts from
statistical physics and dynamical systems theory to
developtheoretical frameworks for understanding the behavior and
learning dynamics of large AI models, with an emphasis on
interpretability, robustness, and generalization.

The Maddu Lab emphasizes the judicious development of theory- and
physics-guided

ML/AI tools to enable scientific discovery in the life sciences and
medicine.

The postdoctoral researcher will have substantial flexibility in
shaping their research program, with potential projects including:
(i) Biophysical and mathematical modeling of intracellular and
intercellular processes; (ii) Learning spatiotemporal dynamical
models from time-series and snapshot data; (iii) Theory of learning
in physics-informed neural networks; (iv) Biophysically informed
sequence-to-function models.

Qualifications

Candidates must hold a Ph.D. (or equivalent doctoral degree) in
applied mathematics, statistics, physics, computer science,
computational biology, or a related field by the start date. Strong
mathematical and computational skills are desirable. Expertise in
one or more of the following areas would be particularly relevant:
scientific machine learning, biophysical modeling, statistical
learning theory, generative modeling, computational biology, or
bioinformatics.

Application Instructions

(1) a CV, (2) a brief statement of research interests, and (3)
contact information for 2–3 references. In the research statement,
candidates are encouraged to describe which of the research
directions above most closely aligns with their interests and to
propose related questions they would be excited to pursue.
Applications will be reviewed on a rolling basis until the position
is filled .

Equal Employment Opportunity Statement

Salary Range

The referenced salary range represents the minimum and maximum
salaries for this position and is based on Johns Hopkins
University's good faith belief at the time of posting. Not all
candidates will be eligible for the upper end of the salary range.
The actual compensation offered to the selected candidate may vary
and will ultimately depend on multiple factors, which may include
the successful candidate's geographic location, skills, work
experience, internal equity, market conditions, education/training
and other factors, as reasonably determined by the
University.

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benefits and activities on the basis of demonstrated ability,
performance and merit without regard to personal factors or
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involved.

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After receiving a conditional offer, the successful candidate(s)
for this position will be subject to a pre-employment background
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Johns Hopkins University strongly encourages, but no longer
requires, at least one dose of the COVID-19 vaccine. This change
does not apply to the School of Medicine (SOM). SOM hires must be
fully vaccinated with an FDA COVID-19 vaccination and provide proof
of vaccination status. We still require all faculty, staff, and
students to receive the seasonal
flu vaccine .

Exceptions to the seasonal flu vaccine or COVID-19 vaccine (for
SOM) requirement(s) may be provided to individuals with sincerely
held religious beliefs or medical conditions that preclude them
from receiving the vaccine. Requests for an exception must be
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information, applicants for SOM positions should visit https://www.hopkinsmedicine.org/coronavirus/covid-19-vaccine/
and all other JHU applicants should visit
https://covidinfo.jhu.edu/health-safety/covid-vaccination-information/
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The following additional vaccine requirements may apply,
depending upon your campus. Please contact the hiring department
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