Postdoctoral Scientist - Urbanowicz Lab - Computational Biomedicine
Company: CEDARS-SINAI
Location: Los Angeles
Posted on: May 19, 2025
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Job Description:
Job DescriptionPrincipal Investigator, Dr. Ryan Urbanowicz, is
seeking a Postdoctoral Scientist to join the Department of
Computational Biomedicine!The primary focus of the URBS Lab
(Unbounded Research in Biomedical Systems) is the development,
evaluation and application of machine-learning (ML) and artificial
intelligence (AI) tools/methods targeting various biomedical data
types and problems. We develop and apply methods that (1) automate
and provide rigor to machine-learning analyses, (2) can detect
complex patterns of association, (e.g., epistasis and
heterogeneity), (3) are interpretable/explainable to promote trust
and translational adoption, as well as to identify and address
sources of bias, (4) scale to "big data" and (5) flexibly adapt to
common data challenges, (i.e., missing values, class imbalance,
consideration of covariates). We aim to make ML and AI tools that
are applicable to a wide variety of biomedical problems and that
are accessible, reliable, reproducible, flexible, user-friendly,
computationally efficient and transparent. Our lab holds particular
interest in the research of rule-based ML, automated ML, feature
selection and evolutionary algorithms. To learn more, please visit:
Are you ready to be a part of breakthrough research?The URBS-lab
focuses on the development and application of machine learning,
artificial intelligence, and statistical methodologies targeting a
variety of domains and data types within biomedical research.
Emphasis is placed on developing methods that are
interpretable/explainable, scalable to 'big data', and capable of
detecting complex patterns of association. Current research focuses
on automated machine learning, rule-based modeling, feature
selection, and evolutionary optimization. Other areas of interest
include (but are not limited to) rare-variant analysis, data
simulation, data integration, heterogeneous patient subgroup
identification, time-series analysis, deep learning, and
identifying and correcting for biases. We are a highly
collaborative lab with access to EHR, genomic, and other 'omics'
data in areas of research such as obstructive sleep apnea,
congenital heart disease, pancreatic cancer, transplantation
donor-recipient matching, and hospital readmission.Working
independently but in close cooperation and in consultation with Dr.
Ryan Urbanowicz and other research scientists, the Postdoctoral
Scientist will perform routine and complex computational,
mathematical, and statistical procedures throughout the training
period. As a Postdoctoral Scientist you may develop, adapt, and
implement new techniques, algorithms, analysis pipelines, and
software, as well as analyze, interpret, summarize, and compile
data.Primary Duties and Responsibilities:
QualificationsEducation:
About UsCedars-Sinai is a leader in providing high-quality
healthcare encompassing primary care, specialized medicine and
research. Since 1902, Cedars-Sinai has evolved to meet the needs of
one of the most diverse regions in the nation, setting standards in
quality and innovative patient care, research, teaching and
community service. Today, Cedars- Sinai is known for its national
leadership in transforming healthcare for the benefit of patients.
Cedars-Sinai impacts the future of healthcare by developing new
approaches to treatment and educating tomorrow's health
professionals. Additionally, Cedars-Sinai demonstrates a commitment
to the community through programs that improve the health of its
most vulnerable residents.
About the TeamCedars-Sinai is one of the largest nonprofit academic
medical centers in the U.S., with 886 licensed beds, 2,100
physicians, 2,800 nurses and thousands of other healthcare
professionals and staff. Choose this if you want to work in a
fast-paced environment that offers the highest level of care to
people in the Los Angeles that need our care the most.
Req ID : 8644
Working Title : Postdoctoral Scientist - Urbanowicz Lab -
Computational Biomedicine
Department : Computational Biomedicine
Business Entity : Cedars-Sinai Medical Center
Job Category : Academic / Research
Job Specialty : Postdoctoral Scholar
Overtime Status : EXEMPT
Primary Shift : Day
Shift Duration : 8 hour
Base Pay : $62,400 - $93,600
Keywords: CEDARS-SINAI, Huntington Park , Postdoctoral Scientist - Urbanowicz Lab - Computational Biomedicine, Healthcare , Los Angeles, California
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here to apply!
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