Job Information
University of Southern California Programmer Analyst II in Los Angeles, California
Programmer Analyst IIApply (https://usc.wd5.myworkdayjobs.com/ExternalUSCCareers/job/Marina-Del-Rey-CA/Programmer-Analyst-II_REQ20095472/apply) Keck School of Medicine Los Angeles, California
The USC Mark and Mary Stevens Neuroimaging and Informatics Institute and Laboratory of Neuro Imaging (INI, www.ini.usc.edu) are world leaders in the development of advanced computational and scientific approaches for the comprehensive mapping of brain structure and function. LONI’s unique multidisciplinary environment and cutting-edge resources allow for integration of clinical, psychological and genotypic information with neuroimaging phenotypes for research questions in neurology, psychiatry and developmental neurobiology.
The Imaging Genetics Center of USC (http://igc.ini.usc.edu) - a subdivision of INI - is recruiting a talented full-time Programmer Analyst with expertise in machine learning/ deep learning, informatics, and algorithm development to address important questions related to the environmental, psychological, and biological impacts on brain health. Primary responsibilities will include developing sophisticated algorithms to discover interpretable multi-way interactions that predict various health conditions and phenotypes from complex data types (e-health, brain imaging, biometrics, environmental). Tasks will also include development of risk stratification models to understand person-level risk and risk reduction strategies. An emphasis will be placed on the use of visualization techniques to optimize the interpretability of the predictive models. Individuals with post graduate certifications in computer science courses through Edx or another platform are also strongly encouraged to apply. Proficiency in oral and written communication is required. Salary will range from 65-90k depending on experience.
To apply to the position or gain more information, please send your CV/Resume and a cover letter to Dr. Lauren Salminen atsalminen@usc.edu.
Preferred Qualifications:
Master’s degree in math and computer science (or related field)
2-4 years of professional experience
Experience using statistical computer languages (e.g., R, Python, etc.) and scripting to manipulate and analyze data from large datasets.
Experience working with and creating hierarchical data models and architecture, and using data visualization tools (e.g., Tableau, ArcGIS).
Knowledge and experience working with current modeling tools (e.g., clustering, quantile regression), machine learning algorithms (e.g., gradient boosted machines, AdaBoost, ExtraTrees, etc.), deep learning techniques (e.g., 3D CNNs), and applied statistical concepts (e.g., distributions, mixed models, random effects)
Evidence of algorithm development in an open domain (e.g., GitHub).
Experience using SHapley Additive exPlanations (SHAP), PDPbox, and group-based trajectory modeling (for any data type) are strongly encouraged to apply.
T he hourly rate range for this position is $40.79 - $43.27. When extending an offer of employment, the University of Southern California considers factors such as (but not limited to) the scope and responsibilities of the position, the candidate’s work experience, education/training, key skills, internal peer equity, federal, state, and local laws, contractual stipulations, grant funding, as well as external market and organizational considerations.
Minimum Education: Bachelor's degree, Combined work experience and education as equivalent Minimum Experience: 1 year, Combined education/experience as substitute for minimum experience Minimum Field of Expertise: Sound knowledge of programming and documentation procedures, programming methods, program flow charts and operator instructions. Knowledge of one or more appropriate computer languages.
REQ20095472 Posted Date: 04/08/2024