Uncertainty Analysis for Machine Learning and Optimization Applications

Due: May 1, 2025

$82,764

Description

Computational tools for analysis and model development have been widely used in many applications, but the predictions of these models are not complete without an estimate of the uncertainty in those predictions. With uncertainty analysis, the model predictions are made more robust and reliable. This project seeks to understand and develop techniques for uncertainty analysis in machine learning and advanced optimization for fields including precision medicine, biomanufacturing, omics research, and kinetic model development. Techn...

Award Ceiling$82,764

Eligible Applicants- PostDoc- Early Career Professor

Additional Eligibility Information

Qualified applicants will receive consideration without regard to race, creed, color, age, gender identity, or national origin. Education and Experience Applicants must have earned a Ph.D., Sc.D., M.D., D.V.M., or academically equivalent research doctorate before beginning tenure. The Fellowships Office makes NRC Research Associateship awards at the postdoctoral and senior researcher levels. Postdoctoral Associateships:Applicants must have held the doctorate for less than five years as of the application deadline. Senior Asso...

Funding TypefellowshipCategories of Funding Activity- Machine learning- Optimization- Informatics- Chemometrics- Metabolomics- Bayesian analysis- Uncertainty analysis- Uncertainty quantification

Grantor Contact InformationDavid Allan Sheen, Phone: 301.975.2603Grantor Emaildavid.sheen@nist.govOther Grantor InformaitonThe NRC Research Associateship Programs (RAP) are prestigious postdoctoral and senior research awards designed to provide promising scientists and engineers with high-quality research opportunities at federal laboratories and affiliated institutions. Conducted by the National Academies of Sciences, Engineering, and Medicine's Fellowships Office since 1954, these programs offer a comprehensive research experience through a rigorous selection process. The programs aim to: 1) Offer promising postdoctoral and senior scientists/engineers the chance to pursue self-directed research aligned with sponsoring laboratories' goals, 2) Enhance comprehensive research efforts of participating laboratories, 3) Provide recent doctoral graduates a platform for focused research collaboration with permanent laboratory staff, and 4) Foster professional growth by providing opportunities to gain skills, experience, and connections with leading scientists, ultimately enhancing career prospects in academia, industry, or government research roles. The programs provide mentorship, access to state-of-the-art facilities, and opportunities to influence government policy.

Additional informationLocation: Material Measurement Laboratory, Chemical Sciences Division, Gaithersburg, MD Additional URLs:

https://www.nationalacademies.org/our-work/rap/nrc-research-associateship-programs

https://sites.nationalacademies.org/pga/fellowships/afrl

https://www.nationalacademies.org/documents/embed/link/LF2255DA3DD1C41C0A42D3BEF0989ACAECE3053A6A9B/file/D13308589A09EC935FA87723EB963103495DB429AE7F?noSaveAs=1

https://www.nationalacademies.org/our-work/rap/for-applicants

Supporting Linkhttps://ra.nas.edu/RAPLab10/Opportunity/opportunity.aspx?LabCode=50&ROPCD=506461&RONum=C0098

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