Internship - Scientific Machine Learning for PDE Surrogate Modeling
Ora
Summary
MERL is seeking an intern to work on scientific machine learning algorithms for problems governed by partial differential equations (PDEs). The research will explore the design and efficient selection of surrogate models that incorporate mathematical and physical structure and generalize across geometries and discretizations.
Job description
The intern will work closely with MERL researchers to develop novel algorithms, conduct numerical experiments, and prepare results for publication. The duration is expected to be at least 3 months with a flexible start date.
Requirements
- PhD student in engineering, computer science, applied mathematics, or related fields
- Strong background in scientific machine learning for PDEs
- Experience with neural operators or transformer-based surrogate models (preferred)
- Familiarity with automated model selection or LLM-guided experimentation (plus)
- Full authorization to work in the U.S.
Benefits
- Relocation Stipend
- Covered Travel To And From MERL
- Monthly Charlie Card
- Health Insurance
- Professional Development Opportunities
Company overview
Ora is the world's leading full-service ophthalmic drug and device development firm, operating as a specialized contract research organization (CRO) focused exclusively on ophthalmology. Founded in 1974 and headquartered in Andover, Massachusetts, the company has over 45 years of experience in advancing eye care innovations globally. Ora provides comprehensive research and development services spanning preclinical studies, clinical trials, regulatory strategy, and product development for both pharmaceutical and medical device companies. With operations across the United States, United Kingdom, Australia, and Asia, the company has helped clients achieve more than 85 product approvals to date. Ora's expertise covers a wide range of ophthalmic conditions including allergy, dry eye, retina diseases, glaucoma, and anti-infective therapies. The company employs over 500 ophthalmology specialists who utilize proprietary clinical models, integrated data solutions, and global regulatory strategies to accelerate product development from concept to market. Ora serves a diverse client base ranging from startups to global pharmaceutical and device companies, positioning itself as the trusted partner for ophthalmic innovation worldwide.