Besides research excellence, the other most critical component of our NSF Molecule Maker Lab Institute isn’t an algorithm or a robot – it’s the people.
The MATRIX program, short for MMLI Advancing Talent and Research through Interdisciplinary Excellence, is our dedicated framework for bridging the ‘skills gap’ between synthetic chemistry and AI.
In our AI institute, our mission isn’t just to build better AI tools for small molecule research, but to build an AI-literate workforce that can actually wield these tools efficiently to accelerate chemistry research.
Our mission is to support your professional growth at every stage of your career. Register your interest by clicking on the button below.
MMLI seeks to foster growth, innovation, and impactful collaborations for all who are interested to work on AI-chemistry projects in collaboration with NSF-MMLI members and affiliates.
The Three Pillars of MATRIX

Our Programs

Advanced learning for established professionals
Designed for faculty and industry leaders looking to pivot or expand their research into AI-driven chemistry.
Focuses on strategic integration and collaborations.

Hands-on summer research program offering research experiences
Hands-on summer research program offering introductory research opportunities in AI-chemistry research at NSF-MMLI for US citizens and permanent residents.
Students gain foundational knowledge and mentorship.

Graduate level skill development and application to research
Graduate-level skill development for graduate students and postdocs to build practical skills in machine learning models for chemical prediction, data analysis, and synthesis planning.
Prepares participants for advanced R&D roles.

Broad understanding and foundational knowledge for anyone who are curious
An accessible educational pathway for anyone interested in exploring the fundamentals of AI-chemistry research.
Ideal for curious minds and broad skill-building of lifelong learners and K-12 students in the USA.
The MATRIX program is subjected to federal guidelines for participant support.