Aditya Balu

Aditya Balu is a Data Scientist at the Translational AI Center (TrAC) at Iowa State University, with over 14 years of experience in AI and machine learning. His research spans scientific machine learning, topology optimization, additive manufacturing, and deep learning for engineering applications, with publications in venues including Nature Computational Science, ICML, and Engineering Applications of Artificial Intelligence. He also develops and teaches AI/ML micro-credential courses through Iowa State’s TrAC , covering topics from natural language processing to scientific machine learning. His work sits at the intersection of AI and manufacturing, bridging academic research with practical industry applications.

Presentation

Production and Operations

Tabular Foundation Models Meet Manufacturing: A Practical Exploration

11:15 AM–12:00 PM · Room 275 · Expert Talk

Tabular foundation models — pretrained models that make predictions on structured data without task-specific training — have rapidly matured, yet their application in manufacturing remains largely unexplored. This talk introduces TFMs to the manufacturing AI community, demonstrates their potential through select case studies in machining and materials prediction, and discusses where they deliver value, where they fall short, and what opportunities lie ahead for industrial adoption.

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## Speaker: Aditya Balu
**Data Scientist** at **Iowa State University - Translational AI Center** — Ames, IA
**Conference:** CIRAS AI Summit for Iowa — May 6, 2026

### Bio

Aditya Balu is a Data Scientist at the Translational AI Center (TrAC) at Iowa State University, with over 14 years of experience in AI and machine learning. His research spans scientific machine learning, topology optimization, additive manufacturing, and deep learning for engineering applications, with publications in venues including Nature Computational Science, ICML, and Engineering Applications of Artificial Intelligence. He also develops and teaches AI/ML micro-credential courses through Iowa State's TrAC , covering topics from natural language processing to scientific machine learning. His work sits at the intersection of AI and manufacturing, bridging academic research with practical industry applications.

### Sessions at this conference

- **Tabular Foundation Models Meet Manufacturing: A Practical Exploration** [Production and Operations] (11:15 AM–12:00 PM)

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