Manan Mehta Email & Phone Number

Mountain View, Ca, Us

Redwood City, California, United States

Building generative AI applications for various use cases

Urbana-Champaign Area

Advisor: Prof. Chenhui Shao- Conducted research focused on advanced machine learning methods for smart manufacturing- Demonstrated the first applications of federated learning in additive manufacturing and machine fault diagnosis- Formulated a novel clustering algorithm to tackle on-device statistical heterogeneity in federated learning- Developed an end-to-end response surface methodology for multi-task learning with input-dependent noise- Formulated a novel framework to… Show more Advisor: Prof. Chenhui Shao- Conducted research focused on advanced machine learning methods for smart manufacturing- Demonstrated the first applications of federated learning in additive manufacturing and machine fault diagnosis- Formulated a novel clustering algorithm to tackle on-device statistical heterogeneity in federated learning- Developed an end-to-end response surface methodology for multi-task learning with input-dependent noise- Formulated a novel framework to combine active learning and multi-task learning for Gaussian processes- Enabled highly data-efficient, flexible, and accurate modeling in crucial manufacturing applications like defect detection from images, fault diagnosis from sensor signals, part qualification after 3D printing, and surface shape prediction Show less

Shakopee, Minnesota, United States

- Formulated and deployed ML models for wafer metrology using sensor data- Improved the performance of existing ML models by over 80% in Seagate factories

Tualatin, Oregon, United States

- Automated the detection of Fluorine deposition depth from images- Performed statistical analysis of machine age data for remaining useful life prediction- Programmed a physics-informed heat transfer solver for deposition tools

Bengaluru, India

- Final year project with the Computer-Aided Engineering team- Built CFD models, wrote Python scripts to analyze and infer experimental data

Hannover Area, Germany

Pune, India

Ph.D., Mechanical Engineering With Graduate Minor, Statistics

Dissertation: Data-efficient machine learning for decision-making in smart manufacturing

B.E. (Hons.), Mechanical Engineering

Activities and Societies: Inspired Karters Baja, Department of Informals, Student Academic Cell