Postdoctoral Researcher
Joined Spring 2021
- Ph.D., Mechanical Engineering, Iowa State University, 2026
- M.S., Statistics, Iowa State University, 2024
- M.S., Statistics, University of Calcutta, 2016
- B.S., Statistics, University of Calcutta, 2014
Souradeep is a postdoctoral researcher in the lab, which he joined in Spring 2021. He is interested in machine learning, especially unsupervised learning methods and their applications across domains. He has a deep interest in astronomy and has published papers analyzing astronomical data with machine learning methods. His hobbies include singing and reading; his favorite author is Dan Brown, and he is an ardent fan of Sherlock Holmes.
Research interests: Machine learning, unsupervised learning, astronomical data analysis
Publications with the lab (7)
- Predicting mild cognitive impairment using naturalistic driving and trip destination modeling — Transportation Research Interdisciplinary Perspectives (2026)
- Directional Concentration Uncertainty: A representational approach to uncertainty quantification for generative models — International Conference on Artificial Intelligence and Statistics (AISTATS 2026) (2026)
- The impact of market orientation and brand storytelling on Shark Tank evaluations – a B2B and large language modeling perspective — Journal of Business and Industrial Marketing (2024)
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- In the Mix: A Workshop Merging Computational Chemistry and Electrochemistry Alongside Data Science — Journal of chemical education (2024)
- Multi-modal AI for ultra-precision agriculture — Harnessing Data Science for Sustainable Agriculture and Natural Resource … (2024)
- A comprehensive study on soybean yield prediction using soil and hyperspectral reflectance data — Multidisciplinary Digital Publishing Institute (2023)
- Data driven ensemble learning for soybean yield prediction — 2nd AAAI Workshop on AI for Agriculture and Food Systems (2023)
soura (@) iastate.eduLinkedIn