National Workshop cum FDP on Deep Learning in Scientific Computing
24-28 March 2025
jointly organized by
Centre for Mathematical and Financial Computing (CMFC),
Department of Mathematics, and
Centre for Machine Learning and Big Data Analytics (CMLBDA),
in association with Indian Society for Mathematical Modeling and Computer Simulation (ISMMACS)
- dlsc2025@lnmiit.ac.in
About LNMIIT, Jaipur
The LNM Institute of Information Technology is a deemed-to-be-university established in 2002 as a joint venture between Govt. of Rajasthan and Lakshmi & Usha Mittal (LUM) Foundation as a philanthropic initiative. It is accredited by the National Assessment & Accreditation Council (NAAC) as an ‘A’ grade institution and all the engineering programmes of the institute are approved by the AICTE. It offers programmes such as B.Tech., B.Tech.-M.Tech. (5-year integrated degree), M.Tech., M.S. by Research, M.Sc. and Ph.D. For more details, please visit www.lnmiit.ac.in
About the Workshop
The workshop cum FDP is jointly organizing by CMFC, Department of Mathematics, CMLBDA in association with Indian Society for Mathematical Modeling and Computer Simulation (ISMMACS). Machine learning and deep learning techniques have gained significant popularity in recent years, particularly in the context of scientific computing. This workshop cum FDP aims to introduce participants to Machine Learning, Deep Learning, and Physics-Informed Neural Networks (PINNs), with a focus on their applications in solving ordinary and partial differential equations. Tailored for PhD students, postdoctoral researchers, and faculty members, the workshop is designed to provide both theoretical insights and practical knowledge that can be directly applied to their teaching and research.
The workshop will cover both classical methods and the latest advances in deep learning for computational mathematics. Participant young researchers and scientists will receive a foundational understanding of neural networks and hands-on training with relevant tools and libraries. The workshop provides essential tools and knowledge for cutting-edge research in deep learning for scientific computing. The workshop also highlights challenges and opportunities, focusing on how deep learning can address real-world issues in various domains such as society, the environment, fluid dynamics, meteorology, and financial markets.
Additionally, the workshop is aligned with the Artificial Intelligence mission of the GOI and aims to raise awareness of the connections between mathematics, deep learning, and real-world problems, by engaging closely with academia and industry to develop core research capability.
We are confident that this intensive five-day workshop, set in the vibrant academic environment of LNMIIT Jaipur, will provide ample opportunities for collaboration and further research development among participants and speakers.