Pre-Conference Workshop – CASML 2024
About
The pre-conference workshop aims to upskill people from academia and industry by providing hands-on training experience on Scientific ML techniques like Physics Informed Neural Networks (PINNs), Neural Operators, etc. The workshop will have lecture sessions and hands-on sessions. The pre-conference workshop will be for 2 days from 14-15 December, happening at the Indian Institute of Science.
Schedule
Venue: Biological Science Auditorium, Division of Biological Sciences, IISc Bangalore
| Pre conference workshop | |||||
|---|---|---|---|---|---|
| Date | Day | Start time | End time | Sessions | Speakers |
| 14 Dec | Sat | 09:00 | 09:15 | Inauguration | Prof. Sashikumaar Ganesan and Team |
| 09:15 | 10:00 | Introduction to PDE and numerical methods | Prof. Sashikumaar Ganesan | ||
| 10:00 | 11:00 | Introduction to Tensorflow, Numpy | Thivin Anandh | ||
| 11:00 | 11:20 | Coffee Break | |||
| 11:20 | 12:00 | Introduction to PINNs | Divij Ghose, Himanshu Jain | ||
| 12:00 | 13:00 | Hands on Session: PINNs | Thivin Anandh, Divij Ghose, Himanshu Jain | ||
| 13:00 | 14:30 | Lunch | |||
| 14:30 | 15:15 | Introduction to hp-VPINNs | Thivin Anandh | ||
| 15:15 | 16:30 | Hands on with FastVPINNs | Divij Ghose, Himanshu Jain, Jovita Biju | ||
| 16:30 | 17:00 | Q&A session | |||
| 15 Dec | Sun | 09:00 | 10:00 | PINNs for Navier Stokes Equations | Sai Bhargav P. |
| 10:00 | 11:00 | Introduction to Operator Networks and Neural Operators | Divij Ghose | ||
| 11:00 | 11:20 | Coffee Break | |||
| 11:20 | 13:00 | Hands On Session : Neural Operators | Divij Ghose, Diya Nag Chaudhury, Sai Bhargav P. | ||
| 13:00 | 14:30 | Lunch | |||
| 14:30 | 17:00 | Workshop on NVIDIA Modulus by Team NVIDIA | Mr. Prathu Tiwari & Team (NVIDIA) | ||
Registration
Participants who have successfully registered for the conference and have paid the registration fees are eligible to attend the free pre-conference workshop.
Venue
Division of Biological Sciences, Indian Institute of Science, Bangalore
Important Notes
- Participants are required to bring their own computing devices such as laptops. We will not be providing them.
- Registration for the conference is mandatory to attend the workshop.
Organizing Committee
Prof. Sashikumaar Ganesan
Professor
Department of Computational and Data Sciences, IISc Bangalore
Convenor, AIREX Lab
Founder and CAiO, Zenteiq AiTech Innovations Private Limited
Research Interests: SciML, Parallel Computing, AI-driven Digital Twin
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Thivin Anandh
PhD Student
Department of Computational and Data Sciences, Indian Institute of Science, Bangalore
Research Interests: High Performance Computing, Scientific Machine Learning, PINNs for CFD
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Divij Ghose
Senior Research Fellow
Department of Computational and Data Sciences, Indian Institute of Science, Bangalore
Research Interests: Physics informed Neural Networks, Uncertainty quantification
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