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Scientific Machine Learning using SciML.pdf

Need for simulations in design of physical systems, role of open source software in the space. SciML set of tools walkthrough with examples.

Scientific Machine Learning using SciML.pdf

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Scientific Machine Learning
using SciML
Aniket Kulkarni
Aniket Kulkarni
● MSc in Computational Fluid Dynamics from
Cranfield University
● Presales & application development @ Ansys
● Lead Data Scientist @ Aligned Automation
About Me
lnk.bio/ani.kulkarni
Physical Systems
System
Modules/
subsystems/
components
Design Aspects Electrical
Mechanical
Molecular
Fluid Dynamics
Virtual Modelling
● What is virtual modelling?
○ Wave equation :
○ Heat equation :
○ Existing tools - Matlab, Ansys etc.
● The need
○ Cost reduction
○ Visualization
● Need for open source tools
SciML
● Julia language
○ Speed
○ Python-like
SciML
● Software suite for scientific machine learning
○ Modelling
○ Solvers
○ Analysis
○ Machine Learning
○ Developer Tools

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Scientific Machine Learning using SciML.pdf