Ramkumar
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Project works
Here are the project works that I would like to share.
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Building Physics-Informed Neural Networks from Scratch
PINNs
neural networks
A physics-informed neural network (PINN) is an artificial neural network that learns the function from mathematical constraints that govern the underlying physics to be…
Sep 22, 2026
Ramkumar
Visualizing The 3D Chaotic Systems
ODEs
Dynamical systems
The present work is about providing visual experience on the 3D chaotic systems described in the book
Elegant Automation - Robotic Analysis of Chaotic Systems
by Julien…
Aug 23, 2025
Ramkumar
Extreme Learning Machines
Neural networks
Code
Extreme Learning Machines is a fast-training algorithm for the
Single Layer Feedforward Networks
(SLFNs) introduced by
Huang et al. (2006)
. The highlights from their…
Apr 27, 2025
Ramkumar
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