fornax-navo / fornax-demo-notebooks

Demo notebooks for the Fornax project
https://fornax-navo.github.io/fornax-demo-notebooks/
BSD 3-Clause "New" or "Revised" License
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GSoC2024 `Added my solution for the DL starter problem` #245

Closed Shashankss1205 closed 1 month ago

Shashankss1205 commented 3 months ago

Added my solutions for the gsoc'24 toy test for ML/DL by Nasa, solving Issue #243

Description and Analysis: This PR demonstrates how I systematically explored galaxy measurement interpolation methods, including linear and polynomial interpolation, PyTorch-based neural networks (ML/DL), and support vector regression model. Through meticulous evaluation and visual confirmations, I showcased their efficacy and accuracy in predicting measurements at desired wavelengths.

Linear Interpolation Results

Screenshot from 2024-03-14 12-19-41

Polynomial Interpolation Results

Screenshot from 2024-03-14 12-19-49

DL-ML based Interpolation Results

Screenshot from 2024-03-14 12-19-55

Support Vector Machine based Interpolation Results

Screenshot from 2024-03-14 12-20-01

jkrick commented 1 month ago

This was a starter problem for GSoC2024 and not meant to be merged.