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sauddy/README.md
  • 👋 Hi, I’m @Sayantan. I am currently an NPP fellow at NASA Jet Propulsion Lab. I research the intersection of physics and machine learning.
  • 👀 I’m also developing Deep Learning models to detect exoplanets from the Atacama Large Millimeter/submillimeter Array (ALMA). Additionally, I run computer simulations (Magnetohydrodynamic models) to study the formation of Planet and Star formation.
  • 🌱 I’m currently learning to apply Generative models like GAN
  • 💞️ I’m looking to collaborate on ML projects with applications in Astrophysics.
  • 📫 You can reach me @sayantanauddyy21@gmail.com

Pinned

  1. GRINN GRINN Public

    We solve hydrodynamical equation including self-gravitating using Physics Informed Neural Networks. We study Jeans instability in self-gravitating gas in star forming molecular clouds

    Jupyter Notebook 2 1

  2. DPNNet-2.0 DPNNet-2.0 Public

    Disk Planet Convolutional Neural Network

    Jupyter Notebook 1

  3. Generative_Models Generative_Models Public

    Image augmentation using Generative Machine Learning

    Jupyter Notebook

  4. DPNNet-Bayesian DPNNet-Bayesian Public

    Implementing Bayesian Deep Learning for estimating planet mass from observed PPDs

    Jupyter Notebook

  5. DPNNet-RT DPNNet-RT Public

    Jupyter Notebook

  6. Lognormal-Powerlaw-fit Lognormal-Powerlaw-fit Public

    Selecting the best model to fit a distribution which has lognormal and/or power-law features.

    Jupyter Notebook 1