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Arctic Code Vault Contributor

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Arctic Code Vault Contributor

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laserkelvin/README.md

Kelvin Lee

“If you wish to make apple pie from scratch, you must first create the universe”

--Carl Sagan

whoami

  • High performance computing AI/ML researcher/engineer at Intel AXG
  • Former senior postdoc @ MIT Chemistry
  • Former postdoc @ Center for Astrophysics—Harvard & Smithsonian
  • 🇦🇺 Australian, identifies as Kiwi 🇳🇿, born in Hong Kong 🇭🇰, living in Boston, US 🇺🇸
  • PhD in Physical Chemistry @ UNSW Sydney: photodissociation dynamics and spectroscopy of atmospheric molecules

Interests

  • Quantifying uncertainty in quantitative sciences (thinking Bayes) ❓
  • Reproducibility in (data) science 💾
  • Automated workflows and data pipelines 🤖
  • Problem solving with classical machine learning and deep learning 🖥
  • Key to my heart is a beautiful and informative visualization 📊 (Butterick & Tufte 💗)
  • Molecular reaction dynamics and spectroscopy afficionado ⚛

Highlights

Kelvin's Github stats

My SciPy2020 talk on Pythonic and Deep Learning Workflows in Spectroscopy

Worked on a project to have a chance to make the plot above

Pinned

  1. PySpecTools Public

    Routines for rotational spectroscopy analysis written in Python 3

    Python 22 2

  2. learning-neural-networks Public

    A repository of notebooks for teaching neural networks

    Jupyter Notebook 3 1

  3. understanding-ml Public

    Repository of notebooks for understanding how machine learning methods work

    Jupyter Notebook 1 1

  4. rotconML Public

    Probabilistic deep learning models for molecule identification using PyTorch

    Python 2

  5. umda Public

    Unsupervised molecule discovery in astrophysics project

    Jupyter Notebook 3

  6. cookiecutter-pytorch-project Public

    Forked from cjolowicz/cookiecutter-hypermodern-python

    Hypermodern PyTorch Project Cookiecutter

    Python

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May 2022

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