Atomic architect. Wrangler of neural nets. Geometry junkie. blondegeek.

Resume / CV

Past Talks

Mischief

Upcoming Travel and Talks

• Berkeley Lab Postdoc Research SLAM!, Berkeley Lab, September 19, 2019, Berkeley, CA

• Workshop I: From Passive to Active: Generative and Reinforcement Learning with Physics, IPAM at UCLA, September 23-27, 2019, Los Angeles, CA

• CECAM-Lorentz workshop on Computing Complex Mechanical Systems, EPFL, January 22-24, 2020, Lausanne, Switzerland

Code

• Euclidean Neural Networks

  Convolutional neural networks for point clouds and voxels with Euclidean symmetries (3D translation and 3D rotation). The current code (on the point branch) is a merger of the work from Tensor field networks and 3D Steerable CNNs.

Recent publications

• Tensor Field Networks

  code: paper repo / recent – se3cnn

• An Automatically Curated First-Principles Database of Ferroelectrics (under review)

  code:
  pymatgen.analysis.ferroelectricity /
  atomate…workflow…ferroelectric
  
  data:
  ferroelectric_search_site
  figshare (1) (2) (3)