Skip to content
View PetchMa's full-sized avatar
🌌
Working From Space
🌌
Working From Space

Highlights

  • Pro

Block or report PetchMa

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
PetchMa/README.md

Hey there! 👋

I'm a first year graduate student at the UC Berkeley. Broadly speaking, I'm interested in ML for scientific discovery in the physical sciences. Grad Research Projects

  • Rubin LSST developing and deploying a Neural Active Optics Control system for the newly completed Vera C. Rubin Observatory
  • Neural Compression ...
  • Inverse Optics Design ...

Undergrad Research Projects:

  • @CERN I developed firmware and ML algorithms for FPGAs as part of the Liquid Argon Digital Signal Processor upgrade for the High-Luminosity LHC.
  • @Caltech LIGO I built probablistic deep learning models to solve a non-linear dynamic control problem in stabilizing LIGO's mirrors to nanometer precision with KHz inference speeds.
  • @Dunlap Institute of Astronomy & Astrophysics I worked on developing ML algorithms for Fast Radio Burst detection for CHIME radio telescope.
  • @University of Toronto Dept. Astronomy and Astrophysics I work on developing Graph Neural Networks and Simulation Based Inferencing to infer, from stellar streams, the mass of dark matter substructure in the Milkyway.
  • @University of Toronto Dept. Computer Science I work on developing LLM for equation extraction and symbolic regression.
  • @BerkeleySETI explored using geometric deep learning search pipeline for the MeerKAT telescope.

Research+Blog | Twitter

Pinned Loading

  1. TARTS TARTS Public

    (T)riple-stage (A)lignment and (R)econstruction using (T)ransformer (S)ystems

    Python

  2. ML_GBT_SETI ML_GBT_SETI Public

    This is the development repository for the search algorithm using semi-unsupervised technique for Summer Research @UCBerkeleySETI.

    Jupyter Notebook 29 8

  3. UCBerkeleySETI/BL-Scale UCBerkeleySETI/BL-Scale Public

    Cloud-based platform for scaling Breakthrough Listen's SETI search algorithms to process petabytes of data

    Python 2

  4. BL-Armada BL-Armada Public

    Breakthrough Listen Armada - on-premise distributed computing workload manager. Collection of my scripts to spawn an array of workloads to make life easier.

    Shell 1

  5. non-neg_matrix_factorization non-neg_matrix_factorization Public

    Non Negative Matrix Factorization Algorithm implemented in Fortran. This will be used for Kmeans clustering algorithm as a means of dimensionality reduction.

    Fortran 2

  6. BLADE_FRBNN BLADE_FRBNN Public

    FRBNN detector for BLADE

    Python 3