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Working From Space
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Working From Space

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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.

Research Projects:

  • @CERN I helped develop firmware and ML algorithms on FPGA's as part of the Liquid Argon Digital Signal Processor upgrade on ATLAS for the future High-Luminosity Large Hadron Collider.
  • @BerkeleySETI explored using geometric deep learning search pipeline for the MeerKAT telescope.
  • @Caltech LIGO I built probablistic deep learning models to solve a non-linear dynamic control problem arising in stabilizing LIGO's mirrors.
  • @Dunlap Institute of Astronomy & Astrophysics I worked on developing ML algorithms for Fast Radio Burst detection for CHIME radio telescope.
  • @University of Toronto Dept. Computer Science I work on developing LLM for equation extraction and symbolic regression.
  • @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.

Research+Blog | Twitter

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  1. 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 27 6

  2. 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

  3. DeepSeti DeepSeti Public

    Python Library Implementation of DeepSeti- Algorithm designed to detect anomalies in Radio Seti. The library facilitates the custom architecture and training loops required for the algorithm allowi…

    Python 18

  4. MeerKATgen MeerKATgen Public

    MeerKAT radio telescope simulation package. Built to simulate multibeam antenna data.

    Python 6 1

  5. 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

  6. 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