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followers: 55.0 following: 60.0 repos: 36.0 gists: 19.0

Name: Peter Ma

Type: User

Company: Prev. @CERN @Caltech @CHIMEFRB @UCBerkeleySETI

Bio: ML | Undergrad Math/Phy

Twitter: peterma02

Location: University of Toronto

Blog: https://peterma.ca/

Hey there! 👋

I'm a fourth year undergrad at the University of Toronto and Laidlaw Scholar. Broadly speaking, I'm interested in ML for scientific discovery in the physical sciences.

Research Projects:

@CERN I am 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 building a 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

Peter Ma's Projects

arduino_satellite_proj

Created a project that can connect my computer to a home built cubsat.

bl-armada

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

breakthrough

UC Berkeley's software and documentation for Breakthrough Listen data

deeplearning_fundamentals

Re implementing, from scratch the important neural network architectures using JAX

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 allowing faster fine tuning and cleaner code.

deepwavebackend

frb_gen

Temp holding repository

frozenlakedeepqlearning

gbt_ml_inference

graph_2d_csr

how_to_make_an_evolutionary_tetris_bot

This is the code for the "How to Make an Evolutionary Tetris Bot" by Siraj Raval on Youtube

livelihood

Silen's Firebase shit

mat1510_symbolic_dl

mazereinforcementlearning

Java implementation of Q Learning algorithm. Agent learns to traverse a maze with the shortest distance.

mazesearchdfs

medici1.github.io

meerkatgen

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

ml_gbt_seti

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

ml_gravitationalwaves

non-neg_matrix_factorization

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

ntf_seti_rfi

A novel algorithm in computationally deleting SETI RFI present in multiple scans. It is powered by non negative tensor factorization paired with a unique training method.

petchma

petchma.github.io

phy407-uoft

Computational Physics course

pulsar_folding

Quick notebooks that illustrate the implementation of pulsar folding and searching techniques!

radiotelescopecode

Built a mini radio telescope by measuring voltage changes through a salvaged satellite dish and a raspberry pi. Simple python scripts to measure and interact with the hardware and collect data.

petchma Goto Github PK

Hey there! 👋

Peter Ma's Projects

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