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Hey, I'm Tyler! šŸ‘‹

tmlabonte

  • šŸ”­ Iā€™m currently working on generalization theory for deep learning

  • āš”ļø Iā€™m currently learning high-dimensional statistics

  • šŸ’¬ Ask me about flat minima

  • šŸ‘Øā€šŸ’» Visit my website tyler-labonte.com

  • šŸ“« Reach me at [email protected]

  • šŸ¦ Follow me on twitter

  • šŸŽø Fun fact: my favorite band is Talking Heads

Tyler LaBonte's Projects

bibo icon bibo

Command line reference manager with a single source of truth: the .bib file. Inspired by beets.

compute icon compute

An incremental game designed using HTML, CSS, and Javascript. Join forces with a snarky AI to maximize your FLOPS and save the world!

deformable-detr icon deformable-detr

Deformable DETR: Deformable Transformers for End-to-End Object Detection.

embedding-fairness icon embedding-fairness

Studying gender bias in word embeddings via skipgram and SVD methods; developing fairness regularization and debiasing techniques.

finalfrontier icon finalfrontier

Space trading and exploration game in Java utilizing an ASCII GUI and object-oriented architecture.

image_generator icon image_generator

Generator for images containing noise profiles that simulate deep space imagery and associated anomalies.

last-layer-retraining icon last-layer-retraining

Official codebase for the NeurIPS 2023 paper: Towards Last-layer Retraining for Group Robustness with Fewer Annotations. https://arxiv.org/abs/2309.08534

milkshake icon milkshake

Quick and extendable experimentation with classification models. My core repository for empirical ML research.

ml-practice icon ml-practice

A collection of machine learning practice/tutorial programs, including convolutional neural networks, variational autoencoders, and generative adversarial networks.

models icon models

Models and examples built with TensorFlow

polly icon polly

Implementation of Kwek & Pitt (1998) polynomial time randomized algorithm for PAC-learning polytopes. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.30.7509

revisiting-finetuning icon revisiting-finetuning

Official codebase for the paper: The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations

sbhacks2018 icon sbhacks2018

World's Stage: connecting culture through sharing music and dance. Utilizes Google Maps and YouTube API to display music videos from all over the world. Top 20 Ethical Hack out of ALL Major League Hacking hackathon projects in 2017-2018.

simian icon simian

Instructions and scripts for the GPU workstation belonging to the Georgia Tech ML Theory Group

styleguide icon styleguide

Style guides for Google-originated open-source projects

tendies icon tendies

TensorFlow Distributed Image Serving - A lightweight, RESTful remote inference library for decoupling deep learning development and deployment. Example usage cases with CycleGAN and Faster R-CNN. Includes tutorial ipynbs.

trojanhacks2017 icon trojanhacks2017

Tracking website for USC classes, homework, and exams, built in HTML and Javascript for TrojanHacks hackathon. Won Honorable Mention.

vexrobotics icon vexrobotics

A collection of programs I wrote as the lead programmer for my high school's Worlds-qualified VEX Robotics team.

weakly-supervised-detr icon weakly-supervised-detr

Official codebase for the WACV 2023 paper: Scaling Novel Object Detection with Weakly Supervised Detection Transformers. https://arxiv.org/abs/2207.05205

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