Tyler LaBonte's Projects
Command line reference manager with a single source of truth: the .bib file. Inspired by beets.
An incremental game designed using HTML, CSS, and Javascript. Join forces with a snarky AI to maximize your FLOPS and save the world!
An implementation of CycleGan using TensorFlow
Deformable DETR: Deformable Transformers for End-to-End Object Detection.
Studying gender bias in word embeddings via skipgram and SVD methods; developing fairness regularization and debiasing techniques.
Space trading and exploration game in Java utilizing an ASCII GUI and object-oriented architecture.
Generator for images containing noise profiles that simulate deep space imagery and associated anomalies.
Official codebase for the NeurIPS 2023 paper: Towards Last-layer Retraining for Group Robustness with Fewer Annotations. https://arxiv.org/abs/2309.08534
Quick and extendable experimentation with classification models. My core repository for empirical ML research.
A collection of machine learning practice/tutorial programs, including convolutional neural networks, variational autoencoders, and generative adversarial networks.
Models and examples built with TensorFlow
Linearizing Neural Network training.
Computing various norms/measures on over-parametrized neural networks
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
Official codebase for the paper: The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations
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.
Instructions and scripts for the GPU workstation belonging to the Georgia Tech ML Theory Group
Style guides for Google-originated open-source projects
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.
My personal website.
Tracking website for USC classes, homework, and exams, built in HTML and Javascript for TrojanHacks hackathon. Won Honorable Mention.
My LaTeX notes from the Ph.D. level Advanced Algorithms course at the University of Southern California
My notes from the Ph.D. level Randomized Algorithms course at the University of Southern California.
My LaTeX notes from the Ph.D. level Convex Optimization course at the University of Southern California
A collection of programs I wrote as the lead programmer for my high school's Worlds-qualified VEX Robotics team.
Official codebase for the WACV 2023 paper: Scaling Novel Object Detection with Weakly Supervised Detection Transformers. https://arxiv.org/abs/2207.05205