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Patrick Royce Johnstone's Projects

cyclegan-extragrad icon cyclegan-extragrad

PyTorch Implementation of CycleGAN and SSGAN for Domain Transfer (Minimal) with experimental optimizers such as extragrad

distributedps icon distributedps

Distributed Projective Splitting using PyTorch's Distributed Package

formalconvexopt icon formalconvexopt

A Formalization of Convex Optimization Solvers in the Lean Proof Assistant

kegg_ml icon kegg_ml

Incorporating KEGG pathways into ML models for Phenotype prediction

nfl_optimal_divisions icon nfl_optimal_divisions

This software finds the "correct" conference assignment for the teams based on lat/long and an intuitive cost function. It uses google's OR-tools Mixed Integer Programming (MIP) solver to solve the resulting assignment problem.

opsplitting_robustml icon opsplitting_robustml

Operator splitting methods applied to a distributionally-robust logistic regression learning problem

proj_split_mpi icon proj_split_mpi

Parallel implementation of projective splitting using MPI in Python (mpi4py package)

proj_split_pub icon proj_split_pub

Projective splitting (public). This runs some of the experiments on the lasso using projective splitting which appear in: Projective Splitting with Forward Steps: Asynchronous and Block-Iterative Operator Splitting, https://arxiv.org/pdf/1803.07043.pdf

subgv2 icon subgv2

These are the experiments for the paper "Faster subgradient methods for functions with Hölderian growth", available here https://link.springer.com/content/pdf/10.1007/s10107-018-01361-0.pdf

videomaev2 icon videomaev2

[CVPR 2023] VideoMAE V2: Scaling Video Masked Autoencoders with Dual Masking

vision icon vision

Datasets, Transforms and Models specific to Computer Vision

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