Josh Gardner's repositories

driving-with-data-detroit

Code for paper "Driving With Data: Modeling and Forecasting Vehicle Fleet Maintenance in Detroit".

ffn-tracer

Neuron tracing based on flood-filling networks (FFN)

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subgroup-robustness-grows-on-trees

Code for the NeurIPS 2022 paper "Subgroup Robustness Grows on Trees: An Empirical Baseline Investigation"

dro

Experiments in distributionally-robust optimization

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characterizing-rd-of-dp

Code for "Characterizing the Representation Disparity of Differential Privacy"

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cleverhans

An adversarial example library for constructing attacks, building defenses, and benchmarking both

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DomainBed

DomainBed is a suite to test domain generalization algorithms

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fairlearn

A Python package to assess and improve fairness of machine learning models.

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federated

Federated learning experiments

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federated-1

A framework for implementing federated learning

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ffn

Flood-Filling Networks for instance segmentation in 3d volumes.

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group_DRO

Distributionally robust neural networks for group shifts

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jukemir

Perform transfer learning for MIR using Jukebox!

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keras-vggface

VGGFace implementation with Keras Framework

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librosa

Python library for audio and music analysis

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llama-recipes

Scripts for fine-tuning Llama2 with composable FSDP & PEFT methods to cover single/multi-node GPUs. Supports default & custom datasets for applications such as summarization & question answering. Supporting a number of candid inference solutions such as HF TGI, VLLM for local or cloud deployment.Demo apps to showcase Llama2 for WhatsApp & Messenger

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LLaVA

Large Language-and-Vision Assistant built towards multimodal GPT-4 level capabilities.

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progressive_growing_of_gans

Progressive Growing of GANs for Improved Quality, Stability, and Variation

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pyvacy

Differentially Private Optimization for PyTorch 👁🙅‍♀️

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rtdl

Research on Tabular Deep Learning (Python package & papers)

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scikeras

Scikit-Learn API wrapper for Keras.

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scikit-learn

scikit-learn: machine learning in Python

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stylegan

StyleGAN - Official TensorFlow Implementation

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StyleGAN-Tensorflow

Simple & Intuitive Tensorflow implementation of StyleGAN (CVPR 2019 Oral)

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tensorboardX

tensorboard for pytorch (and chainer, mxnet, numpy, ...)

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UWrc.github.io

The best research computing website in all the land.

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vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

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