adam-dziedzic

bandlimited-cnns

Band-limited Training and Inference for Convolutional Neural Networks

adam-dziedzic.github.io

Adam Dziedzic's personal website.

awesome-ml-privacy-attacks

An awesome list of papers on privacy attacks against machine learning

capc-demo

capc-demo

materials

Bonus materials, exercises, and example projects for our Python tutorials

private-transformers

Make differentially private training of transformers easy

albumentations

Fast image augmentation library and an easy-to-use wrapper around other libraries. Documentation: https://albumentations.ai/docs/ Paper about the library: https://www.mdpi.com/2078-2489/11/2/125

bloom_filters

DatasetInferenceForSelfSupervisedModels

Differentially-Private-Fine-tuning-of-Language-Models

dino

PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

DP-OPT

DP-OPT: Make Large Language Model Your Privacy-Preserving Prompt Engineer

entropy_estimators

Estimators for the entropy and other information theoretic quantities of continuous distributions

erc_template

ERC Proposal template (StG, CoG, AdG)

federated

A collection of Google research projects related to Federated Learning and Federated Analytics.

GaNDLF-1

A generalizable application framework for segmentation, regression, and classification using PyTorch

GaussianDistillation

Data-free knowledge distillation using Gaussian noise (NeurIPS paper)

Generalized-ODIN-Implementation

imagenet-fast

imagenet18

Code to reproduce "imagenet in 18 minutes" experiments

mae

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

mkultra

Prompt tuning toolkit for GPT-2 and GPT-Neo

ml-swissknife

My ML research codebase

MML-Book

Code / solutions for Mathematics for Machine Learning (MML Book)

P-tuning

A novel method to tune language models. Codes and datasets for paper ``GPT understands, too''.

P-tuning-v2

An optimized deep prompt tuning strategy comparable to fine-tuning across scales and tasks

PrefixTuning

Prefix-Tuning: Optimizing Continuous Prompts for Generation

private_prompt

SAT-selective-cls

Self-Adaptive Traning for Selective Classification.

simsiam

PyTorch implementation of SimSiam https//arxiv.org/abs/2011.10566