VSehwag

minimal-diffusion

A minimal yet resourceful implementation of diffusion models (along with pretrained models + synthetic images for nine datasets)

pytorch_baseline

Baseline natural/adversarial training framework with mixed precision (amp fp16) + multi-gpu support.

lifelong-robustness

ALAE

[CVPR2020] Adversarial Latent Autoencoders

awesome-anomaly-detection

A curated list of awesome anomaly detection resources

awesome-federated-computing

:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.

guided_diffusion

Forked from https://github.com/openai/guided-diffusion

anomaly-detection-resources

Anomaly detection related books, papers, videos, and toolboxes

Awesome-Pruning

A curated list of neural network pruning resources.

awesome_OpenSetRecognition_list

A curated list of papers & resources linked to open set recognition, out-of-distribution, open set domain adaptation and open world recognition

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

hydra

A framework for pruning adversarially robust neural networks.

ssd

blog

chatgpt_interview_guide_ML

List of machine learning interview questions generated by ChatGPT. Work in progress.

diffusers

🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch

distiller

Neural Network Distiller by Intel AI Lab: a Python package for neural network compression research. https://nervanasystems.github.io/distiller

FreeAdversarialTraining

PyTorch Implementation of Adversarial Training for Free!

gitignore

A collection of useful .gitignore templates

hidden-networks

improved-diffusion

Release for Improved Denoising Diffusion Probabilistic Models

jax_privacy

opacus

Training PyTorch models with differential privacy

pretrained-models.pytorch

Pretrained ConvNets for pytorch: NASNet, ResNeXt, ResNet, InceptionV4, InceptionResnetV2, Xception, DPN, etc.

pytorch_image_classification

PyTorch implementation of image classification models for CIFAR-10/CIFAR-100/MNIST/FashionMNIST/Kuzushiji-MNIST

SPML_seminar

tensorpack

A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility

TRADES

TRADES (TRadeoff-inspired Adversarial DEfense via Surrogate-loss minimization)

vision

Datasets, Transforms and Models specific to Computer Vision

vsehwag.github.io

Personal webpage.