singlasahil14

sortpool2d

A new kind of pooling layer for faster and sharper convergence

barlow

Code for the CVPR 2021 paper: Understanding Failures of Deep Networks via Robust Feature Extraction

salient_imagenet

Code for the ICLR 2022 paper. Salient Imagenet: How to discover spurious features in deep learning?

orthogonal-convolution

Github repo for my experiments with the orthogonal convolution idea

loss-exps

Experiments with different loss functions for image classification

SOC

Code for the ICML 2021 and ICLR 2022 papers: Skew Orthogonal Convolutions, Improved deterministic l2 robustness on CIFAR-10 and CIFAR-100

CASO

code for the paper https://arxiv.org/abs/1902.00407

CONV-SV

A fast and efficient way to compute a differentiable bound on the singular values of convolution layers

resnet-exps

Experiments with center loss function for image classification on resnet architecture

word-language-model

word-language-model imported and modified from pytorch-examples

fantastic-four

Code for the ICLR paper: https://openreview.net/forum?id=JCRblSgs34Z

so-robust

Code for ICML paper "Second-Order Provable Defenses against Adversarial Attacks"

improved_l2_robustness

sparse-convolution

Code for sparse convolution written in C++

data-augmentation

Code for fast data augmentation

singlasahil14.github.io

archai

Reproducible Rapid Research for Neural Architecture Search (NAS)

cs224d-psets

cs224d (Deep learning for NLP) psets solutions

dcd

Code for data-centric debugging paper

ImageNetV2

A new test set for ImageNet

improved_wgan_training

Code for reproducing experiments in "Improved Training of Wasserstein GANs"

machine-learning-interview

Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

models

Models built with TensorFlow

robust-apps

robust_overfitting

robust_representations

Code for "Learning Perceptually-Aligned Representations via Adversarial Robustness"

robustness

A library for experimenting with, training and evaluating neural networks, with a focus on adversarial robustness.

singlasahil14_old

sngan_projection

GANs with spectral normalization and projection discriminator

spoofing

ARP and DNS Spoofing