Soumya Banerjee's repositories
Bayesian-Neural-Networks
Pytorch implementations of Bayes By Backprop, MC Dropout, SGLD, the Local Reparametrization Trick, KF-Laplace, SG-HMC and more
brain-inspired-replay
A brain-inspired version of generative replay for continual learning with deep neural networks (class-incremental learning on CIFAR-100; PyTorch code).
BSS_distillation
Knowledge Distillation with Adversarial Samples Supporting Decision Boundary (AAAI 2019)
Continual-Learning-Benchmark
Evaluate three types of task shifting with popular continual learning algorithms.
DiscriminativeActiveLearning
Code and website for DAL (Discriminative Active Learning) - a new active learning algorithm for neural networks in the batch setting. For the blog:
EWC-
OnlineEWC and EWC++ implementations, the online versions of Elastic weight consolidation
interview
Everything you need to prepare for your technical interview
JEM
Project site for "Your Classifier is Secretly an Energy-Based Model and You Should Treat it Like One"
machine-learning-dgm
Learning to Remember: A Synaptic Plasticity Driven Framework for Continual Learning
Machine-Learning-for-Imbalanced-Data
Machine Learning for Imbalanced Data, published by Packt
models
Models and examples built with TensorFlow
Pytorch-Adversarial-Training-CIFAR
This repository provides simple PyTorch implementations for adversarial training methods on CIFAR-10.
satellite-image-deep-learning
Resources for deep learning with satellite & aerial imagery
SiT
Self-supervised vIsion Transformer (SiT)
slideshare-to-pdf
A command line python script to help you back up your SlideShare presentations to PDF. — http://grub.cballenar.me/
SRAAL
State-Relabeling Adversarial Active Learning
TA-VAAL
Source code for Task-Aware Variational Adversarial Active Learning
tensorpack
A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility