Vincenzo Lomonaco's Projects
Official implementation of the Averaged Gradient Episodic Memory (A-GEM) in Tensorflow
AR1* with Latent Replay, implemented in PyTorch
:atom: The hackable text editor
Avalanche: a End-to-End Library for Continual Learning.
Caffe: a fast open framework for deep learning.
Caffe models in TensorFlow
A PyTorch implementation of CapsNet based on Geoffrey Hinton's paper "Dynamic Routing Between Capsules"
A PyTorch implementation of CapsNet architecture in the NIPS 2017 paper "Dynamic Routing Between Capsules".
PyTorch implementation of various methods for continual learning (XdG, EWC, SI, DGR, LwF, Replay-through-Feedback).
Evaluate three types of task shifting with popular continual learning algorithms.
CORe50: a new Dataset and Benchmark for Continual Learning
Implementation of recent Deep Learning papers
How to create a challenge on EvalAI?
TensorFlow implementation of Elastic Weight Consolidation
Implementation of AR1* and CWR* Continual Learning techniques for the NICv2 scenario
Continuum Learning with GEM: Gradient Episodic Memory
This is a public repo with information about what kinds of things people put in lab handbooks.
PyTorch Implementation of iCaRL
Sandbox for training convolutional networks for computer vision
Pytorch implementation of the paper "Revisiting Distillation and Incremental Classifier Learning."
Implementation of Latent Replay, a Continual Learning strategy for Real-Time / On The Edge applications
A simple, easy to use MNIST loader written in Python 3
NorbCreator: an easy way to sequentialize the NORB dataset.
The OpenMined Unity Application
Implementation of "Overcoming catastrophic forgetting in neural networks" in Tensorflow
Code to accompany our paper "Continual Learning Through Synaptic Intelligence" ICML 2017
Peer-assessed portion of the Course Project in Practical Machine Learning on Coursera
Private Deep Learning Client