Andrea Cossu's repositories

Relation-Network-PyTorch

Implementation of Relation Network and Recurrent Relational Network using PyTorch v1.3. Original papers: (RN) https://arxiv.org/abs/1706.01427 (RRN): https://arxiv.org/abs/1711.08028

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continual-pretraining-nlp-vision

Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2205.09357

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ContinualLearning-SequentialProcessing

Continual Learning with Gated Incremental Memories for Sequential Data Processing. IJCNN 2020. Continual Learning with Recurrent Neural Networks (RNNs) inspired by Progressive network architecture.

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clutils

Continual Learning utilities

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ContinualLearning_RecurrentNetworks

Evaluation of Continual Learning with Recurrent Neural Networks

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explainable-continual-learning

eXplaning continual learning with SHAP

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DNC-pytorch

Differentiable Neural Computer using PyTorch

Perceptron-PyTorch-Autograd

PyTorch (0.4.0) implementation of a single layer Perceptron but with gradient descent instead of perceptron learning rule.

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LabDeepLearning-MasterBigData

Materials for the Deep Learning laboratory of the Master in Big Data and Machine Learning from University of Pisa

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MLP

MultiLayer Perceptron implementation in Matlab. It provides gradient descent with standard momentum and 3 different types of conjugate gradient as learning algorithms.

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RandomizedCoupledOscillators

Official code for Coupled Oscillatory RNN (ICLR 2021, Oral)

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academic-kickstart

đź“ť Easily create a beautiful website using Academic, Hugo, and Netlify

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AndreaCossu

My github landing page

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ARC

The Abstraction and Reasoning Corpus

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avalanche

Avalanche: a End-to-End Library for Continual Learning

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awareness-optout

Awareness Opt-out task rephrased for artificial neural networks

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colab

Continual Learning tutorials and demo running on Google Colaboratory.

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continual-learning-baselines

Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.

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MLtree

Machine Learning examples for Data Science course @ tree

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MovingMNIST

Moving MNIST as PyTorch Dataset

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MultipleFindReplace

Python script that find a list of term in a file and replace them with the corresponding terms. The lists of terms to be found and replaced have to be provided in two separate files.

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mywebsite

My personal website at https://www.andreacossu.com

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pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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PytTorch-NMT

Neural Machine Translation

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RON_topology

Study of different topologies for RON

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Smart_ELF

Smart application project, an interactive system able to understand question, retrieve information and reply with an user-friendly interface

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website

ContinualAI official website

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wiki

ContinualAI Wiki: a collaborative wiki on Continual/Lifelong Machine Learning

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