Andrea Cossu's Projects
📝 Easily create a beautiful website using Academic, Hugo, and Netlify
My github landing page
The Abstraction and Reasoning Corpus
Avalanche: a End-to-End Library for Continual Learning
Awareness Opt-out task rephrased for artificial neural networks
Continual Learning utilities
Continual Learning tutorials and demo running on Google Colaboratory.
Continual learning baselines and strategies from popular papers, using Avalanche. We include EWC, SI, GEM, AGEM, LwF, iCarl, GDumb, and other strategies.
Code to reproduce experiments from the paper "Continual Pre-Training Mitigates Forgetting in Language and Vision" https://arxiv.org/abs/2205.09357
Continual Learning with Gated Incremental Memories for Sequential Data Processing. IJCNN 2020. Continual Learning with Recurrent Neural Networks (RNNs) inspired by Progressive network architecture.
Evaluation of Continual Learning with Recurrent Neural Networks
Differentiable Neural Computer using PyTorch
EP
eXplaning continual learning with SHAP
Materials for the Deep Learning laboratory of the Master in Big Data and Machine Learning from University of Pisa
MultiLayer Perceptron implementation in Matlab. It provides gradient descent with standard momentum and 3 different types of conjugate gradient as learning algorithms.
Machine Learning examples for Data Science course @ tree
Moving MNIST as PyTorch Dataset
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.
My personal website at https://www.andreacossu.com
PyTorch (0.4.0) implementation of a single layer Perceptron but with gradient descent instead of perceptron learning rule.
Tensors and Dynamic neural networks in Python with strong GPU acceleration
Neural Machine Translation
Question Dependent Recurrent Entity Network
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
Study of different topologies for RON
Smart application project, an interactive system able to understand question, retrieve information and reply with an user-friendly interface
ContinualAI official website