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Vincenzo Lomonaco
Vincenzo Lomonaco

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Published in PyTorch

·Pinned

Avalanche: and End-to-End Library for Continual Learning based on PyTorch

Antonio Carta, Andrea Cossu, Hamed Hemati, Lorenzo Pellegrini, Gabriele Graffieti, Vincenzo Lomonaco — Why Avalanche? ❄️ Avalanche is an End-to-End Continual Learning Library (now part of the PyTorch Ecosystem!) powered by ContinualAI with the unique goal of providing a shared and collaborative open-source (MIT licensed) codebase for fast prototyping, training and reproducible evaluation of continual learning algorithms.

Continual Learning

4 min read

Avalanche: and End-to-End Library for Continual Learning based on PyTorch
Avalanche: and End-to-End Library for Continual Learning based on PyTorch

Jun 16, 2021

Call for Interest in PhD, Post-Doc and Visiting Positions on Continual Learning

Join one of the largest AI & Continual Learning Italian research groups! — Introduction We are looking for expressions of interest from motivated prospective PhD students and Post-Docs to join our Pervasive AI Lab at the University of Pisa & CNR, working on Continual Learning with Deep Architectures and related topics. The lab is one of the larger Italian groups working on AI and…

Ph D

3 min read

Call for Interest in PhD, Post-Doc and Visiting Positions on Continual Learning
Call for Interest in PhD, Post-Doc and Visiting Positions on Continual Learning

Published in ContinualAI

·Mar 5, 2020

Latent Replay for Real-Time Continual Learing at the Edge

Bringing State-of-the-art Continual Learning to Embedded Devices — Artificial Intelligence (AI) technologies have the potential to radically transform the way we experience the world and connect with other people by making the objects around us “smarter”: gathering and processing information, making decisions, adapting to changes, and interacting with humans and other objects, rather than being simply hard-programmed in…

Continual Learning

7 min read

Latent Replay for Real-Time Continual Learing at the Edge
Latent Replay for Real-Time Continual Learing at the Edge

Published in Towards Data Science

·Dec 10, 2019

Towards Neuroscience-Grounded Artificial Intelligence

Why There Will be no Human-Level Artificial Intelligence Before Understanding Biological Intelligence First. — In the last decade we have witnessed a renewed interest in Artificial Intelligence and revamped hopes for its future developments. …

Artificial Intelligence

9 min read

Towards Neuroscience-Grounded Artificial Intelligence
Towards Neuroscience-Grounded Artificial Intelligence

Published in ContinualAI

·Aug 24, 2019

Continual Learning for Production Systems

The new “Agile” in the Machine Learning Era — Introduction The Agile software development approach, popularized around 2010 by the Manifesto for Agile Software Development, advocates adaptive planning, evolutionary development, early delivery, and continual improvement as key properties in order to provide a rapid and flexible response to increasingly fast changes of the market and its requisites.

Machine Learning

7 min read

Continual Learning for Production Systems
Continual Learning for Production Systems

Published in ContinualAI

·Jul 1, 2019

ContinualAI: a Non-Profit Research Organization on Continual Learning for AI

Vincenzo Lomonaco, Keiland Cooper, Natalia Díaz Rodríguez, Timothée Lesort, German I. Parisi, Davide Maltoni, Lorenzo Pellegrini, Giacomo Bartoli, Jidin Dinesh, Manish Agnihotri, Martin Mundt — Humans have the extraordinary ability to learn continually from experience. Not only can we apply previously learned knowledge and skills to new situations, we can also use these as the foundation for later learning. …

Machine Learning

7 min read

ContinualAI: a Non-Profit Research Organization  on Continual Learning for AI
ContinualAI: a Non-Profit Research Organization  on Continual Learning for AI

Published in Overcoming Deep Learning: AI 2.0

·Mar 6, 2019

Continual Distributed Homomorphic Learning: the Future of AI?

Towards the concept of Fluid Intelligence — In the last decade we have witnessed a tremendous progress in Artificial Intelligence (AI) due to recent Machine Learning (ML) advances. Deep Learning (DL) models and techniques have enabled a major leap in automation complexity, enabling a large set of new applications involving high-dimensional perceptual data, which were even unthinkable…

Machine Learning

5 min read

Continual Distributed Homomorphic Learning: the Future of AI?
Continual Distributed Homomorphic Learning: the Future of AI?

Published in ContinualAI

·Dec 14, 2018

Summary of the 2nd “Continual Learning” Workshop at NeurIPS 2018

Highlights, Open Issues and Future Directions — Introduction Continual Learning is an exciting topic getting more and more attention lately in the AI community. While the “Continual Learning” workshop was born at NeurIPS in 2016, it did not take place in 2017 leading to its second and most successful edition in 2018, the 7th of December, just a…

Machine Learning

6 min read

Summary of the 2nd “Continual Learning” Workshop at NeurIPS 2018
Summary of the 2nd “Continual Learning” Workshop at NeurIPS 2018

Published in AI for People

·Apr 23, 2018

On the Myth of AI Democratization

Co-written by Vincenzo Lomonaco and Marta Ziosi — The last decade has witnessed tremendous advancements in the context of Artificial Intelligence (AI) to the point that many are framing it not only as a groundbreaking technology but even as “the new electricity” echoing the unique impact its analogue counterpart had and still has on our society. Despite the…

Artificial Intelligence

18 min read

On the Myth of AI Democratization
On the Myth of AI Democratization

Published in ContinualAI

·Oct 4, 2017

Why Continual Learning is the key towards Machine Intelligence

The last decade has marked a profound change in how we perceive and talk about Artificial Intelligence. …

Machine Learning

11 min read

Why Continual Learning is the key towards Machine Intelligence
Why Continual Learning is the key towards Machine Intelligence
Vincenzo Lomonaco

Vincenzo Lomonaco

AI & Continual Learning Assistant Professor @ Unipi | Co-Founding President & Lab Director @ ContinualAI.org | Personal Website: http://vincenzolomonaco.com

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