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Davide Coccomini
Davide Coccomini

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Published in Towards Data Science

·Pinned

On Transformers, TimeSformers, and Attention

An exciting revolution from text to videos — Transformers are a very powerful Deep Learning model that has been able to become a standard in many Natural Language Processing tasks and is poised to revolutionize the field of Computer Vision as well.

Transformers

15 min read

Transformers: An exciting revolution from text to videos
Transformers: An exciting revolution from text to videos
Transformers

15 min read


Jan 10

Avatar The Way of Water Trailer generated by MidJourney

We are witnessing an incredible evolution of text-to-image systems such as Stable Diffusion and MidJourney. Many of them are becoming easily accessible to everyone, through apps, Discord channels, sites or even through the same source code used by developers. The imagination of thousands of people has exploded by using them…

Avatar

5 min read

Avatar The Way of Water Trailer generated by MidJourney
Avatar The Way of Water Trailer generated by MidJourney
Avatar

5 min read


Published in Towards Data Science

·May 19, 2022

Transformers and Multimodal: The Same Key for all Data Types

The world of Machine Learning is undoubtedly fascinating, constantly growing, and capable of touching the most diverse sectors, from medicine to space racing, from catering to big manufacturing. …

Multimodal

8 min read

Transformers and Multimodal: The Same Key for all Data Types
Transformers and Multimodal: The Same Key for all Data Types
Multimodal

8 min read


Published in Towards Data Science

·Sep 14, 2021

The Creative Side of Vision Transformers

Vision Transformers generating images and painting photos — What's creativity? The most accredited definition is the following: “Creativity is the capability of creating novel things” It is considered one of the most important and irreplaceable peculiarities of humankind. But if this is such a special characteristic, it would be impossible for a neural network to imitate it, isn't…

Vision Transformer

8 min read

The Creative Side of Vision Transformers
The Creative Side of Vision Transformers
Vision Transformer

8 min read


Published in Towards Data Science

·Aug 12, 2021

How does an AI Imagine the Universe?

Exploiting Generative Adversarial Networks to generate new worlds, galaxies and stars — What’s out there? In this vast, infinite and inconceivable universe… Stars, planets, nebulae and celestial bodies are colliding, orbiting, being born and dying since the dawn of time.

Space

6 min read

How does an AI Imagine the Universe?
How does an AI Imagine the Universe?
Space

6 min read


Published in Towards Data Science

·Jul 30, 2021

Self-Supervised Learning in Vision Transformers

What is self-supervised learning and how has it been applied to Vision Transformers? — Anyone who has ever approached the world of machine learning has certainly heard of supervised learning and unsupervised learning. These are in fact two important possible approaches to Machine Learning that have been widely used for years. Only recently, however, has there been an explosion of a new term, Self-Supervised…

Vision Transformer

8 min read

Self-Supervised Learning in Vision Transformers
Self-Supervised Learning in Vision Transformers
Vision Transformer

8 min read


Published in Towards Data Science

·Jul 23, 2021

Vision Transformers or Convolutional Neural Networks? Both!

Exploring various ways to build hybrid architectures using Convolutional Neural Networks and Vision Transformers — The field of Computer Vision has for years been dominated by Convolutional Neural Networks (CNNs). Through the use of filters, these networks are able to generate simplified versions of the input image by creating feature maps that highlight the most relevant parts. …

Vision Transformers

6 min read

Vision Transformers or Convolutional Neural Networks? Both!
Vision Transformers or Convolutional Neural Networks? Both!
Vision Transformers

6 min read


Published in Towards Data Science

·Jun 15, 2021

How you can fight Climate Change with Machine Learning

Help to solve this emergency and make the difference! — Our planet's proper functioning and survival rely on a delicate balance of a vast heterogeneity of animal, plant, and microorganism species that contribute to the ecosystem established on Earth.

Machine Learning

11 min read

How you can fight Climate Change with Machine Learning
How you can fight Climate Change with Machine Learning
Machine Learning

11 min read


Published in Towards Data Science

·Jun 2, 2021

Is attention what you really need in Transformers?

Exploring promising alternatives and improvements to self-attention mechanism in Transformers models. — In recent years there has been an explosion of methods based on self-attention and in particular Transformers, first in the field of Natural Language Processing and recently also in the field of Computer Vision. If you don’t know what Transformers are, or if you want to know more about the…

Transformers

7 min read

Is attention what you really need in Transformers?
Is attention what you really need in Transformers?
Transformers

7 min read


Published in Towards Data Science

·May 3, 2021

On DINO, Self-Distillation with no labels

Exploiting an innovative approach for self-supervised learning of Vision Transformers — It has been clear for some time that the Transformers had arrived in the field of computer vision to amaze, but hardly anyone could have imagined such astonishing results from a Vision Transformer in such a short time since their first application. In this article, we discuss one of the…

Dino

6 min read

On DINO, Self-Distillation with no labels
On DINO, Self-Distillation with no labels
Dino

6 min read

Davide Coccomini

Davide Coccomini

226 Followers

Artificial Intelligence and Data Engineer | Machine Learning Passionate | LinkedIn: https://www.linkedin.com/in/davide-coccomini/

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