11 posts found
Satellite Data Analysis: A Window on the World from Space - Application in Fisheries Monitoring and Management
Satellite data has become a fundamental tool for understanding and monitoring our planet from a unique perspective. This data, collected by satellites in orbit around the Earth, provides a global and detailed view of various terrestrial, maritime and atmospheric phenomena that have applications in m…
SLM, LLM, RAG and Fine-tuning: Pillars of Modern Generative AI
In the fast-paced world of Generative Artificial Intelligence (AI), there are several concepts that have become fundamental to understanding and harnessing the potential of this technology. Today we focus on four: Small Language Models(SLM), Large Language Models(LLM), Retrieval Augmented Generation…
RAG techniques: how they work and examples of use cases
In recent months we have seen how the large language models (LLMs ) that enable Generative Artificial Intelligence (GenAI) applications have been improving in terms of accuracy and reliability. RAG (Retrieval Augmented Generation) techniques have allowed us to use the full power of n…
How Artificial Intelligence and Open Data can re-imagine our cultural future
We are currently in the midst of an unprecedented race to master innovations in Artificial Intelligence. Over the past year, the star of the show has been Generative Artificial Intelligence (GenAI), i.e., that which is capable of generating original and creative content such as images, text or music…
Open data as a source of knowledge for generative artificial intelligence
Generative artificial intelligence refers to machine’s ability to generate original and creative content, such as images, text or music, from a set of input data. As far as text generation is concerned, these models have been accessible, in an experimental format, for some time, but began to generat…
Artificial Intelligence applied to the identification and classification of diseases detected by radiodiagnosis
In this post we have described step-by-step a data science exercise in which we try to train a deep learning model with a view to automatically classifying medical images of healthy and sick people.
Diagnostic imaging has been around for many years in the hospitals of develo…
Citizen science and open data to help society
Some time ago we talked about the power of citizen science to generate open data. As we explained then, citizen science initiatives seek to encourage citizens to contribute to various scientific activities and research through their efforts, knowledge, tools and resources.
The participatory n…
Open data: the great allies to eradicate inequality
Is it possible to find in the data the necessary help to solve the real problems that our society faces? While it is true that data alone cannot be transformed into food for the most disadvantaged, nor can it make weapons disappear in conflict zones or inequalities in the world, they are very useful…
How open data can help in the refugee crisis
According to the United Nations Agency for Refugees (UNHCR), we are currently witnessing the highest levels of displacement of people registered in recent history. In 2019, it is estimated that more than 70 million people have been forced to leave their homes, including 25.9 million legal refugees,…
Open data as a tool to reduce inequalities
The public sector is not only a great provider of open data, but also one of its main users. Open data facilitates contact and direct communication between governments and citizens. This can drive more efficient and effective public policies.
Among other areas, open data has great potential to devel…