7 posts found
Federated machine learning: generating value from shared data while maintaining privacy
Data is a fundamental resource for improving our quality of life because it enables better decision-making processes to create personalised products and services, both in the public and private sectors. In contexts such as health, mobility, energy or education, the use of data facilitates more effic…
The role of open data in the evolution of SLM and LLM: efficiency vs. power
Language models are at the epicentre of the technological paradigm shift that has been taking place in generative artificial intelligence (AI) over the last two years. From the tools with which we interact in natural language to generate text, images or videos and which we use to create creativ…
Linguistic corpora: the knowledge engine for AI
The transfer of human knowledge to machine learning models is the basis of all current artificial intelligence. If we want AI models to be able to solve tasks, we first have to encode and transmit solved tasks to them in a formal language that they can process. We understand as a solved task informa…
Different approaches to identifying high-value data
Since the publication of Directive (EU) 2019/1024 on open data and re-use of public sector information, the European Commission is undertaking a number of actions to develop the concept of high-value data that this directive introduced as an important novelty in June 2019.
We recall that high-value…
What is a data dictionary and why is it important?
Data has occupied a fundamental place in our society in recent years. New technologies have enabled a data-driven globalization in which everything that happens in the world is interconnected. Using simple techniques, it is possible to extract value from them that was unimaginable just a few years a…
Data vocabularies: why are they important?
Each individual, organization or group uses a number of common words in their daily communication, which would be their personal vocabularies. The greater the number of words we use, the greater our ability to communicate, but it can also be a barrier, increasing the difficulty of understanding othe…
Linked Open Vocabularies (LOV)
One of the main barriers to the deployment of linked data is the difficulty that data editors have to determine which vocabularies to use to describe their semantics. These vocabularies provide the "semantic glue" that allows simple data to become "meaningful data".
Linked Open Vocabularies (LOV)…
