9 posts found
Explainable artificial intelligence (XAI): how open data can help understand algorithms
The increasing adoption of artificial intelligence (AI) systems in critical areas such as public administration, financial services or healthcare has brought the need for algorithmic transparency to the forefront. The complexity of AI models used to make decisions such as granting credit or making a…
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…
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…
A common language to enable interoperability between open dataset catalogs
Open data plays a relevant role in technological development for many reasons. For example, it is a fundamental component in informed decision making, in process evaluation or even in driving technological innovation. Provided they are of the highest quality, up-to-date and ethically sound, data can…
Hackathons, a new way of attracting talent
Technology is now an essential component of our daily lives. It is no secret that a large number of companies worldwide have been making significant investments in order to digitize their processes, products or services and thus offer greater innovation in them.
All this has led to an increase in th…
APIs for open data Access
Last December, the Congress of Deputies approved Royal Decree-Law 24/2021, which included the transposition of Directive (EU) 2019/1024 on open data and the reuse of public sector information. This Royal Decree amends Law 37/2007 on the reuse of public sector information, including new requirements…
What are the advantages of participating in a hackathon or data-related competition like the Aporta Challenge?
Hackathons, contests or challenges related to data are a different way to test your ideas and/or knowledge, while acquiring new skills. Through this type of competition, solutions to real problems are sought, often in multidisciplinary teams that share diverse knowledge and points of view. In additi…
Importance of Data Cataloguing
Every day in the world, large amounts of data are generated that constitute an incredible potential for knowledge creation. Much of this data are generated by organisations that make them available to citizens.
It is recommended that the publication of these data in open data portals, such as datos.…
Research data repositories: re3data.org
The research data is very valuable, and its permanent access is one of the greatest challenges for all agents involved in the scientific world: research staff, funding agencies, publishers and academic institutions. The long-term conservation of data and the culture of open access are sources of new…