14 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…
Open data to drive energy efficiency and sustainability
The promotion of energy efficiency and sustainability is one of the priorities of the European Union and Spain, as reflected in the European Green Pact. The availability of open data related to energy production, distribution and consumption allows governments, businesses and citizens to access…
The importance of Critical Minerals: Where to locate data of interest?
The energy transition is also a transition of raw materials. When we imagine a sustainable future, we conceive it based on a series of strategic sectors such as renewable energies or electric mobility. Similarly, we imagine a connected and digital future, where new innovations and business models re…
Open data for AI: UNESCO recommendations on open data
The UNESCO (United Nations Educational, Scientific and Cultural Organization) is a United Nations agency whose purpose is to contribute to peace and security in the world through education, science, culture and communication. In order to achieve its objective, this organisation usually est…
Hot OSM: Collaborative mapping to coordinate emergency response
The humanitarian crisis following the earthquake in Haiti in 2010 was the starting point for a voluntary initiative to create maps to identify the level of damage and vulnerability by areas, and thus to coordinate emergency teams. Since then, the collaborative mapping project known as Hot OSM (OpenS…
Trends in open data around the world
In view of the series of current and future trends around the future of open data indicated in our report, we wanted to check to what extent these - or similar - trends are already present in the global open data community. To this end, we have verified the current activities and future plans of sev…
The value of real-time data through a practical example
Life happens in real time and much of our life, today, takes place in the digital world. Data, our data, is the representation of how we live hybrid experiences between the physical and the virtual. If we want to know what is happening around us, we must analyze the data in real time. In this post,…
Low coding tools for data analysis
The democratisation of technology in all areas is an unstoppable trend. With the spread of smartphones and Internet access, an increasing number of people can access high-tech products and services without having to resort to advanced knowledge or specialists. The world of data is no stranger to thi…
