Data science exercises
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From theory to practice: creating a RAG-based conversational agent. 06-02-2025
Introduction In previous content, we have explored in depth the exciting world of Large Language Models (LLM) and, in particular, the Retrieval Augmented Generation (RAG) techniques that are revolutionising the way we interact with conversational...
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05-02-2025
Los portales de datos abiertos son una fuente invaluable de información pública. Sin embargo, extraer insights significativos de estos datos puede resultar desafiante para usuarios sin conocimientos técnicos avanzados. En este ejercicio práctico,...
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Word Embeddings - Practical Exercise on Tag Processing 27-11-2024
Open data portals play a fundamental role in accessing and reusing public information. A key aspect in these environments is the tagging of datasets, which facilitates their organization and retrieval. Word embeddings represent a transformative...
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10-09-2024
1. Introducción Las visualizaciones son representaciones gráficas de datos que permiten comunicar, de manera sencilla y efectiva, la información ligada a los mismos. Las posibilidades de visualización son muy amplias, desde representaciones básicas...
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How to Create an Expert Assistant with Open Data: Building GPT to Answer the Critical Minerals Challenge 28-06-2024
1. Introduction In the information age, artificial intelligence has proven to be an invaluable tool for a variety of applications. One of the most incredible manifestations of this technology is GPT (Generative Pre-trained Transformer),...
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Road to electrification: Deciphering electric vehicle growth in Spain through data analytics 15-04-2024
1. Introduction Visualisations are graphical representations of data that allow to communicate, in a simple and effective way, the information linked to the data. The visualisation possibilities are very wide ranging, from basic representations such...
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Predictive analisys of electric consuption in the city of Barcelona 08-11-2023
1. Introduction Visualizations are graphical representations of data that allow you to communicate, in a simple and effective way, the information linked to it. The visualization possibilities are very extensive, from basic representations such as...
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Analysis of travel networks in BICIMAD 11-09-2023
1. Introduction Visualizations are graphical representations of data that allow the information linked to them to be communicated in a simple and effective way. The visualization possibilities are very wide, from basic representations, such as line,...
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Study on nutrition in spanish homes 20-06-2023
1. Introduction Visualizations are graphical representations of data that allow the information linked to them to be communicated in a simple and effective way. The visualization possibilities are very wide, from basic representations, such as line,...
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Analysis of meteorological data using the "ggplot2" library 12-04-2023
1. Introduction Visualizations are graphical representations of data that allow the information linked to them to be communicated in a simple and effective way. The visualization possibilities are very wide, from basic representations, such as a line...