The bulk of MLIA’s research has centered on machine learning. MLIA has played a significant role in advancing deep learning and neural networks in France, establishing itself as a pioneering group in the field. Over the past 15 years, the team has explored deep learning across various domains, with a primary emphasis on Computer Vision, Natural Language Processing, and Physics-based Deep Learning. Recently, MLIA has expanded its research portfolio to include Machine Learning for Robotics.<\/p>\n\n\n\n
Research theme: <\/strong>Algorithmic aspects of machine learning.<\/p>\n\n\n\n – Language processing,<\/p>\n\n\n\n – Artificial vision,<\/p>\n\n\n\n – Modeling of physical processes,<\/p>\n\n\n\n – Statistical learning for robotics.<\/p>\n\n\n\n – Foundation models,<\/p>\n\n\n\n – Frugality,<\/p>\n\n\n\n – Dynamic systems,<\/p>\n\n\n\n – Robustness\/explicability.<\/p>\n\n\n\nFields of interest:<\/strong><\/h4>\n\n\n\n
Scientific challenges:<\/strong><\/h3>\n\n\n\n
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