CORDIS Project
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This project aims to create a solid theoretical foundation for deep learning, addressing its current limitations as a black-box approach. It will develop new algorithms and tools that improve model selection, training, and performance evaluation, ultimately benefiting applications in computer vision, audio processing,…
The recent advances in deep learning (DL) have transformed many scientific domains and have had major impacts on industry and society.
Despite their success, DL methods do not obey most of the wisdoms of statistical learning theory, and the vast majority of the current DL techniques mainly stand as poorly understood black-box algorithms.
Even though DL theory has been a very active research field in the past few years, there is a significant gap between the current theory and practice: (i) the c…
INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET AUTOMATIQUE
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