CORDIS Project
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This project explores the theoretical foundations of deep learning to understand its computational complexities. It aims to develop new algorithms that enhance the practical applications of machine learning across various domains.
One of the most significant recent developments in applied machine learning has been the resurgence of ``deep learning'', usually in the form of artificial neural networks.
The empirical success of deep learning is stunning, and deep learning based systems have already led to breakthroughs in computer vision and speech recognition.
In contrast, from the theoretical point of view, by and large, we do not understand why deep learning is at all possible, since most state ofthe art theoretical resu…
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