The Modern Mathematics of Artificial Intelligence: From Reliable AI to Quantum Computing

Talk Title: The Modern Mathematics of Artificial Intelligence: From Reliable AI to Quantum Computing
Speaker: Prof. Dr. Gitta Kutyniok
Date: April 26th, 2023
Abstract: Artificial intelligence is currently changing our society in an unprecedented manner. A similarly strong impact can be witnessed on basically any area of science. However, one current major drawback is the lack of reliability of such methodologies. It is therefore crucial to develop a profound mathematical foundation of artificial intelligence. In this lecture we will first provide an introduction into this exciting research field. We will then survey several high impact results in this realm, ranging from expressivity over generalization to explainability of such methods. Finally, we will discuss fundamental limitations in terms of computability, which seriously affects reliability of artificial intelligence approaches, and reveal a connection with quantum computing.