The Dawn of Artificial Intelligence in Public Life
3
Spectacular Success in Science
4
Impact on Mathematical Problem Settings
5
Artificial Intelligence = Alchemy?
6
Problem with Reliability
7
Role of Mathematics Two Key Challenges for Mathematics
8
First Appearance of Neural Networks
9
Artificial Neurons
10
Affine Linear Maps and Weights
11
Definition of a Deep Neural Network
12
Training of Deep Neural Networks
13
Mathematics for Artificial Intelligence
14
Glimpse into Generalization
15
Graph Neural Networks
16
A Special Form of Generalization Capability
17
Generalization Result
18
Glimpse into Explainability
19
Artificial Intelligence for Mathematics
20
Anisotropic Structures as Model for Images
21
(Cone-adapted) Discrete Shearlet Systems
22
Optimally Sparse Approximation Theorem (K. Lin, 2011)
23
Solving Inverse Problems
24
(Limited Angle) Computed Tomography
25
Zooming in on the Limited-Angle CT Problem
26
Numerical Results
27
Deep Network Shearlet Edge Extractor (DeNSE)
28
Numerical Deep Learning Approaches to PDES
29
What can Deep Neural Networks do?
30
Theoretical Results
31
A Serious Problem Computability on Digital Machines (informal)
32
Some Thoughts on the Result
33
Conclusions
Description:
Explore the mathematics behind artificial intelligence in this 45-minute lecture by Gitta Kutyniok. Delve into the impact of AI on public life, sciences, and mathematics, focusing on inverse problems and numerical analysis of partial differential equations. Gain insights into the development of a mathematical foundation for AI and novel approaches to solving complex mathematical problems. Examine fundamental limitations of AI methodologies, particularly in terms of computability. Learn about neural networks, generalization capabilities, explainability, and the application of AI to mathematical challenges such as image processing and computed tomography. Discover the potential and limitations of deep neural networks in solving partial differential equations, and consider the implications of computability on digital machines for AI development.