School: "Inverse Problems and Deep Learning"

• Quỹ Simon
• Trung tâm UNESCO 

Quỹ Simons và Trung tâm UNESCO sẽ tài trợ cho Trường và sẽ tài trợ cho một số các nhà khoa học chi phí đi lại, cư trú … trong thời gian hội thảo. Các nhà khoa học, học viên, sinh viên có nhu cầu tham gia hội thảo và tài trợ tham gia hội thảo, xin gửi email tới GS Đinh Nho Hào, hao@math.ac.vn.

Monday morning, 25/3/2019

8h45: Registration

1. 9h: Introduction to inverse problems, Peter Maass
2. Introduction of artificial intelligence, Hans-Georg Zimmermann

Monday afternoon, 25/3/2019

1. 14h: Neural networks and feedforward architectures, Hans-Georg Zimmermann
2. First experiments, Daniel Otero Baguer

Tuesday morning, 26/3/2019

1. Feed forward networks continues including CNN's, Hans-Georg Zimmermann
2. Simple networks for inverse problems, Peter Maass

Tuesday afternoon, 26/3/2019

1. Convergence properties of simple networks for inverse problems, Peter Maass
2. Numerical experiments, Daniel Otero Baguer

18h -21h: Banquet

Wednesday: 27/03/1019

• H.-G- Zimmermann: Neural networks
• P. Maass: Solving inverse problems with neural networks, first approaches and unrolled iteration schemes (ISTA)
• D. Otero/P. Maass: The math behind neural networks for 2 x 2 matrix equations
• D. Otero: Training of neural networks, implementing backpropagation, different loss functions

Thursday: 28/03/2019

• H.-G. Zimmermann: Neural networks
• P. Maass: Theoretical investigations of specific network architectures, e.g. deep prior networks for inverse problems
• D. Otero: Continuation, e.g. also including some forecasting data from SIEMENS

Friday: 29/03/2019

• H.-G- Zimmermann: Neural networks
• P. Maass: Neural networks for advanced inverse problems (CT, MPI)
• D. Otero: Final session

E-mail: hao@math.ac.vn (GS. Đinh Nho Hào)