Explores the learning dynamics of deep neural networks using linear networks for analysis, covering two-layer and multi-layer networks, self-supervised learning, and benefits of decoupled initialization.
Explores the fundamentals of requirements definition in systems engineering, emphasizing the importance of clear and concise requirements for successful system design.
Covers the Macroscopic Fundamental Diagram in traffic flow modeling, discussing its physical properties, regularity conditions, and congestion propagation.