Data Driven Modeling For Scientists

Data-Driven Modeling for Scientists & Engineers (1/6): From measurements to models

Unlock the power of

Data-Driven Modeling for Scientists & Engineers (5/6): Real-life examples

Data

The two big families of models: Mechanistic vs. Data-driven

When we talk about digital twins and AI in water treatment, we often hear about machine learning and

Data-Driven Modeling for Scientists & Engineers (4/6): Sparse regression

Discover how we can use sparse regression and

Data-driven model discovery: Targeted use of deep neural networks for physics and engineering

website: faculty.washington.edu/kutz This video highlights physics-informed machine learning architectures that allow...

Data-Driven Modeling for Scientists & Engineers (6/6): Embeddings and Observability

Data

Data Driven Modeling of Unknown Systems with Deep Neural Networks – Dongbin Xiu

IMA Data

FAU MoD Lecture: Data Driven Modeling for Scientific Discovery and Digital Twins

Date: Mon. April 20, 2026 Event: FAU MoD Lecture Organized by: FAU MoD, the Research Center for Mathematics of

Data-Driven Modeling for Scientists & Engineers (2a/6): Heat equation meets ML

In Part 2 of my

Data-Driven Modeling for Scientists & Engineers (2b/6): Heat equation meets ML | Gray Box modeling

In this advanced lecture on

Alexandria Volkening: Data-Driven Modeling

Recording of Alexandria Volkening's tutorial "

[Part 1] Physics-driven vs Data-driven models

Physics

Dr. Russ Rockne: A machine learning biology applying data driven model discovery methods

Russ Rockne (https://twitter.com/rrockne) presents "SA machine learning biology applying