Videos

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Deep Learning Dive into the Scanning Transmission Electron Microscopy: Materials Design, Learning Physics, and Atomic Manipulation Thumbnail

Deep Learning Dive into the Scanning Transmission Electron Microscopy: Materials Design, Learning Physics, and Atomic Manipulation

Presenter
  • Sergei Kalinin
October 17, 2019
IPAM
Structured Deep Generative Models Thumbnail

Structured Deep Generative Models

Presenter
  • Adji Bousso Dieng
October 16, 2019
IPAM
Interpretability and explainability from a causal lens Thumbnail

Interpretability and explainability from a causal lens

Presenter
  • Judea Pearl
October 16, 2019
IPAM
Learning structured models of physics Thumbnail

Learning structured models of physics

Presenter
  • Peter Battaglia
October 16, 2019
IPAM
Accelerating Scientific Discovery through Interpretable Machine Learning and Intelligent Experimentation Thumbnail

Accelerating Scientific Discovery through Interpretable Machine Learning and Intelligent Experimentation

Presenter
  • Peter Frazier
October 16, 2019
IPAM
Coordinates, governing equations and limits of model discovery Thumbnail

Coordinates, governing equations and limits of model discovery

Presenter
  • J. Nathan Kutz
October 16, 2019
IPAM
Universal Probabilistic Programming in Simulators Thumbnail

Universal Probabilistic Programming in Simulators

Presenter
  • Atilim Gunes Baydin
October 15, 2019
IPAM
Molecular design blueprints: materials and catalysts from new simulation and machine learning tools Thumbnail

Molecular design blueprints: materials and catalysts from new simulation and machine learning tools

Presenter
  • Heather Kulik
October 15, 2019
IPAM
Maximum Entropy Methods for Combining Physics-Based Simulation with Empirical Data Thumbnail

Maximum Entropy Methods for Combining Physics-Based Simulation with Empirical Data

Presenter
  • Andrew White
October 15, 2019
IPAM
Machine learning based multi-scale modeling Thumbnail

Machine learning based multi-scale modeling

Presenter
  • Weinan E
October 15, 2019
IPAM
Simulating the Universe with Deep Learning Thumbnail

Simulating the Universe with Deep Learning

Presenter
  • Shirley Ho
October 14, 2019
IPAM
Model Interpretability for Building Confidence and Sparking Insight in Scientific Applications Thumbnail

Model Interpretability for Building Confidence and Sparking Insight in Scientific Applications

Presenter
  • Julia Ling
October 14, 2019
IPAM