Videos

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A meta-machine-learning method for identifying effective descriptors of materials properties Thumbnail

A meta-machine-learning method for identifying effective descriptors of materials properties

Presenter
  • Luca Ghiringhelli
October 4, 2017
IPAM
Applications of machine learning to materials data Thumbnail

Applications of machine learning to materials data

Presenter
  • Atsuto Seko
October 4, 2017
IPAM
High-throughput experimentation and machine learning for materials discovery Thumbnail

High-throughput experimentation and machine learning for materials discovery

Presenter
  • Ichiro Takeuchi
October 4, 2017
IPAM
How to Escape Saddle Points Efficiently? Thumbnail

How to Escape Saddle Points Efficiently?

Presenter
  • Rong Ge
October 3, 2017
IPAM
Machine learning and global optimization for materials discovery Thumbnail

Machine learning and global optimization for materials discovery

Presenter
  • Logan Ward
October 3, 2017
IPAM
Improving Atomistic Crystal Structure Prediction Searches through Symmetric Initialization Thumbnail

Improving Atomistic Crystal Structure Prediction Searches through Symmetric Initialization

Presenter
  • Patrick Avery
October 3, 2017
IPAM
Scalable and efficient multicanonical algorithms for first-principles based Monte Carlo simulations Thumbnail

Scalable and efficient multicanonical algorithms for first-principles based Monte Carlo simulations

Presenter
  • Ying Li
October 2, 2017
IPAM
Optimization and Search of Energy Landscapes by Evolutionary Algorithms and Data Mining Thumbnail

Optimization and Search of Energy Landscapes by Evolutionary Algorithms and Data Mining

Presenters
  • Luis Vicente
  • Ismael Vaz
October 2, 2017
IPAM
Optimization and Search of Energy Landscapes by Evolutionary Algorithms and Data Mining Thumbnail

Optimization and Search of Energy Landscapes by Evolutionary Algorithms and Data Mining

Presenter
  • Richard Hennig
October 2, 2017
IPAM
Machine learning methods for physics and chemistry 2: Deep learning Thumbnail

Machine learning methods for physics and chemistry 2: Deep learning

Presenter
  • Frank Noé
September 15, 2017
IPAM
Coarse-graining in physical space Thumbnail

Coarse-graining in physical space

Presenter
  • Lorenzo Boninsegna
September 15, 2017
IPAM
Machine learning methods for physics and chemistry 1: Regression and Kernel methods Thumbnail

Machine learning methods for physics and chemistry 1: Regression and Kernel methods

Presenter
  • Frank Noé
September 15, 2017
IPAM