Videos

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Introduction to Topological Data Analysis and Machine Learning

Presenter
  • John Harer
October 23, 2014
ICERM
A Neural Network Approach to Learning Steady States and Their Stability of Parametric Dynamical Systems Thumbnail

A Neural Network Approach to Learning Steady States and Their Stability of Parametric Dynamical Systems

Presenter
  • Xiaochuan Tian
May 15, 2024
IMSI
Datamodels: Predicting Predictions with Training Data Thumbnail

Datamodels: Predicting Predictions with Training Data

Presenter
  • Aleksander Madry
March 7, 2022
SLMath

Characterizing Transitions in Developmental Biology using Topological Machine Learning

Presenter
  • Dhananjay Bhaskar
December 17, 2021
ICERM
Deep Learning: Triangle Machine Learning Day - Stacking Audience Models -- Using an Ensemble Approach for Predictive Modeling, Susan Xia Thumbnail

Deep Learning: Triangle Machine Learning Day - Stacking Audience Models -- Using an Ensemble Approach for Predictive Modeling, Susan Xia

September 20, 2019
SAMSI
Deep Learning Opening Workshop: Horseshoe Regularization for Machine Learning in Complex and Deep Models, Anindya Bhadra Thumbnail

Deep Learning Opening Workshop: Horseshoe Regularization for Machine Learning in Complex and Deep Models, Anindya Bhadra

August 12, 2019
SAMSI
Probabilistic data fusion and physics-informed machine learning: A new paradigm for modeling and computation under uncertainty Thumbnail

Probabilistic data fusion and physics-informed machine learning: A new paradigm for modeling and computation under uncertainty

Presenter
  • Paris Perdikaris
September 28, 2018
IPAM
Fundamentals of Artificial Intelligence and Machine Learning (Part 2/2) Thumbnail

Fundamentals of Artificial Intelligence and Machine Learning (Part 2/2)

Presenter
  • Frank Noe
September 17, 2020
IPAM
Fundamentals of Artificial Intelligence and Machine Learning (Part 1/2) Thumbnail

Fundamentals of Artificial Intelligence and Machine Learning (Part 1/2)

Presenter
  • Frank Noe
September 15, 2020
IPAM
The interplay between physically motivated simulations and machine learning Thumbnail

The interplay between physically motivated simulations and machine learning

Presenter
  • Kyle Cranmer
September 9, 2019
IPAM
PMED Transition Workshop: Advances in PMED and Machine Learning Thumbnail

PMED Transition Workshop: Advances in PMED and Machine Learning

May 21, 2019
SAMSI
Machine Learning for the Materials World Thumbnail

Machine Learning for the Materials World

Presenter
  • Efthimios (Tim) Kaxiras
December 5, 2016
IPAM