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Advanced Statistics meets Machine Learning III Workshop

US/Central
Room 102 (Argonne - Bldg 201)

Room 102

Argonne - Bldg 201

9700 Cass Ave, Lemont, IL 60439
Description
The "Advanced Statistics meets Machine Learning III" workshop will cover a number of topics in modern machine learning and advanced statistics, with a focus on cosmological applications. Topics to be discussed includes, but is not limited to, Bayesian inference, inverse problems, uncertainty quantification, likelihood free methods, noisy and low-dimensional data, unsupervised deep learning, dimensionality reduction, adversarial techniques, generative models and scaling of statistical methods to HPC. This workshop aims to bring together statistics and machine learning communities to exchange ideas, and to help solving problems related to cosmology. Apart from regular talks and discussions, we plan to have hands-on sessions where problem statements and data will be provided beforehand. We strongly encourage participants to provide their own interesting problems and relevant data to be worked on during the hands-on sessions. Short presentations related to the problem statements, data or solutions would be ideal.
Site Map
Participants
  • Adrian Pope
  • Ahmed Attia
  • Andrew Hearin
  • Arindam Fadikar
  • Benjamin Gutierrez-Garcia
  • Carlo Graziani
  • Claude-Andre Faucher-Giguere
  • Dave Higdon
  • Drew Schmidt
  • Dustin Tran
  • Earl Lawrence
  • Elise Jennings
  • Emil Constantinescu
  • Eve Kovacs
  • Francois Lanusse
  • George Ostrouchov
  • Himanshu Sharma
  • Jeffrey Emberson
  • Julio Jonas Chaves Montero
  • Katrin Heitmann
  • Krishnan Raghavan
  • Matthew Becker
  • Nathan Wycoff
  • Nesar Ramachandra
  • Nicholas Frontiere
  • Patricia Larsen
  • Prasanna Balaprakash
  • Rebecca Willett
  • Romit Maulik
  • Salman Habib
  • Sandeep Madireddy
  • Steve Rangel
  • Tanwi Mallick
  • Viktor Reshniak
  • Vishwas Rao
  • Xiaofeng Dong
  • Yuan-Sen Ting
Support
    • 1
      Registration Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 2
      Introduction and Welcome Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Salman Habib
    • 3
      FlowPM: Distributed Particle-Mesh N-body Simulation in TensorFlow - Presentation Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Francois Lanusse
    • 10:00 AM
      Open Discussion & Coffee Break Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 4
      Statistical Computing on Large Parallel Architectures - Presentation Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      George Ostrouchov
    • 5
      Robust learning with implicit residual networks Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Viktor Reshniak
    • 6
      Intro to toy problems Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 12:00 PM
      Open Discussions & Lunch Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 7
      Hands-On Sessions & Group Discussions Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 2:30 PM
      Open Discussion & Coffee Break Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 8
      Hands-On Sessions & Group Discussions Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 9
      Learning to Solve Inverse Problems in Imaging and Sample Complexity - Presentation Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Rebecca Willett
    • 10
      Tackling the limitations of conventional reduced-order models for nonlinear dynamical systems using convolutional autoencoders - Presentation Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Romit Maulik
    • 10:00 AM
      Open Discussion & Coffee Break Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 11
      Uncertainty Quantification and Bayesian Deep Learning - Presentation Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Elise Jennings
    • 12
      Efficient computation of extreme excursion probabilities for dynamical systems - Presentation Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Vishwas Rao
    • 13
      Simulation-Based Disaggregation of LIBS Spectra Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
      Earl Lawrence
    • 12:00 PM
      Open Discussion & Lunch Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 14
      Hands-On Sessions & Group Discussions Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 2:30 PM
      Open Discussion & Coffee Break Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 15
      Hands-On Sessions & Group Discussions Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 5:30 PM
      Workshop Dinner Room 102

      Room 102

      Argonne - Bldg 201

    • 16
      Hands-on Session Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 17
      Final Presentations Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 12:00 PM
      Open Discussion & Lunch Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439
    • 18
      Wrap-Up Discussions & Conclusions Room 102

      Room 102

      Argonne - Bldg 201

      9700 Cass Ave, Lemont, IL 60439