Geometry & Learning from Data (Online)

Videos from CMO Workshop

, MPI MIS
- 09:46
Geometry and topology of data
Watch video | Download video: 202110250900-Jost.mp4 (51M)
, Harvard University
- 10:49
Groups and symmetries in Gaussian graphical models
Watch video | Download video: 202110251000-Seigal.mp4 (53M)
, UCLA
- 11:55
Aligning Shape Data from Brain Imaging: applications to fMRI time series, diffusion tractography
Watch video | Download video: 202110251100-Joshi.mp4 (69M)
, Universidad de Guadalajara
- 13:47
Environmental object mapping using geometric algebra and machine learning
Watch video | Download video: 202110251300-Arana-Daniel.mp4 (57M)
, Google Research
- 14:49
Evaluating attribution with Graph Neural Networks
Watch video | Download video: 202110251400-Sanchez-Lengeling.mp4 (65M)
, TUHH
- 10:54
On the invariance of the natural gradient for learning in deep neural networks
Watch video | Download video: 202110261000-Ay.mp4 (85M)
, The Ohio State University
- 12:00
The ultrametric Gromov-Wasserstein distance
Watch video | Download video: 202110261100-Memoli.mp4 (84M)
, Naval Postgraduate School
- 13:54
Tree Topologies along a Tropical Line Segment
Watch video | Download video: 202110261300-Yoshida.mp4 (68M)
, University of Michigan
- 15:01
Information Geometry: A Tutorial
Watch video | Download video: 202110261400-Zhang.mp4 (77M)
, Instituto Nacional de Enfermedades Respiratorias
- 17:36
Panel: AI & Public Institutions, with Dr. Eduardo Ulises Moya, Dra. Paola Villareal, and Dra. Yalbi Itzel Balderas Martinez.
Watch video | Download video: 202110261630-Balderas-Martinez.mp4 (186M)
, LIX Ecole Polytechnique
- 09:56
Efficient learning on curved surfaces via diffusion
Watch video | Download video: 202110270900-Ovsjanikov,.mp4 (66M)
, Université Côte d'Azur and INRIA
- 10:51
Curvature effects in Geometric statistics : empirical Frechet mean and parallel transport accuracy.
Watch video | Download video: 202110271000-Pennec.mp4 (69M)
, Indiana University Bloomington
- 12:07
Tensor decomposition based network embedding algorithms for prediction tasks on dynamic networks.
Watch video | Download video: 202110271100-Connell.mp4 (76M)
, UC Santa Barbara
- 13:51
Geomstats: a Python Package for Riemannian Geometry in Statistics and Machine Learning
Watch video | Download video: 202110271300-Miolane.mp4 (62M)
, University of California Santa Barbara
- 15:03
A Blob Method for Diffusion and Applications to Sampling and Two Layer Neural Networks
Watch video | Download video: 202110271400-Craig.mp4 (86M)
, Northeastern University
- 17:41
Panel: Professional Development, with Prof. Tina Eliassi-Rad and Prof. Jesús de Loera
Watch video | Download video: 202110271630-Eliassi-Rad.mp4 (246M)
, University of California San Diego
- 09:56
Learning with Optimal Transport
Watch video | Download video: 202110280900-Cloninger.mp4 (67M)
, Technion-Israel Institute of Technology
- 10:52
On Geometry and Learning
Watch video | Download video: 202110281000-Kimmel.mp4 (65M)
, University of Pennsylvania
- 12:02
Does the Data Induce Capacity Control in Deep Learning?
Watch video | Download video: 202110281100-Chaudhari.mp4 (67M)
, University of Hawaii at Manoa
- 14:54
Learning phylogenetic networks using invariants
Watch video | Download video: 202110281400-Gross.mp4 (75M)
, Queen Mary University London
- 10:47
A topological perspective on weather regimes
Watch video | Download video: 202110291000-Otter.mp4 (61M)
, UT Austin
- 11:58
Structure in point clouds by tensor decompositions
Watch video | Download video: 202110291100-Kileel.mp4 (72M)
, Caltech
- 13:57
Random Tessellation Features and Forests
Watch video | Download video: 202110291300-OReilly.mp4 (64M)