Taxonomy of principal distances and divergences!

Poster on the taxonomy of main statistical distances with their underlying geometries! Credit:
Frank Nielsen; PDF 🔗 https://franknielsen.github.io/GSI/Poster-Distances.pdf

#EuclideanGeometry #HyperbolicGeometry #SphericalGeometry #StatisticalGeometry #RiemannianGeometry #NonEuclideanGeometry #DifferentialGeometry #AffineDifferentialGeometry #InformationGeometry #QuantumGeometry #MatrixGeometry #Taxonomy #PrincipalDistance #Divergence #Distance #Generalization

Indian-American mathematician C R Rao awarded International Prize in Statistics for revolutionary work read more at https://www.mindvoice.live/indian-american-mathematician-c-r-rao-awarded-international-prize-in-statistics-for-revolutionary-work/

#mindvoice #mindvoicenews #currentaffairs #currentnews #latestnews #mastodonsocial #CRrao #InternationalPrizeInStatistics #NobelPrize #mathematician #statistician #revolutionarywork #statistics #informationgeometry #datascience #Higgsboson #artificialintelligence #radar #quantumphysics #science
#India

Manifold Alignment

In this article, I go through a brief overview of how to use manifold alignment for the unification of multiple datasets.

https://towardsdatascience.com/manifold-alignment-c67fc3fc1a1c

#manifold #informationgeometry #datascience #ai #machinelearning #statistics #mathematics #python

Another recent paper with @miyamotohk: The Fisher–Rao loss for learning under label noise https://link.springer.com/article/10.1007/s41884-022-00076-8
#NeuralNetworks #MachineLearning #InformationGeometry

Just got an early Christmas gift! #optimization, #informationgeometry, #differentialgeometry

Just got an early Christmas gift! #optimization, #informationgeometry, #deeplearning

Who am I, and why am I here? #introduction

I am a machine learning researcher, using tools from #Bayes, #stats, #optimization, #informationgeometry, #deeplearning, signal processing, etc.

I care deeply about people, their well-being, inclusion, diversity, equity, privacy, and justice.

I believe in slow and rigorous scientific process, to add value to existing knowledge, and improve positive impact on society.

I am here to learn about all of these.

More about at https://emtiyaz.github.io/

Retweeting information geometry journal
📽️Shun-ichi Amari Interview (2021) by @INNSociety
Part 1. How did you get into the field? (02:39)
Part 2. What is the most significant accomplishments? (04:29)
Part 3. What are you working on now? (08:15) ... and more!
#informationgeometry
See here
https://www.youtube.com/embed/jk6fe5j47qM?start=109