EXPLORE YOUR DATA The fundamentals of network visualization - PowerPoint PPT Presentation

Feb 13, 2024 •256 likes •560 views

EXPLORE YOUR DATA The fundamentals of network visualization @aheineike Amy Heineike Former Director of Mathematics, Quid Inc ` WHATS INSIDE AN EXPERTS BRAIN? WHAT IS IN THE WHOLE SET? WHAT ARE THE RELATIONSHIPS? WHATS TRENDING?

EXPLORE YOUR DATA The fundamentals of network visualization @aheineike Amy Heineike Former Director of Mathematics, Quid Inc
`
WHATS INSIDE AN EXPERTS BRAIN?
WHAT IS IN THE WHOLE SET?
WHAT ARE THE RELATIONSHIPS?
WHAT’S TRENDING?
Organizations in Machine Learning News Links if they are mentioned together
EXPLICIT CONNECTIONS IMPLICIT SIMILARITY
Machine Learning News 16k articles ~ 1k unique
LAYOUT: FORCE DIRECTED COLOUR: COMMUNITY DETECTION SIZE: DEGREE (NUMBER OF EDGES)
Machine Learning News 16k articles ~ 1k unique Bayesian Regression / Deep Learning Oxford / Google
Machine Learning News 16k articles ~ 2k unique Infosys collaborates with Stanford University Microsoft to buy Israeli text-analysis IIT Kharagpur, IIT Bombay, BITS Pilani vendor Equivio: Report join IBM’s global academic initiative Microsoft adds real-time analytics for Hadoop to Azure Google teams up with Oxford for more human-like robots
Machine Learning News 16k articles ~ 2k unique Facebook Fights Spammers, Winds $2 Billion from Lawsuits Smarter algorithms will Power Our Future Digital Lives
ADD METADATA INTERACT!
Machine Learning News 16k articles ~ 1k unique
Machine Learning News 16k articles ~ 2k unique
Machine Learning News 16k articles ~ 2k unique Microsoft’s Quantum Mechanics Former Apple CEO John Sculley: We Need to Embrace Failure As a Way to Learn Machine learning Maestro Michael Smarter Algorithms Will Power Our Jordan on the Delusion of Big Data Future Digital Lives
AVOID HAIRBALLS
From Costanzo et al. 2010. Science 327:425–431
Refine your search Try different layout algorithms Remove the weakest | Remove what dominates | Filter weak edges
Net Neutrality Comments Quid + Knight Foundation for NPR >3.7M Comments
Filter Bubbles: What the internet is hiding from you, Eli Pariser 2011
http://www.npr.org/blogs/alltechconsidered/ 2014/08/12/339710293/a-fascinating-look-inside-those-1-1- million-open-internet-comments
AUGMENTED INTELLIGENCE
IGraph NetworkX
Remember: • Layout • Run Community detection • Add Metadata + Interact • Avoid Hairballs Amy Heineike @aheineike

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