SLIDE 1
EXPLORE YOUR DATA The fundamentals of network visualization - - PowerPoint PPT Presentation
EXPLORE YOUR DATA The fundamentals of network visualization - - PowerPoint PPT Presentation
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?
SLIDE 2
SLIDE 3
SLIDE 4
SLIDE 5
WHATS INSIDE AN EXPERTS BRAIN?
SLIDE 6
WHAT IS IN THE WHOLE SET?
SLIDE 7
WHAT ARE THE RELATIONSHIPS?
SLIDE 8
WHAT’S TRENDING?
SLIDE 9
Organizations in Machine Learning News Links if they are mentioned together
SLIDE 10
EXPLICIT CONNECTIONS IMPLICIT SIMILARITY
SLIDE 11
Machine Learning News 16k articles ~ 1k unique
SLIDE 12
LAYOUT: FORCE DIRECTED COLOUR: COMMUNITY DETECTION SIZE: DEGREE (NUMBER OF EDGES)
SLIDE 13
Machine Learning News 16k articles ~ 1k unique
Oxford / Google Bayesian Regression / Deep Learning
SLIDE 14
Machine Learning News 16k articles ~ 2k unique
Google teams up with Oxford for more human-like robots Infosys collaborates with Stanford University Microsoft to buy Israeli text-analysis vendor Equivio: Report Microsoft adds real-time analytics for Hadoop to Azure IIT Kharagpur, IIT Bombay, BITS Pilani join IBM’s global academic initiative
SLIDE 15
Machine Learning News 16k articles ~ 2k unique
Smarter algorithms will Power Our Future Digital Lives Facebook Fights Spammers, Winds $2 Billion from Lawsuits
SLIDE 16
ADD METADATA INTERACT!
SLIDE 17
Machine Learning News 16k articles ~ 1k unique
SLIDE 18
Machine Learning News 16k articles ~ 2k unique
SLIDE 19
Machine Learning News 16k articles ~ 2k unique
Former Apple CEO John Sculley: We Need to Embrace Failure As a Way to Learn Microsoft’s Quantum Mechanics Machine learning Maestro Michael Jordan on the Delusion of Big Data Smarter Algorithms Will Power Our Future Digital Lives
SLIDE 20
AVOID HAIRBALLS
SLIDE 21
From Costanzo et al. 2010. Science 327:425–431
SLIDE 22
Remove the weakest | Remove what dominates | Filter weak edges Refine your search Try different layout algorithms
SLIDE 23
Net Neutrality Comments
Quid + Knight Foundation for NPR >3.7M Comments
SLIDE 24
SLIDE 25
Filter Bubbles: What the internet is hiding from you, Eli Pariser 2011
SLIDE 26
http://www.npr.org/blogs/alltechconsidered/ 2014/08/12/339710293/a-fascinating-look-inside-those-1-1- million-open-internet-comments
SLIDE 27
AUGMENTED INTELLIGENCE
SLIDE 28
IGraph NetworkX
SLIDE 29
Remember:
- Layout
- Run Community detection
- Add Metadata + Interact
- Avoid Hairballs