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J Berengueres
BIAS
J Berengueres
Only bad if...
• Values
• Society
• Minority
J Berengueres
J Berengueres
J Berengueres
Which one happens more often?
toaster fukushima
J Berengueres
5/600
Fatality rtisk: USA: 602 toast fires per year/129,000,000 toasters VS 5 nuclear meltdowns out of /600 reactors
~0.85%**
5/1M
J Berengueres
0.85%
0.0005%
Fatality rtisk: USA: 602 toast fires per year/129,000,000 toasters VS nuclear meltdown out of /600 reactors
J Berengueres
0.85%
0.0005%
600 reactors
Every 20 years
600 toasters
Once /50,000 year
Fatality rtisk: USA: 602 toast fires per year/129,000,000 toasters VS nuclear meltdown out of /600 reactors
J Berengueres
Printed : 1.6 million times
J Berengueres
HOW TO FIX?
(uncontrolled amplification of fakenews,
Concelalled adsvertisement,
and Foreign misinformation )
J Berengueres
J Berengueres
Big data problems require Big data solutions
J Berengueres
LAW alone not enough!
J Berengueres
Euro AI - police
Start measuring
J Berengueres
Cloud Tax
J Berengueres
Berengueres, J. (2019). Introduction to Data
Visualization & Storytelling: A Guide For The Data
Scientist. 978-1085827836
To get thre free book email jse@ieee.org with
subject line “DATAVIZ101”
To Learn More...
J Berengueres
Thank you

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