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Multiparadigm data science

computation for everyone? 
counterintuitive role reversal 

management decisions: instinct or analysis?

old techniques for more money
locked into one technique without checking
human bias lead computation
expertise with experts

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AI curation
computational

automate
multiparadigm
do it right > do it fast

experience of the outcome of really messy situation

faking news and misleading narratives
  TF-IDT
  
  
math -> calculation was done by human