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More	
  Bandits	
  
@lukasvermeer	
  
The	
  World	
  Needs	
  
we	
  are	
  all	
  in	
  the	
  business	
  of	
  running	
  
experiments	
  
	
  
we	
  run	
  experiments,	
  because	
  we	
  
need	
  to	
  know	
  that	
  what	
  we	
  do	
  is	
  
good	
  for	
  our	
  business	
  
	
  
our	
  most	
  important	
  KPI	
  is	
  how	
  many	
  
successful	
  experiments	
  we	
  run	
  
MulC-­‐Armed	
  Bandits	
  
geFng	
  the	
  most	
  out	
  of	
  your	
  experiments	
  
A/B	
  Test	
  (Epsilon	
  First)	
  
the	
  gold	
  standard	
  for	
  (business)	
  experiments	
  
ExploraCon/ExploitaCon	
  
experiments	
  cost	
  money	
  
Regret	
  
minimizing	
  the	
  cost	
  	
  
of	
  your	
  experiments	
  
Greedy	
  Bandit	
  
controlled	
  exploraCon	
  
Thompson	
  Bandit	
  
exploit	
  as	
  much	
  as	
  you	
  dare	
  
Contextual	
  Bandits	
  
far	
  beyond	
  basic	
  bandit	
  experiments	
  
Start	
  Now	
  
maximize	
  experimentaCon	
  –	
  minimize	
  costs	
  
we	
  are	
  all	
  in	
  the	
  business	
  of	
  running	
  
experiments	
  
	
  
we	
  run	
  experiments,	
  because	
  we	
  
need	
  to	
  know	
  that	
  what	
  we	
  do	
  is	
  
good	
  for	
  our	
  business	
  
	
  
our	
  most	
  important	
  KPI	
  is	
  how	
  many	
  
successful	
  experiments	
  we	
  do	
  
More	
  Bandits	
  
@lukasvermeer	
  
The	
  World	
  Needs	
  

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