Guidance Systems

notes on UX+Data, Computation as Your Experience Design Superpower

Machine Learning Optimization
prediction, inference, learn from data find max/min, human-in-the-loop, evaluation
BayesOpt Combinatorial Optimization
max/min Interactive: the optimization happens in using the product


  1. variables, what min and max
  2. ask optmizer, given bounds above
  3. have users evaluate the UI thru representative task (observation)
  4. feed value metric of observation, back to 3