text: Title: The BO notebook still fails
  Body: https://scikit-optimize.github.io/notebooks/bayesian-optimization.html
  
  CC: @MechCoder 
  
  Again, I think we should fix `n_restarts_optimizer` in `GaussianProcessRegressor` to a larger value once and for all.