bandit showdown 2.0

[murphyk]

Compare Lofi, subspace EKF, etc on bandit benchmark

[gerdm]

See and close probml/bandits#3

[murphyk]

We should also add a bernoulli bandit, not just the Gaussian bandit. We can use CMGF method which we didn't have back then.