Adding option for seed in random search

[fjwillemsen]

It would be convenient to have the option to pass a fixed seed to the random search strategy.

[stijnh]

Alternatively, we could also provide each strategy with a random.Random object (or numpy's np.random.Generator) on initialization, such that we can assure that each strategy does not depend on the global rng.