Make it possible to add optimizer

[mjovanc]

Similar to losses.rs we need it for optimizers.rs to create optimizer there so users can decide themselves which optimizer they want to use instead of pre-defined ones implemented in the fit functions.

Should look something like:

let mut model = LogisticalRegression::new(CrossEntropy, OptimizerFunctionHere);