Is there any alternative to L-BFGS-B algorithm for hyperparameter optimization in Scikit learn?
Scikit-learn package has a limited selection of optimizers. The scipy package has many more optimitizers, including trust-region-reflective algorithm. You would have to use another third party package for Firefly algorithm.