Hyper Parameters

Grid Search

You could explore the hypermareters

Here is how to use scikit Learn.

Parameters can be a single dictionary or a list of dictionaries.

Source: Scikit Learn Docs (opens new window)

The best parameters are avaiable in

grid_search.best_params_

The best model is avaialable in

grid_search.best_estimator_

Downside of this approach is that is tries all the parameter space.

Randomized Search

When the parameter space is large, regular gird search is infeasible.

Selects a random value for each hyper parameter at each iteration.