# Two Stage method (Non-Parametric Collocation)

The two-stage method is a collocation method for estimating parameters without requiring repeated solving of the differential equation. It does so by determining a smoothed estimated trajectory of the data (local quadratic polynomial fit by least squares) and optimizing the derivative function and the data's timepoints to match the derivatives of the smoothed trajectory. This method has less accuracy than other methods but is much faster, and is a good method to try first to get in the general "good parameter" region, to then finish using one of the other methods.

function two_stage_method(prob::DEProblem,tpoints,data;kernel= :Epanechnikov,
loss_func = L2DistLoss,mpg_autodiff = false,
verbose = false,verbose_steps = 100)