Gaussian process regression (object)ΒΆ
This is an object for building Gaussian process regression model and using it for Bayesian optimization.
The object contains the following attributes:
kernel
: asklearn.gaussian_process.kernels
object.
gpr
: asklearn.gaussian_process.GaussianProcessRegressor
object.
trainX
: a numpy array containing the training points (input).
trainy
: a numpy array containing the training values (output).
scaledX
: a numpy array containing the scaled training points (input).
gradientPct
: a numpy array containing percentages of the strong mobile phase for gradients in the search space.
gridX
: a numpy array containing the grid search space.
scaler
: asklearn.preprocessing.StandardScaler
object.