Grid Parameter Search

../../../../_images/hyperparam.svg

Evaluates each parameter combination in the set of parameter hypercubes given by each table in the list of parameter tables. Each parameter table specify a hypercube of dimension N where N is the number of columns in the table. Every combination of parameter values in each such cube will be sampled.

Definition

Input ports

in-model model

in-model

parameter space [table]

param-space

X table

X

Y table

Y

cross-validation 0 - 1, [(table,table)]

cross-validation

Output ports

results table

results

parameters table

parameters

out-model model

out-model

Configuration

Cross validation splits (cv)

Number of fold in the default K-Fold cross validation. Ignored when cross-validation port is given

Implementation

class node_paramsearch.ParameterSearch_Grid[source]