Documentation for FeatureSet and related classes
The object model represents a Feature Set in the Engine
description()
property
Description of the feature set
Returns:
| Name | Type | Description |
|---|---|---|
str |
str
|
Description of the feature set |
feature_names()
property
Selected column names that used as features
Returns:
| Type | Description |
|---|---|
Set[str]
|
Set[str]: set of column names that used as features |
name()
property
Name of the feature set
Returns:
| Name | Type | Description |
|---|---|---|
str |
str
|
Name of the feature set |
select_recommended_models(n, by_metric)
Get recommeneded models based on a given metric
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
n |
int
|
top N recommended algorithms |
required |
by_metric |
str
|
ranking metric |
required |
Returns:
| Type | Description |
|---|---|
List[str]
|
List[str]: list of algorithm (model template name) |
wait_for_processed(timeout=DEFAULT_TIMEOUT)
Waiting for the feature set processed
Parameters:
| Name | Type | Description | Default |
|---|---|---|---|
timeout |
int
|
waiting time in seconds. Defaults to DEFAULT_TIMEOUT (600s). |
DEFAULT_TIMEOUT
|