Registering a Ranking Model

Suppose you would like to register a ranking model for the following dataset.

Following is an example of how you would construct a fdl.ModelInfo object for such a model.

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Note

When registering a ranking model, you must specify a group_by argument to the fdl.ModelInfo object. This will tell Fiddler which column should be used for grouping items so that they may be ranked within a group.

PROJECT_ID = 'example_project'
DATASET_ID = 'expedia_data'
MODEL_ID = 'ranking_model'

model_task = fdl.ModelTask.RANKING
model_group_by = 'srch_id'
model_target = 'click_bool'
model_outputs = ['score']
model_features = [
    'price_usd',
    'promotion_flag',
    'weekday',
    'week_of_year',
    'hour_time',
    'minute_time'
]

model_info = fdl.ModelInfo.from_dataset_info(
    dataset_info=dataset_info,
    dataset_id=DATASET_ID,
    group_by=model_group_by,
    target=model_target,
    outputs=model_outputs,
    model_task=model_task
)

client.register_model(
    project_id=PROJECT_ID,
    dataset_id=DATASET_ID,
    model_id=MODEL_ID,
    model_info=model_info
)