Workflows#

Common patterns for using drx to execute useful tasks in DataRobot.

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Spark Ingest

Ingest arbitrarily large Spark dataframes, downsampling if necessary. PROTOTYPE

base = drx.AutoMLModel()
model = drx.SparkIngestModel(base, sampling_strategy='smart')
model.fit(spark_df, target='my_target')
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Prediction Explanation Clustering

Discover new insights by grouping predictions together based on their explanations

pivot_explanations = drx.featurize_explanations(preds)
model = drx.AutoClusteringModel()
model.fit(pivot_explanations)
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Backtesting (OTV)

Configure time-aware model validation and backtesting for Autopilot

model = drx.AutoMLModel()
drx.Configurator(model).otv(n_backtests=5, v_duration='30d')
model.fit(df, target='my_target')