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_IsolationForest.md

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import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import DocTable from "@theme/DocumentationTable";

Isolation Forest

IsolationForest

<Tabs defaultValue="py" values={[ {label: Python, value: py}, {label: Scala, value: scala}, ]}> 

from synapse.ml.isolationforest import *

isolationForest = (IsolationForest()
      .setNumEstimators(100)
      .setBootstrap(False)
      .setMaxSamples(256)
      .setMaxFeatures(1.0)
      .setFeaturesCol("features")
      .setPredictionCol("predictedLabel")
      .setScoreCol("outlierScore")
      .setContamination(0.02)
      .setContaminationError(0.02 * 0.01)
      .setRandomSeed(1))
import com.microsoft.azure.synapse.ml.isolationforest._
import spark.implicits._

val isolationForest = (new IsolationForest()
      .setNumEstimators(100)
      .setBootstrap(false)
      .setMaxSamples(256)
      .setMaxFeatures(1.0)
      .setFeaturesCol("features")
      .setPredictionCol("predictedLabel")
      .setScoreCol("outlierScore")
      .setContamination(0.02)
      .setContaminationError(0.02 * 0.01)
      .setRandomSeed(1))