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Updated documentation
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vruusmann committed Feb 13, 2025
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<details>
<summary>Apache Spark ML</summary>

Examples: [main.py](https://github.com/jpmml/jpmml-sparkml/blob/2.4.X/pmml-sparkml/src/test/resources/main.py)
Examples: [main.py](https://github.com/jpmml/jpmml-sparkml/blob/3.0.X/pmml-sparkml/src/test/resources/main.py)

* Feature extractors, transformers and selectors:
* [`feature.Binarizer`](https://spark.apache.org/docs/latest/api/java/org/apache/spark/ml/feature/Binarizer.html)
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<details>
<summary>LightGBM</summary>

Examples: [LightGBMAuditNA.scala](https://github.com/jpmml/jpmml-sparkml/blob/2.4.X/pmml-sparkml-lightgbm/src/test/resources/LightGBMAuditNA.scala), [LightGBMAutoNA.scaka](https://github.com/jpmml/jpmml-sparkml/blob/2.4.X/pmml-sparkml-lightgbm/src/test/resources/LightGBMAutoNA.scala), etc.
Examples: [LightGBMAuditNA.scala](https://github.com/jpmml/jpmml-sparkml/blob/3.0.X/pmml-sparkml-lightgbm/src/test/resources/LightGBMAuditNA.scala), [LightGBMAutoNA.scaka](https://github.com/jpmml/jpmml-sparkml/blob/3.0.X/pmml-sparkml-lightgbm/src/test/resources/LightGBMAutoNA.scala), etc.

* Prediction models:
* [`com.microsoft.azure.synapse.ml.lightgbm.LightGBMClassificationModel`](https://mmlspark.blob.core.windows.net/docs/0.9.5/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassificationModel.html)
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<details>
<summary>XGBoost</summary>

Examples: [XGBoostAuditNA.scala](https://github.com/jpmml/jpmml-sparkml/blob/2.4.X/pmml-sparkml-xgboost/src/test/resources/XGBoostAuditNA.scala), [XGBoostAutoNA.scala](https://github.com/jpmml/jpmml-sparkml/blob/2.4.X/pmml-sparkml-xgboost/src/test/resources/XGBoostAutoNA.scala), etc.
Examples: [XGBoostAuditNA.scala](https://github.com/jpmml/jpmml-sparkml/blob/3.0.X/pmml-sparkml-xgboost/src/test/resources/XGBoostAuditNA.scala), [XGBoostAutoNA.scala](https://github.com/jpmml/jpmml-sparkml/blob/3.0.X/pmml-sparkml-xgboost/src/test/resources/XGBoostAutoNA.scala), etc.

* Prediction models:
* [`ml.dmlc.xgboost4j.scala.spark.XGBoostClassificationModel`](https://xgboost.readthedocs.io/en/latest/jvm/scaladocs/xgboost4j-spark/ml/dmlc/xgboost4j/scala/spark/XGBoostClassificationModel.html)
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Active development branches:

| Apache Spark version | JPMML-SparkML branch |
| JPMML-SparkML branch | Apache Spark version |
|----------------------|----------------------|
| 3.0.X | [`2.0.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.0.X) |
| 3.1.X | [`2.1.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.1.X) |
| 3.2.X | [`2.2.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.2.X) |
| 3.3.X | [`2.3.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.3.X) |
| 3.4.X | [`2.4.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.4.X) |
| 3.5.X | [`master`](https://github.com/jpmml/jpmml-sparkml/tree/master) |
| [`3.0.X`](https://github.com/jpmml/jpmml-sparkml/tree/3.0.X) | 3.4.X |
| [`master`](https://github.com/jpmml/jpmml-sparkml/tree/master) | 3.5.X |

Stale development branches:

| JPMML-SparkML branch | Apache Spark version |
|----------------------|----------------------|
| [`2.0.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.0.X) | 3.0.X |
| [`2.1.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.1.X) | 3.1.X |
| [`2.2.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.2.X) | 3.2.X |
| [`2.3.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.3.X) | 3.3.X |
| [`2.4.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.4.X) | 3.4.X |
| [`2.5.X`](https://github.com/jpmml/jpmml-sparkml/tree/2.5.X) | 3.5.X |

Archived development branches:

| Apache Spark version | JPMML-SparkML branch |
| JPMML-SparkML branch | Apache Spark version |
|----------------------|----------------------|
| 1.5.X and 1.6.X | [`1.0.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.0.X) |
| 2.0.X | [`1.1.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.1.X) |
| 2.1.X | [`1.2.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.2.X) |
| 2.2.X | [`1.3.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.3.X) |
| 2.3.X | [`1.4.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.4.X) |
| 2.4.X | [`1.5.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.5.X) |
| ~~3.0.X~~ | ~~[`1.6.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.6.X)~~ |
| ~~3.1.X~~ | ~~[`1.7.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.7.X)~~ |
| ~~3.2.X~~ | ~~[`1.8.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.8.X)~~ |
| [`1.0.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.0.X) | 1.5.X and 1.6.X |
| [`1.1.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.1.X) | 2.0.X |
| [`1.2.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.2.X) | 2.1.X |
| [`1.3.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.3.X) | 2.2.X |
| [`1.4.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.4.X) | 2.3.X |
| [`1.5.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.5.X) | 2.4.X |
| ~~[`1.6.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.6.X)~~ | ~~3.0.X~~ |
| ~~[`1.7.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.7.X)~~ | ~~3.1.X~~ |
| ~~[`1.8.X`](https://github.com/jpmml/jpmml-sparkml/tree/1.8.X)~~ | ~~3.2.X~~ |

### Example application

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