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src/Microsoft.ML.FastTree/FastTreeTweedie.cs

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@@ -45,16 +45,16 @@ namespace Microsoft.ML.Trainers.FastTree
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/// | Required NuGet in addition to Microsoft.ML | Microsoft.ML.FastTree |
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///
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/// ### Training Algorithm Details
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/// The Tweedie boosting model follows the mathematics established in <a href="https://arxiv.org/pdf/1508.06378.pdf">
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/// Insurance Premium Prediction via Gradient Tree-Boosted Tweedie Compound Poisson Models</a> from Yang, Quan, and Zou.
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/// The Tweedie boosting model follows the mathematics established in
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/// [Insurance Premium Prediction via Gradient Tree-Boosted Tweedie Compound Poisson Models</a> from Yang, Quan, and Zou](https://arxiv.org/pdf/1508.06378.pdf).
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/// For an introduction to Gradient Boosting, and more information, see:
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/// [Wikipedia: Gradient boosting(Gradient tree boosting)](https://en.wikipedia.org/wiki/Gradient_boosting#Gradient_tree_boosting) or
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/// [Greedy function approximation: A gradient boosting machine](https://projecteuclid.org/DPubS?service=UI&amp;version=1.0&amp;verb=Display&amp;handle=euclid.aos/1013203451).
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/// ]]>
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/// </format>
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/// </remarks>
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/// <seealso cref="Microsoft.ML.TreeExtensions.FastTreeTweedie(Microsoft.ML.RegressionCatalog.RegressionTrainers,System.String,System.String,System.String,System.Int32,System.Int32,System.Int32,System.Double)"/>
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/// <seealso cref="Microsoft.ML.TreeExtensions.FastTreeTweedie(Microsoft.ML.RegressionCatalog.RegressionTrainers,Microsoft.ML.Trainers.FastTree.FastTreeTweedieTrainer.Options)"/>
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/// <seealso cref="TreeExtensions.FastTreeTweedie(RegressionCatalog.RegressionTrainers, string, string, string, int, int, int, double)"/>
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/// <seealso cref="TreeExtensions.FastTreeTweedie(RegressionCatalog.RegressionTrainers, FastTreeTweedieTrainer.Options)"/>
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/// <seealso cref="Options"/>
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public sealed partial class FastTreeTweedieTrainer
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: BoostingFastTreeTrainerBase<FastTreeTweedieTrainer.Options, RegressionPredictionTransformer<FastTreeTweedieModelParameters>, FastTreeTweedieModelParameters>

src/Microsoft.ML.FastTree/TreeTrainersCatalog.cs

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@@ -278,7 +278,7 @@ public static GamRegressionTrainer Gam(this RegressionCatalog.RegressionTrainers
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}
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/// <summary>
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/// Creates <see cref="FastTreeTweedieTrainer"/>, which predicts a target using a decision tree regression model.
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/// Create <see cref="FastTreeTweedieTrainer"/>, which predicts a target using a decision tree regression model.
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/// </summary>
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/// <param name="catalog">The <see cref="RegressionCatalog"/>.</param>
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/// <param name="labelColumnName">The name of the label column. The column data must be <see cref="System.Single"/>.</param>
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}
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/// <summary>
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/// Creates <see cref="FastTreeTweedieTrainer"/>, which predicts a target using a decision tree regression model with advanced options.
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/// Create <see cref="FastTreeTweedieTrainer"/> using advanced options, which predicts a target using a decision tree regression model.
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/// </summary>
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/// <param name="catalog">The <see cref="RegressionCatalog"/>.</param>
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/// <param name="options">Trainer options.</param>

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