package recommendation
Ordering
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Visibility
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Type Members
- class AdvancedRankingMetrics extends Serializable
- trait Mode extends HasRecommenderCols
- class RankingAdapter extends Estimator[RankingAdapterModel] with ComplexParamsWritable with RankingParams with Mode with Wrappable with SynapseMLLogging
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class
RankingAdapterModel extends Model[RankingAdapterModel] with ComplexParamsWritable with Wrappable with RankingParams with Mode with SynapseMLLogging
Model from train validation split.
- class RankingEvaluator extends Evaluator with RecEvaluatorParams with HasRecommenderCols with ComplexParamsWritable with SynapseMLLogging
- trait RankingParams extends HasRecommenderCols with HasLabelCol with hasK
- class RankingTrainValidationSplit extends Estimator[RankingTrainValidationSplitModel] with RankingTrainValidationSplitParams with Wrappable with ComplexParamsWritable with RecommendationParams with SynapseMLLogging
- class RankingTrainValidationSplitModel extends Model[RankingTrainValidationSplitModel] with Wrappable with ComplexParamsWritable with SynapseMLLogging
- class RecommendationIndexer extends Estimator[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable with SynapseMLLogging
- trait RecommendationIndexerBase extends Params with ComplexParamsWritable
- class RecommendationIndexerModel extends Model[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable with SynapseMLLogging
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class
SAR extends Estimator[SARModel] with SARParams with DefaultParamsWritable with SynapseMLLogging
Smart Adaptive Recommendations (SAR) Algorithm
Smart Adaptive Recommendations (SAR) Algorithm
https://aka.ms/reco-sar
SAR is a fast scalable adaptive algorithm for personalized recommendations based on user transactions history and items description. It produces easily explainable / interpretable recommendations
SAR has been show to provide higher ranking measurements when compared to ALS. https://github.com/Microsoft/Recommenders
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class
SARModel extends Model[SARModel] with BaseRecommendationModel with Wrappable with SARParams with ComplexParamsWritable with SynapseMLLogging
SAR Model
- trait SARParams extends Wrappable with RecommendationParams
Value Members
- object RankingAdapter extends ComplexParamsReadable[RankingAdapter] with Serializable
- object RankingAdapterModel extends ComplexParamsReadable[RankingAdapterModel] with Serializable
- object RankingEvaluator extends ComplexParamsReadable[RankingEvaluator] with Serializable
- object RankingTrainValidationSplit extends ComplexParamsReadable[RankingTrainValidationSplit] with Serializable
- object RankingTrainValidationSplitModel extends ComplexParamsReadable[RankingTrainValidationSplitModel] with Serializable
- object RecommendationIndexer extends ComplexParamsReadable[RecommendationIndexer] with Serializable
- object RecommendationIndexerModel extends ComplexParamsReadable[RecommendationIndexerModel] with Serializable
- object SAR extends DefaultParamsReadable[SAR] with Serializable
- object SARModel extends ComplexParamsReadable[SARModel] with Serializable