Packages

p

com.microsoft.azure.synapse.ml

recommendation

package recommendation

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Visibility
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Type Members

  1. class AdvancedRankingMetrics extends Serializable
  2. trait Mode extends HasRecommenderCols
  3. class RankingAdapter extends Estimator[RankingAdapterModel] with ComplexParamsWritable with RankingParams with Mode with Wrappable with BasicLogging
  4. class RankingAdapterModel extends Model[RankingAdapterModel] with ComplexParamsWritable with Wrappable with RankingParams with Mode with BasicLogging

    Model from train validation split.

  5. class RankingEvaluator extends Evaluator with RecEvaluatorParams with HasRecommenderCols with ComplexParamsWritable with BasicLogging
  6. trait RankingParams extends HasRecommenderCols with HasLabelCol with hasK
  7. class RankingTrainValidationSplit extends Estimator[RankingTrainValidationSplitModel] with RankingTrainValidationSplitParams with Wrappable with ComplexParamsWritable with RecommendationParams with BasicLogging
  8. class RankingTrainValidationSplitModel extends Model[RankingTrainValidationSplitModel] with Wrappable with ComplexParamsWritable with BasicLogging
  9. class RecommendationIndexer extends Estimator[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable with BasicLogging
  10. trait RecommendationIndexerBase extends Params with ComplexParamsWritable
  11. class RecommendationIndexerModel extends Model[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable with BasicLogging
  12. class SAR extends Estimator[SARModel] with SARParams with DefaultParamsWritable with BasicLogging

    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

  13. class SARModel extends Model[SARModel] with BaseRecommendationModel with Wrappable with SARParams with ComplexParamsWritable with BasicLogging

    SAR Model

  14. trait SARParams extends Wrappable with RecommendationParams

Value Members

  1. object RankingAdapter extends ComplexParamsReadable[RankingAdapter] with Serializable
  2. object RankingAdapterModel extends ComplexParamsReadable[RankingAdapterModel] with Serializable
  3. object RankingEvaluator extends ComplexParamsReadable[RankingEvaluator] with Serializable
  4. object RankingTrainValidationSplit extends ComplexParamsReadable[RankingTrainValidationSplit] with Serializable
  5. object RankingTrainValidationSplitModel extends ComplexParamsReadable[RankingTrainValidationSplitModel] with Serializable
  6. object RecommendationIndexer extends ComplexParamsReadable[RecommendationIndexer] with Serializable
  7. object RecommendationIndexerModel extends ComplexParamsReadable[RecommendationIndexerModel] with Serializable
  8. object SAR extends DefaultParamsReadable[SAR] with Serializable
  9. object SARModel extends ComplexParamsReadable[SARModel] with Serializable

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