recommendation

Type Members

class AdvancedRankingMetrics extends Serializable
trait Mode extends HasRecommenderCols
class RankingAdapter extends Estimator[RankingAdapterModel] with ComplexParamsWritable with RankingParams with Mode
class RankingAdapterModel extends Model[RankingAdapterModel] with ComplexParamsWritable with Wrappable with RankingParams with Mode

Model from train validation split.
class RankingEvaluator extends Evaluator with RecEvaluatorParams with HasRecommenderCols with ComplexParamsWritable
trait RankingParams extends HasRecommenderCols with HasLabelCol with hasK
class RankingTrainValidationSplit extends Estimator[RankingTrainValidationSplitModel] with RankingTrainValidationSplitParams with Wrappable with ComplexParamsWritable with RecommendationParams

Annotations
@InternalWrapper()
class RankingTrainValidationSplitModel extends Model[RankingTrainValidationSplitModel] with Wrappable with ComplexParamsWritable

Annotations
@InternalWrapper()
class RecommendationIndexer extends Estimator[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable
trait RecommendationIndexerBase extends Params with ComplexParamsWritable
class RecommendationIndexerModel extends Model[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable
class SAR extends Estimator[SARModel] with SARParams with DefaultParamsWritable

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

Annotations
@InternalWrapper()
class SARModel extends Model[SARModel] with BaseRecommendationModel with Wrappable with SARParams with ComplexParamsWritable

SAR Model
SAR Model

Annotations
@InternalWrapper()
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

package recommendation

Type Members

class AdvancedRankingMetrics extends Serializable

trait Mode extends HasRecommenderCols

class RankingAdapter extends Estimator[RankingAdapterModel] with ComplexParamsWritable with RankingParams with Mode

class RankingAdapterModel extends Model[RankingAdapterModel] with ComplexParamsWritable with Wrappable with RankingParams with Mode

class RankingEvaluator extends Evaluator with RecEvaluatorParams with HasRecommenderCols with ComplexParamsWritable

trait RankingParams extends HasRecommenderCols with HasLabelCol with hasK

class RankingTrainValidationSplit extends Estimator[RankingTrainValidationSplitModel] with RankingTrainValidationSplitParams with Wrappable with ComplexParamsWritable with RecommendationParams

class RankingTrainValidationSplitModel extends Model[RankingTrainValidationSplitModel] with Wrappable with ComplexParamsWritable

class RecommendationIndexer extends Estimator[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable

trait RecommendationIndexerBase extends Params with ComplexParamsWritable

class RecommendationIndexerModel extends Model[RecommendationIndexerModel] with RecommendationIndexerBase with Wrappable

class SAR extends Estimator[SARModel] with SARParams with DefaultParamsWritable

class SARModel extends Model[SARModel] with BaseRecommendationModel with Wrappable with SARParams with ComplexParamsWritable

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

Ungrouped