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NVIDIA Merlin Models
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Contents
Introduction
Standard Models: Overview
Example Notebooks
Getting Started with Merlin Models: Develop a Model for MovieLens
From ETL to Training RecSys models - NVTabular and Merlin Models integrated example
Iterating over Deep Learning Models using Merlin Models
Exporting Ranking Models
Building a Retrieval Model with Merlin Models
Taking the Next Step with Merlin Models: Define Your Own Architecture
API Documentation
merlin.models.tf.DCNModel
merlin.models.tf.DeepFMModel
merlin.models.tf.DLRMModel
merlin.models.tf.WideAndDeepModel
merlin.models.tf.Encoder
merlin.models.tf.EmbeddingEncoder
merlin.models.tf.ItemRetrievalScorer
merlin.models.tf.RetrievalModelV2
merlin.models.tf.MatrixFactorizationModelV2
merlin.models.tf.MatrixFactorizationModel
merlin.models.tf.TwoTowerModelV2
merlin.models.tf.TwoTowerModel
merlin.models.tf.YoutubeDNNRetrievalModelV2
merlin.models.tf.YoutubeDNNRetrievalModel
merlin.models.tf.Embeddings
merlin.models.tf.EmbeddingTable
merlin.models.tf.AverageEmbeddingsByWeightFeature
merlin.models.tf.ReplaceMaskedEmbeddings
merlin.models.tf.L2Norm
merlin.models.tf.InputBlockV2
merlin.models.tf.InputBlock
merlin.models.tf.Continuous
merlin.models.tf.ContinuousFeatures
merlin.models.tf.ContinuousEmbedding
merlin.models.tf.ContinuousProjection
merlin.models.tf.SequenceEmbeddingFeatures
merlin.models.tf.DLRMBlock
merlin.models.tf.MLPBlock
merlin.models.tf.CrossBlock
merlin.models.tf.TwoTowerBlock
merlin.models.tf.MatrixFactorizationBlock
merlin.models.tf.DotProductInteraction
merlin.models.tf.FMBlock
merlin.models.tf.FMPairwiseInteraction
merlin.models.tf.PredictionTasks
merlin.models.tf.PredictionTask
merlin.models.tf.BinaryClassificationTask
merlin.models.tf.MultiClassClassificationTask
merlin.models.tf.RegressionTask
merlin.models.tf.ItemRetrievalTask
merlin.models.tf.OutputBlock
merlin.models.tf.ModelOutput
merlin.models.tf.BinaryOutput
merlin.models.tf.CategoricalOutput
merlin.models.tf.ContrastiveOutput
merlin.models.tf.RegressionOutput
merlin.models.tf.ColumnBasedSampleWeight
merlin.models.tf.SequentialBlock
merlin.models.tf.ParallelBlock
merlin.models.tf.ParallelPredictionBlock
merlin.models.tf.DenseResidualBlock
merlin.models.tf.DualEncoderBlock
merlin.models.tf.ResidualBlock
merlin.models.tf.TabularBlock
merlin.models.tf.Filter
merlin.models.tf.Cond
merlin.models.tf.TopKEncoder
merlin.models.tf.MultiOptimizer
merlin.models.tf.LazyAdam
merlin.models.tf.OptimizerBlocks
merlin.models.tf.split_embeddings_on_size
merlin.models.tf.CategoryEncoding
merlin.models.tf.MapValues
merlin.models.tf.PrepareListFeatures
merlin.models.tf.PrepareFeatures
merlin.models.tf.ToSparse
merlin.models.tf.ToDense
merlin.models.tf.ToTarget
merlin.models.tf.ToOneHot
merlin.models.tf.HashedCross
merlin.models.tf.HashedCrossAll
merlin.models.tf.BroadcastToSequence
merlin.models.tf.SequencePredictNext
merlin.models.tf.SequencePredictLast
merlin.models.tf.SequencePredictRandom
merlin.models.tf.SequenceTargetAsInput
merlin.models.tf.SequenceMaskLast
merlin.models.tf.SequenceMaskRandom
merlin.models.tf.ExpandDims
merlin.models.tf.StochasticSwapNoise
merlin.models.tf.AsTabular
merlin.models.tf.MMOEBlock
merlin.models.tf.CGCBlock
merlin.models.tf.PLEBlock
merlin.models.tf.Loader
merlin.models.tf.AvgPrecisionAt
merlin.models.tf.MRRAt
merlin.models.tf.NDCGAt
merlin.models.tf.PrecisionAt
merlin.models.tf.RecallAt
merlin.models.tf.TopKMetricsAggregator
merlin.models.tf.ItemSampler
merlin.models.tf.InBatchSampler
merlin.models.tf.PopularityBasedSampler
merlin.models.tf.losses.CategoricalCrossEntropy
merlin.models.tf.losses.SparseCategoricalCrossEntropy
merlin.models.tf.losses.BPRLoss
merlin.models.tf.losses.BPRmaxLoss
merlin.models.tf.losses.HingeLoss
merlin.models.tf.losses.LogisticLoss
merlin.models.tf.losses.TOP1Loss
merlin.models.tf.losses.TOP1maxLoss
merlin.models.tf.losses.TOP1v2Loss
merlin.models.utils.schema_utils.select_targets
merlin.models.utils.schema_utils.schema_to_tensorflow_metadata_json
merlin.models.utils.schema_utils.tensorflow_metadata_json_to_schema
merlin.models.utils.schema_utils.create_categorical_column
merlin.models.utils.schema_utils.create_continuous_column
merlin.models.utils.schema_utils.filter_dict_by_schema
merlin.models.utils.schema_utils.categorical_cardinalities
merlin.models.utils.schema_utils.categorical_domains
merlin.models.utils.schema_utils.get_embedding_sizes_from_schema
merlin.models.utils.schema_utils.get_embedding_size_from_cardinality
merlin.models.tf.TensorInitializer
merlin.models.utils.misc_utils.filter_kwargs
merlin.models.utils.misc_utils.safe_json
merlin.models.utils.misc_utils.get_filenames
merlin.models.utils.misc_utils.get_label_feature_name
merlin.models.utils.misc_utils.get_timestamp_feature_name
merlin.models.utils.misc_utils.get_parquet_files_names
merlin.models.utils.misc_utils.Timing
merlin.models.utils.misc_utils.get_object_size
merlin.models.utils.misc_utils.validate_dataset
merlin.models.utils.registry.camelcase_to_snakecase
merlin.models.utils.registry.snakecase_to_camelcase
merlin.models.utils.registry.default_name
merlin.models.utils.registry.default_object_name
merlin.models.utils.registry.Registry
merlin.models.utils.registry.RegistryMixin
merlin.models.utils.registry.display_list_by_prefix
Additional Resources
Contributing to Merlin Models
Github Repo
Ecosystem
Merlin
Core
Systems
NVTabular
Transformers4Rec
Dataloader
HugeCTR
v: v23.08.01
Tags
v23.04.00
v23.05.00
v23.06.00
v23.08.00
v23.08.01
v23.12.00
Branches
main
stable
.rst
.pdf
merlin.models.utils.misc_utils.safe_json
merlin.models.utils.misc_utils.safe_json
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