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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.DLRMModel
merlin.models.tf.MatrixFactorizationModel
merlin.models.tf.TwoTowerModel
merlin.models.tf.YoutubeDNNRetrievalModel
merlin.models.tf.InputBlock
merlin.models.tf.ContinuousFeatures
merlin.models.tf.ContinuousEmbedding
merlin.models.tf.EmbeddingFeatures
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.PredictionTasks
merlin.models.tf.PredictionTask
merlin.models.tf.BinaryClassificationTask
merlin.models.tf.MultiClassClassificationTask
merlin.models.tf.RegressionTask
merlin.models.tf.ItemRetrievalTask
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.ExpandDims
merlin.models.tf.StochasticSwapNoise
merlin.models.tf.AsTabular
merlin.models.tf.MMOEBlock
merlin.models.tf.CGCBlock
merlin.models.tf.NDCGAt
merlin.models.tf.AvgPrecisionAt
merlin.models.tf.RecallAt
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.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: v0.10.0
Tags
v0.10.0
v0.11.0
v23.02.00
v23.04.00
v23.05.00
v23.06.00
Branches
main
stable
.rst
.pdf
merlin.models.utils.misc_utils.safe_json
merlin.models.utils.misc_utils.safe_json
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