Transformers4Rec

Contents:

  • Getting Started
  • Why Transformers4Rec?
  • Model Architectures
  • Training and Evaluation
  • End-to-end pipeline with NVIDIA Merlin
  • Examples
  • API Documentation
  • Additional Resources
Transformers4Rec
  • »
  • Welcome to Transformers4Rec’s documentation!

Welcome to Transformers4Rec’s documentation!

Contents:

  • Getting Started
    • Highlights
    • Quick tour
    • Use cases
    • Installation
  • Why Transformers4Rec?
    • The relationship between NLP and RecSys
    • Integration with HuggingFace Transformers
  • Model Architectures
    • Feature Aggregation (Input Block)
    • Sequence Masking
    • Sequence Processing (Transformer/RNN Block)
    • Prediction head (Output Block)
    • Regularization
  • Training and Evaluation
    • Data loading
    • PyTorch
    • TF Training and Evaluation
  • End-to-end pipeline with NVIDIA Merlin
    • Integration with NVTabular
    • Integration with Triton Inference Server
  • Examples
    • Getting started session-based with Synthetic Data
    • End-to-end session-based with Yoochoose dataset
    • Tutorial: End-to-end session-based recommendation
  • API Documentation
    • transformers4rec package
    • merlin_standard_lib package
  • Additional Resources
    • Transformers4Rec and Session-based recommendation
    • Competitions
    • NVIDIA Merlin
    • Supported HuggingFace architectures and pre-training approaches
    • Other Resources

Indices and tables

  • Index

  • Module Index

  • Search Page

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