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mlsd-modeling-popular-archs.md

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Popular Neural Network Architectures

  • Two stage funnel architecture

    • candidate generation + ranking
  • Two-tower architecture

  • Wide and deep learning

  • Deep cross network

  • Multi-task learning

  • Transformers

  • Encoder, Decoder, Encoder-decoder

  • Knowledge Distillation (student-teacher network)

  • Contrastive Learning

  • NLP

    • BERT, T5, GPT
  • Computer Vision

    • Object detectors (single stage, two-stage)
    • Vision Transformer