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ml_components's Introduction

Components for Machine Learning Tasks

ML 및 DL프로젝트를 수행하며 작성/참고했던 유용한 코드 모음입니다.

  • 2023.08.03 작성중

Component 목록

Basic Examples

  • Methond: Classification, Image Classification, Numerical Prediction
  • Structure: RNN, LSTM, Attention, Transformer, CNN, GAN

CV Models

  • FaceNet: Google FaceNet 코드를 참고하여 제작한 얼굴인식을 통한 개인인증순찰드론(2019) 프로젝트 일부입니다
  • PoseNet: -----
  • Stable Diffusion
  • UNet
  • Vision Transformer

Framework Examples

  • Keras
  • Pytorch
  • TensorBoard
  • WanDB

NLP Models

  • TF-IDF
  • WordRank
  • BERT
  • KeyBERT
  • ROBERTA
  • ELECTRA

References

CV Models

Framework Examples

  • Keras
  • Pytorch
  • TensorBoard
  • WanDB

NLP Models

  • TF-IDF
  • WordRank
  • BERT
  • KeyBERT
  • ROBERTA
  • ELECTRA

ml_components's People

Contributors

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Watchers

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