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

• FaceNet
• PoseNet
• Stable Diffusion
• UNet
• Vision Transformer

Framework Examples

• Keras
• Pytorch
• TensorBoard
• WanDB

NLP Models

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