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AIsystem Final Project

📝Report

👥Members

서가은 박서영 김정연 안민우
BERT 코드 작성 및 실험
& github 정리
CNN 코드 작성 및 실험
& Overleaf 작성
ALU unit 코드 작성 및 실험 Resnet50 코드 작성 및 실험

An In-depth Study of Activation Functions

"딥러닝 모델 task에 따른 최적의 활성화 함수 일반화 가능 여부 연구"

🔬Experiment

Task Image Classification Text Classification
Model CNN, Resnet50 + ALU BERT
Data MNIST, CIFAR-10 SST-2, CoLA

🖱️ Usage

1. CNN, Resnet50, ALU unit

  • CNN : Try code CNN/CNN_Adam.ipynb, CNN/CNN_SGD.ipynb
  • Resnet50 : Try code Resnet/ResNet50(Adam,_for_MNIST+CIFAR10).ipynb, Resnet/ResNet50(SGD,_for_MNIST+CIFAR10).ipynb
  • ALU unit : Try code ALU_unit/AI시스템_KJY.ipynb

2. BERT

  • Install Torch 2.3.0
pip install -r requirments.txt
python  run_bert.py --dataset_name cola --num_epochs 1 --wandb_api_key [YOUR WANDB ACCESS TOKEN]

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