딥러닝 스터디 모임 시즌2

시간 : 매주 토요일 오전 9시 시작

주의사항 : 시간이 변동될수 있습니다.

준비물

pytorch가 설치된 노트북

Chapter

1. Linear Regression.
2. Logistic Regression.
3. Softmax Regression.
4. XOR 문제
5. ANN
6. CNN
7. Classification (진행 중)
8. Segmentation

Paper Review

1. VGG
2. FCN
3. UNet
4. ResNet
5. DenseNet
6. CSPNet
7. CenterNet
8. FaceNet
9. RetinaNet
10. Yolo3

Pytorch 설치방법

• python 설치 : https://www.python.org/downloads/release/python-377/

• pycharm 설치 : https://www.jetbrains.com/pycharm/download/#section=windows

• libTorch + cuda11 설치 (Debug) : https://download.pytorch.org/libtorch/cu113/libtorch-win-shared-with-deps-debug-1.10.2%2Bcu113.zip

• libTorch + cuda11 설치 (Release) : https://download.pytorch.org/libtorch/cu113/libtorch-win-shared-with-deps-1.10.2%2Bcu113.zip

• 콘솔을 이용한 업데이트

# pytorch cuda11
pip3 install torch==1.11.0+cu113 torchvision==0.12.0+cu113 torchaudio===0.11.0+cu113 -f https://download.pytorch.org/whl/cu113/torch_stable.html

# pytorch cpu
pip3 install torch torchvision torchaudio