목차¶ Overview Data load from folder torch.utils.data.Dataset Data Split(train dataset & validation dataset) torch.utils.data.DataLoader Make Deep Learning Model Train & eval Predict(or Inference) submit(ex. make csv file) Remind Overview¶ PyTorch를 통한 Deep Learning 알고리즘은 큰 틀에서 정형적으로 짜여져있습니다. 지금부터 이 틀에 대해 설명드리고자 합니다. caution 지금부터 설명드릴 내용이 각 모델, task에 최적의 방법은 아닙니다. 때로는 task에 따라 동작하지 않을 수 있습니다. 하지만 처..

In [ ]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ import torch import torch.nn as nn import torch.nn.functional as F Ref¶ Transformer paper(Attention Is All You Need): https://arxiv.org/abs/1706.03762 cs231n transformer slide: http://cs231n.stanford.edu/slides/2021/lecture_11.pdf ..

In [ ]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ In [1]: # colab과 google drive를 연동하기 위한 code cell입니다. # google drive를 연동하는 이유는 drive에 저장된 dataset을 가져오기 위함입니다. from google.colab import drive import sys from IPython import display import os drive.mount('/content/drive') FOLDERNAME ..

In [ ]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ In [1]: # colab과 google drive를 연동하기 위한 code cell입니다. # google drive를 연동하는 이유는 drive에 저장된 dataset을 가져오기 위함입니다. from google.colab import drive import sys import os drive.mount('/content/drive') FOLDERNAME = 'translation' sys.path.app..

In [1]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ import torch import torch.nn as nn import torch.nn.functional as F Ref¶ Efficient Net paper: https://arxiv.org/abs/1905.11946 how to make EfficientNet with PyTorch(Youtuber: Aladdin Persson): https://www.youtube.com/watch?v=fR_0o25..

In [1]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ import torch import torch.nn as nn import torch.nn.functional as F ref¶ paper: https://arxiv.org/abs/1512.03385?context=cs ref(how to make ResNet with PyTorch, youtuber: Aladdin Persson): https://www.youtube.com/watch?v=DkNIBBBvcPs..

In [6]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ import torch import torch.nn as nn import torch.nn.functional as F Ref¶ paper: https://arxiv.org/abs/1409.4842 ref(how to make GoogLeNet with PyTorch, youtuber: Aladdin Persson): https://www.youtube.com/watch?v=uQc4Fs7yx5I&list=PLh..

In [2]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ import torch import torch.nn as nn import torch.nn.functional as F Ref¶ paper: https://arxiv.org/pdf/1409.1556.pdf youtube(Aladdin Persson): https://www.youtube.com/watch?v=ACmuBbuXn20&list=PLhhyoLH6IjfxeoooqP9rhU3HJIAVAJ3Vz&index=..

In [2]: # my github: https://github.com/withAnewWorld/models_from_scratch # my blog # https://self-deeplearning.blogspot.com/ # https://self-deeplearning.tistory.com/ import torch import torch.nn as nn import torch.nn.functional as F Ref¶ LeNet paper: http://vision.stanford.edu/cs598_spring07/papers/Lecun98.pdf Youtube(Aladdin Persson): https://www.youtube.com/watch?v=fcOW-Zyb5Bo&list=PLhhyoLH6I..