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Designing Custom 2D and 3D CNNs in PyTorch: Tutorial with Code

glassboxmedicine.com · published 6 February 2021

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https://github.com/rachellea/pytorch-computer-vision
github.com
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How Computers See: Intro to Convolutional Neural Networks Read at the source ↗
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Using Predefined and Pretrained CNNs in PyTorch: Tutorial with Code Read at the source ↗
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https://github.com/rachellea/ct-net-models
github.com
https://en.wikipedia.org/wiki/File:Pneumothorax_CT.jpg
en.wikipedia.org
https://commons.wikimedia.org/wiki/File:BeachDog2.jpg
commons.wikimedia.org
https://i.stack.imgur.com/FjvuN.gif
i.stack.imgur.com
https://pytorch.org/docs/stable/generated/torch.nn.Conv2d.html
pytorch.org
https://prod-images-static.radiopaedia.org/images/29750156/e41805727ab19df1a8cb0b0b0c2c78_big_gallery.jpeg
prod-images-static.radiopaedia.org
https://arxiv.org/abs/1512.03385
arxiv.org
https://github.com/vdumoulin/conv_arithmetic
github.com
https://arxiv.org/pdf/1409.4842.pdf
arxiv.org
https://machinelearningmastery.com/padding-and-stride-for-convolutional-neural-networks/
machinelearningmastery.com
https://commons.wikimedia.org/wiki/File:Dog_galloping_slow_motion.gif
commons.wikimedia.org
https://commons.wikimedia.org/wiki/File:Skybird.gif
commons.wikimedia.org
https://commons.wikimedia.org/wiki/File:Computed_tomography_of_human_brain_-_large.png
commons.wikimedia.org
https://pytorch.org/docs/stable/generated/torch.nn.Conv3d.html
pytorch.org
https://github.com/rachellea/pytorch-computer-vision/blob/master/models/custom_models_base.py
github.com
Best Use of Train/Val/Test Splits, with Tips for Medical Data Read at the source ↗
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https://pytorch.org/docs/stable/generated/torch.nn.Module.html
pytorch.org
https://www.w3schools.com/python/ref_func_super.asp
w3schools.com
https://discuss.pytorch.org/t/is-there-a-reason-why-people-use-super-class-self-init-instead-of-super-init/15891
discuss.pytorch.org
https://www.programiz.com/python-programming/methods/built-in/super
programiz.com
http://host.robots.ox.ac.uk/pascal/VOC/voc2012/
host.robots.ox.ac.uk
https://github.com/rachellea/pytorch-computer-vision/blob/master/src/run_experiment.py
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Multi-label vs. Multi-class Classification: Sigmoid vs. Softmax Read at the source ↗
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The Complete Guide to AUC and Average Precision: Simulations and Visualizations Read at the source ↗
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https://machinelearningmastery.com/early-stopping-to-avoid-overtraining-neural-network-models/
machinelearningmastery.com
https://commons.wikimedia.org/wiki/File:WU_Wien,_Library_%26_Learning_Center,_Zaha_Hadid_2.JPG
commons.wikimedia.org
https://docs.anaconda.com/anaconda/install/
docs.anaconda.com