Pytorch-Cookbook

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Pytorch-Cookbook

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# Pytorch Cookbook

<hr>

### Beginner
- [머신러닝 기초지식](https://gjustin40.github.io/category/#Machine-Learning)
- [Pytorch 기본](https://gjustin40.github.io/category/#Pytorch)
<hr>

## Classification
- [implementation](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/classification)

Model|Blog|Code|paper|
--------|--------|:-------:|:----------:|
LeNet|[Blog](https://gjustin40.github.io/classification/2021/01/06/Model-LeNet5.html)|[Code](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/classification/LeNet)|[Gradient-Based Learning Applied to Document](chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/viewer.html?pdfurl=http%3A%2F%2Fyann.lecun.com%2Fexdb%2Fpublis%2Fpdf%2Flecun-98.pdf&clen=955058&chunk=true)|
AlexNet|[Blog]|[Code](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/classification/AlexNet)|[Imagenet-Classification-with-Deep-Convolutional-Neural-Networks](chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/viewer.html?pdfurl=https%3A%2F%2Fpapers.nips.cc%2Fpaper%2F2012%2Ffile%2Fc399862d3b9d6b76c8436e924a68c45b-Paper.pdf&clen=1418820)
VGG|[Blog]|[Code](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/classification/VGG)|[Very Deep Convolutional Networks for Large-Scale Image Recognition](https://arxiv.org/abs/1409.1556)|
ResNet|[Blog]|[Code](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/classification/ResNet)|[Deep Residual Learning for Image Recognition](https://arxiv.org/abs/1512.03385)|
GoogLeNet|[Blog]|[Code](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/classification/GoogleNet)|[Going Deeper with Convolutions](https://arxiv.org/abs/1409.4842)|

<br>

## Detection
- [implementation](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/detection)

Model|Blog|Code|paper|
--------|--------|:-------:|:----------:|
RCNN|[Blog](https://gjustin40.github.io/objectdetection/2021/01/28/Model-RCNN.html)|[Code]|[Rich feature hierarchies for accurate object detection and semantic segmentation](https://arxiv.org/abs/1311.2524)|
YOLOv1|[Blog](https://gjustin40.github.io/objectdetection/2021/07/07/Model-Yolov1.html)|[Code]|[You Only Look Once: Unified, Real-Time Object Detection](https://arxiv.org/abs/1506.02640)|
SSD||||

<br>

## Segmentation
- [implementation](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/segmentation)

Model|Blog|Code|paper|
--------|--------|:-------:|:----------:|
FCN|[Blog](https://gjustin40.github.io/segmentation/2021/02/13/Model-FCN.html)|[Code]|[Fully Convolution Networks for Semantic Segmentation](https://arxiv.org/abs/1411.4038)|
U-Net|[Blog](https://gjustin40.github.io/segmentation/2021/09/05/Model-U_Net.html)|[Code](https://github.com/gjustin40/Pytorch-Cookbook/tree/master/3.%20Model/segmentation/U-Net)|[U-Net: Convolutional Networks for Biomedical Image Segmentation](https://arxiv.org/abs/1505.04597)|

Pytorch-Cookbook

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