Thursday, December 16, 2021

深度學習論文研討(七):圖解深度學習

深度學習論文研討(七):圖解深度學習

2020/12/22

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https://pixabay.com/zh/photos/innovation-business-information-561388/

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Keras 精選十個實作簡介

https://hemingwang.blogspot.com/2021/04/keras-selected.html

以下是精選一個實作的代碼講解:

https://hemingwang.blogspot.com/2021/04/simple-mnist-convnet-illustrated.html

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從 Colab 到 Kaggle

http://hemingwang.blogspot.com/2021/03/colab_12.html

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深度學習論文研討(一):機器學習一

https://hemingwang.blogspot.com/2020/12/hsuan-tien-lin.html

深度學習論文研討(二):機器學習二

http://hemingwang.blogspot.com/2020/12/problem.html

深度學習基礎理論

https://hemingwang.blogspot.com/2021/02/lee.html

深度學習論文研討(三):深度學習一

https://hemingwang.blogspot.com/2020/11/hung-yi-lee.html

深度學習論文研討(四):深度學習二

http://hemingwang.blogspot.com/2020/11/problem.html

深度學習經典論文(五):經典論文

https://hemingwang.blogspot.com/2021/01/blog-post_28.html

深度學習論文研討(六):論文研討

http://hemingwang.blogspot.com/2020/12/blog-post.html

深度學習論文研討(七):圖解深度學習

https://hemingwang.blogspot.com/2020/12/illustrated-deep-learning.html

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Template

https://hemingwang.blogspot.com/2020/12/template.html

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CV:

◎ LeNet、AlexNet。

◎ NIN、GoogLeNet。

◎ ResNet、DenseNet。

◎ FCN、PFPNet。

◎ YOLO、Mask R-CNN。

NLP:

◎ LSTM、Word2vec。

◎ Seq2seq、Paragraph2vec。

◎ Attention、Short Attention。

◎ ConvS2S、ELMo。

◎ Transformer、BERT。

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CV

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深度學習基礎理論

https://hemingwang.blogspot.com/2021/02/lee.html

ZOOM

https://hemingwang.blogspot.com/2021/03/zoom.html

01a:LeNet

LeNet 論文(網路資源)

https://blog.csdn.net/qianqing13579/article/details/71076261

LeNet 簡介

https://hemingwang.blogspot.com/2020/12/lenet.html

LeNet 詳解

https://hemingwang.blogspot.com/2020/12/illustrated-lenet.html

LeNet 補充

https://hemingwang.blogspot.com/2021/04/lenetappendix.html

LeNet 實作

https://hemingwang.blogspot.com/2021/09/lenetlab.html

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01b:AlexNet

AlexNet 論文翻譯

http://hemingwang.blogspot.com/2021/03/alexnetpaper-translation.html

AlexNet 簡介

https://hemingwang.blogspot.com/2020/12/alexnet.html

AlexNet 詳解

https://hemingwang.blogspot.com/2020/12/illustrated-alexnet.html

AlexNet 補充

https://hemingwang.blogspot.com/2021/04/alexnetappendix.html

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02a:NIN

NIN 論文

http://hemingwang.blogspot.com/2021/03/nin-paper-translation.html

NIN 簡介

https://hemingwang.blogspot.com/2020/12/nin.html

NIN 詳解

http://hemingwang.blogspot.com/2021/03/ninillustrated.html

NIN 補充

https://hemingwang.blogspot.com/2021/04/ninappendix.html

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02b:GoogLeNet

GoogLeNet 論文

http://hemingwang.blogspot.com/2021/03/googlenetpaper-translation.html

GoogLeNet 簡介

https://hemingwang.blogspot.com/2020/12/googlenet.html

GoogLeNet 詳解

https://hemingwang.blogspot.com/2021/03/googlenetillustrated.html

GoogLeNet 補充

https://hemingwang.blogspot.com/2021/04/googlenetappendix.html

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03a:ResNet

ResNet 論文翻譯(網路資源)

https://blog.csdn.net/Quincuntial/article/details/77263607

ResNet 論文翻譯(未完成,後續不再翻譯論文)

https://hemingwang.blogspot.com/2021/03/resnetpaper-translation.html

ResNet 文章翻譯

http://hemingwang.blogspot.com/2019/10/an-overview-of-resnet-and-its-variants.html

ResNet 簡介

https://hemingwang.blogspot.com/2020/12/resnet.html

ResNet 詳解

https://hemingwang.blogspot.com/2021/03/resnetillustrated.html

ResNet 補充

https://hemingwang.blogspot.com/2021/04/resnetappendix.html

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03b:DenseNet

DenseNet 論文翻譯(網路資源)

https://zhuanlan.zhihu.com/p/31647627

DenseNet 論文翻譯(未完成,後續不再翻譯論文)

https://hemingwang.blogspot.com/2021/03/densenetpaper-translation.html

DenseNet 簡介

http://hemingwang.blogspot.com/2020/12/densenet.html

DenseNet 詳解

https://hemingwang.blogspot.com/2021/03/densenetillustrated.html

DenseNet 補充

https://hemingwang.blogspot.com/2021/04/densenetappendix.html

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04a:FCN

FCN 論文翻譯(網路資源)

https://blog.csdn.net/diaokui2312/article/details/107959677

FCN 簡介

https://hemingwang.blogspot.com/2020/12/fcn.html

FCN 詳解

https://hemingwang.blogspot.com/2021/04/fcnillustrated.html

FCN 補充

http://hemingwang.blogspot.com/2021/06/fcnappendix.html

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04b:PFPNet

PFPNet 論文解析(網路資源)

https://zhuanlan.zhihu.com/p/109749867

PFPNet 簡介

https://hemingwang.blogspot.com/2020/12/pfpnet.html

PFPNet 詳解

https://hemingwang.blogspot.com/2021/04/pfpnetillustrated.html

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05a:YOLO

YOLO 論文翻譯(網路資源)

https://zhuanlan.zhihu.com/p/35416826

YOLO 簡介

http://hemingwang.blogspot.com/2020/12/yolo.html

YOLO 詳解

https://hemingwang.blogspot.com/2021/05/yoloillustrated.html

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05b:Mask R-CNN

Mask R-CNN 論文翻譯(網路資源)

https://blog.csdn.net/myGFZ/article/details/79136610

Mask R-CNN 簡介

http://hemingwang.blogspot.com/2020/12/mask-r-cnn.html

Mask R-CNN 詳解

https://hemingwang.blogspot.com/2021/05/mask-r-cnnillustrated.html

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NLP

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06a:LSTM

LSTM(Colah)翻譯

http://hemingwang.blogspot.com/2019/09/understanding-lstm-networks.html

LSTM 簡介

http://hemingwang.blogspot.com/2020/12/lstm.html

LSTM 詳解

https://hemingwang.blogspot.com/2021/07/illustrated-lstm.html

LSTM 補充

http://hemingwang.blogspot.com/2021/07/lstmappendix.html

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06b:Word2vec

Word2vec 論文翻譯(Xin Rong 版,網路資源)

https://zhuanlan.zhihu.com/p/183161311

Word2vec 簡介

http://hemingwang.blogspot.com/2020/12/word2vec.html

Word2vec 詳解

https://hemingwang.blogspot.com/2021/07/word2vecillustrated.html

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07a 預習:BLEU(Machine Translation,MT 機器翻譯的評估標準之一)(Transformer 亦有採用此標準)。

https://hemingwang.blogspot.com/2020/11/bleu.html

07a:Seq2seq

Seq2seq 論文翻譯(網路資源)

https://blog.csdn.net/yjw123456/article/details/112359175

Seq2seq 簡介

https://hemingwang.blogspot.com/2020/12/seq2seq.html

Seq2seq 詳解

https://hemingwang.blogspot.com/2021/08/seq2seqillustrated.html

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07b:Paragraph2vec

Paragraph2vec 論文解析(網路資源)

https://blog.csdn.net/momo1005/article/details/79681542

Paragraph2vec 簡介

https://hemingwang.blogspot.com/2020/12/paragraph2vec.html

Paragraph2vec 詳解

https://hemingwang.blogspot.com/2021/08/paragraph2vecillustrated_27.html

Paragraph2vec 補充

https://hemingwang.blogspot.com/2021/09/paragraph2vecappendix.html

Paragraph2vec 實作

https://hemingwang.blogspot.com/2021/09/paragraph2veclab.html

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08a:Attention

Attention 論文翻譯(網路資源)

https://blog.csdn.net/yjw123456/article/details/113977579

Attention 簡介

https://hemingwang.blogspot.com/2020/12/attention.html

Attention 詳解

https://hemingwang.blogspot.com/2021/08/attentionillustrated.html

Attention 補充

https://hemingwang.blogspot.com/2021/10/attentionappendix.html

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08b 預習:Perplexity(Machine Translation,MT 機器翻譯的評估標準之二)(Transformer 亦有採用此標準)。

https://hemingwang.blogspot.com/2020/12/perplexity.html

08b:Short Attention

Short Attention 論文解析(網路資源)

https://zhuanlan.zhihu.com/p/25570951

Short Attention 簡介

https://hemingwang.blogspot.com/2020/12/short-attention.html

Short Attention 詳解

https://hemingwang.blogspot.com/2021/08/short-attentionillustrated.html

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09a:ConvS2S。

ConvS2S 論文翻譯(網路資源)

https://blog.csdn.net/qq_28385535/article/details/107555331

ConvS2S 簡介

https://hemingwang.blogspot.com/2020/12/convs2s.html

ConvS2S 詳解

https://hemingwang.blogspot.com/2021/08/convs2sillustrated.html

ConvS2S 補充

https://hemingwang.blogspot.com/2021/10/convs2sappendix.html

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09b:ELMo

ELMo 論文翻譯(網路資源)

https://blog.csdn.net/u014475479/article/details/88623415

ELMo 簡介

https://hemingwang.blogspot.com/2020/12/elmo.html

ELMo 詳解

https://hemingwang.blogspot.com/2021/09/elmoillustrated.html

ELMo 補充

https://hemingwang.blogspot.com/2021/11/elmoappendix.html

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10a:Transformer

Transformer 論文翻譯(網路資源)

https://blog.csdn.net/qq_29695701/article/details/88096455

Transformer 簡介

https://hemingwang.blogspot.com/2020/12/transformer.html

Transformer 詳解

https://hemingwang.blogspot.com/2021/09/transformerillustrated.html

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10b:BERT

BERT 論文翻譯(網路資源)

https://zhuanlan.zhihu.com/p/52248160

BERT 簡介

https://hemingwang.blogspot.com/2020/12/bert.html

BERT 詳解

https://hemingwang.blogspot.com/2021/09/bertillustrated.html

BERT 補充

https://hemingwang.blogspot.com/2021/12/bertappendix.html

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DRL

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GAN

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