AI 從頭學（2020 年版）

AI 從頭學（2020 年版）

2019/08/14

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一、精華篇

（一）AI 三部曲（深度學習：從 CV 到 NLP）
https://hemingwang.blogspot.com/2019/05/trilogy.html

（二）：BERT Overview
https://hemingwang.blogspot.com/2019/01/bert-overview.html

（三）：History of Natural Language Processing
https://hemingwang.blogspot.com/2019/01/history-of-natural-language-processing.html

（四）深度學習論文下載
http://hemingwang.blogspot.com/2019/02/deep-learning-highlight.html

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二、基礎篇

（一）：文獻回顧
http://hemingwang.blogspot.com/2016/12/ai.html

（二）：Popular Deep Learning Software Tools
http://hemingwang.blogspot.com/2016/12/aipopular-deep-learning-software-tools.html 

（三）：Popular Deep Learning Hardware Tools
http://hemingwang.blogspot.com/2016/12/aipopular-deep-learning-hardware-tools.html

（四）：AD and LeNet
http://hemingwang.blogspot.com/2016/12/aiad-and-lenet.html

（五）：AD and Python
http://hemingwang.blogspot.com/2016/12/aiad-and-python.html

（六）：The Net
http://hemingwang.blogspot.com/2016/12/aithe-net.html

（七）：AD and Python from Jason
http://hemingwang.blogspot.com/2016/12/aiad-and-python-from-jason.html

（八）：The Net from Mark
http://hemingwang.blogspot.com/2016/12/aithe-net-from-mark.html

（九）：Back Propagation
http://hemingwang.blogspot.com/2017/02/aiback-propagation.html

（一０）：Automatic Differentiation
http://hemingwang.blogspot.com/2017/02/aiautomatic-differentiation.html

（一一）：A Glance at Deep Learning
http://hemingwang.blogspot.com/2017/02/aia-glance-at-deep-learning.html

（一二）：LeNet
http://hemingwang.blogspot.com/2017/03/ailenet.html

（一三）：LeNet - F6
http://hemingwang.blogspot.com/2017/03/ailenet-f6.html

◎ LeNet 的補充
http://hemingwang.blogspot.com/2018/02/deep-learninglenet-bp.html 

（一四）：Recommender
http://hemingwang.blogspot.com/2017/03/ai.html

（一五）：Deep Learning，How？
http://hemingwang.blogspot.com/2017/03/aideep-learninghow.html

（一六）：Deep Learning，What？
http://hemingwang.blogspot.com/2017/03/aideep-learningwhat.html

（一七）：Shallow Learning
https://hemingwang.blogspot.com/2017/03/aishallow-learning.html

（一八）：Convolutional Neural Network
http://hemingwang.blogspot.com/2017/03/aiconvolutional-neural-network_23.html

（一九）：Recurrent Neural Network
http://hemingwang.blogspot.com/2017/03/airecurrent-neural-network.html

◎ RNN 的補充
http://hemingwang.blogspot.com/2018/02/airnnlstmin-120-mins.html

（二０）：Deep Learning，Hot
http://hemingwang.blogspot.com/2017/03/aideep-learninghot.html

（二一）：A Glance at Deep Reinforcement Learning
http://hemingwang.blogspot.com/2017/04/aia-glance-at-deep-reinforcement.html

（二三）：CNN - Kernel Training
http://hemingwang.blogspot.com/2017/05/aicnn-filter-kernel-training.html

（二四）：CNN - Kernel Visualizing
http://hemingwang.blogspot.com/2017/05/aicnn-filter-kernel-visualizing.html

◎ CNN 的補充
http://hemingwang.blogspot.com/2018/02/deep-learningcnn.html

（二五）：AlphaGo
http://hemingwang.blogspot.com/2017/05/aiaja-huang.html

（二六）：AlexNet
http://hemingwang.blogspot.com/2017/05/aialexnet.html

（二七）：ZFNet
http://hemingwang.blogspot.com/2017/05/aikernel-visualizing.html

（二八）：Network in Network
http://hemingwang.blogspot.com/2017/06/ainetwork-in-network.html

（二九）：GoogLeNet
http://hemingwang.blogspot.com/2017/06/aigooglenet.html

（三０）：Conv1
http://hemingwang.blogspot.com/2017/06/aiconv1.html

（三一）：Inception
http://hemingwang.blogspot.com/2017/08/aiinception.html

（三二）：VGGNet
http://hemingwang.blogspot.com/2018/09/aivggnet.html

（三三）：ResNet
http://hemingwang.blogspot.com/2018/09/airesnet.html

（三四）：FCN
http://hemingwang.blogspot.com/2018/02/deep-learningfcn.html

（三五）：DPM
http://hemingwang.blogspot.com/2017/07/aiobject-detection-with.html

（三六）：YOLO v1
http://hemingwang.blogspot.com/2018/04/deep-learningyolo-v1.html

◎ YOLOv1 的補充：mAP
http://hemingwang.blogspot.com/2018/04/machine-learning-conceptmean-average.html

◎ YOLOv1 的補充：NMS
http://hemingwang.blogspot.com/2018/04/machine-learning-conceptnon-maximum.html

（三七）：Weight Decay
https://hemingwang.blogspot.com/2017/06/aiweight-decay.html

（三八）：Highlight
http://hemingwang.blogspot.com/2017/11/aihighlight.html

（三九）：Complete Works
http://hemingwang.blogspot.com/2017/08/aicomplete-works.html

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三、進階篇

NLP（一）：LSTM
https://hemingwang.blogspot.com/2019/09/lstm.html

NLP（二）：Seq2seq
https://hemingwang.blogspot.com/2019/09/seq2seq.html

NLP（三）：Attention
http://hemingwang.blogspot.com/2019/01/attention.html

NLP（四）：ConvS2S
https://hemingwang.blogspot.com/2019/04/convs2s.html

NLP（五）：Transformer
http://hemingwang.blogspot.com/2019/01/transformer.html

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四、附錄
 
（一）：Space
https://hemingwang.blogspot.com/2019/04/mathspace.html

（二）：如何學好英文
https://hemingwang.blogspot.com/2020/07/learning-english.html

（三）：如何撰寫論文
https://sanmin.com.tw/Product/index/000758374