DL_Exten(Deep Learning Extensions)

Various deep learning extensions in MATLAB.

DL_Exten

Deep Learning Exten Bulit on 2023/09 by Fred Liu Update to 2024a

版本:MATALB: minimum vervion 2024a.

此專案中會介紹在之前專案中沒有介紹到的深度學習內容，並且分類為五個區域。

目前部分更新到2024a，主要是e系列為主(新增Radar,Wireless與Verify)，另外也新增a7與a8的內容 以及部份的內容也有添加上23b與24a的資訊。

由於在2024a中版本有較大更新，會將DL的架構都改為dlnetowrk的格式，因此整個架構也會有大改變， 也陸續將以往的一些功能都進行更新。

詳細內容介紹可以參考以下網址： https://medium.com/@FredLiu_/%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E6%93%B4%E5%85%85-dl-exten-70f7f559a443

In this project, we will introduce deep learning topics that were not covered in previous projects and categorize them into five areas. Currently.

Currently, some parts have been updated to 2024a, mainly focusing on the E series (with additions of Radar and Wireless). Additionally, content for A7 and A8 has been added.

Due to significant updates in version 2024a, the DL architecture will be changed to the dlnetwork format, leading to major structural changes. Furthermore, some previous functionalities will be updated gradually.

<markdown-accessiblity-table><table class="readme_table"> <thead> <tr> <th class="readme_th"><strong>客製化深度學習架構</strong></th> </tr> </thead> <tbody> <tr> <td class="readme_td">a1.DL_Model_Function</td> </tr> <tr> <td class="readme_td">a2.CustomerLayer</td> </tr> <tr> <td class="readme_td">a3.CustomerLoop</td> </tr> <tr> <td class="readme_td">a4.ChangeLoss</td> </tr> <tr> <td class="readme_td">a5.AutoLabeling</td> </tr> <tr> <td class="readme_td">a6.DataAugment</td> </tr> <tr> <td class="readme_td">a7.Accelerated_DL_Function</td> </tr> <tr> <td class="readme_td">a8.Retrain</td> </tr> </tbody> </table></markdown-accessiblity-table>

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<markdown-accessiblity-table><table class="readme_table"> <thead> <tr> <th class="readme_th"><strong>深度學習APP使用方式</strong></th> </tr> </thead> <tbody> <tr> <td class="readme_td">b1.DeepNetworkDesigner</td> </tr> <tr> <td class="readme_td">b2.Experimnet_Manager</td> </tr> <tr> <td class="readme_td">b3.DeepNetworkQuantizer</td> </tr> </tbody> </table></markdown-accessiblity-table>

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<markdown-accessiblity-table><table class="readme_table"> <thead> <tr> <th class="readme_th"><strong>計算深度學習</strong></th> </tr> </thead> <tbody> <tr> <td class="readme_td">c1.Neural_ODE</td> </tr> <tr> <td class="readme_td">c2.Partia_Differential_Equation</td> </tr> </tbody> </table></markdown-accessiblity-table>

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<markdown-accessiblity-table><table class="readme_table"> <thead> <tr> <th class="readme_th"><strong>各種深度學習模型</strong></th> </tr> </thead> <tbody> <tr> <td class="readme_td">d1.Multilabel_Classification</td> </tr> <tr> <td class="readme_td">d2.LSTM</td> </tr> <tr> <td class="readme_td">d3.1D_CNN</td> </tr> <tr> <td class="readme_td">d4.AnomalyDetect</td> </tr> <tr> <td class="readme_td">d5.Autoencoder</td> </tr> <tr> <td class="readme_td">d6.GAN</td> </tr> <tr> <td class="readme_td">d7.ImageCaptioning</td> </tr> <tr> <td class="readme_td">d8.Posenet</td> </tr> <tr> <td class="readme_td">d9.Siamese Network</td> </tr> <tr> <td class="readme_td">d10.StyleTransfer</td> </tr> <tr> <td class="readme_td">d11.GCN</td> </tr> <tr> <td class="readme_td">d12.VideoRecognition</td> </tr> <tr> <td class="readme_td">d13.Attention</td> </tr> <tr> <td class="readme_td">d14.FederatedLearning</td> </tr> <tr> <td class="readme_td">d15.CyclicalLearning</td> </tr> <tr> <td class="readme_td">d16.Adversarial</td> </tr> <tr> <td class="readme_td">d17.Deep_ISP</td> </tr> <tr> <td class="readme_td">d18.OtherModel</td> </tr> <tr> <td class="readme_td">d19.VIT(Vision Transformer)</td> </tr> </tbody> </table></markdown-accessiblity-table>

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<markdown-accessiblity-table><table class="readme_table"> <thead> <tr> <th class="readme_th"><strong>其他領域的深度學習架構</strong></th> </tr> </thead> <tbody> <tr> <td class="readme_td">e1.Verification</td> </tr> <tr> <td class="readme_td">e2.Signal</td> </tr> <tr> <td class="readme_td">e3.Audio</td> </tr> <tr> <td class="readme_td">e4.Text</td> </tr> <tr> <td class="readme_td">e5.Lidar</td> </tr> <tr> <td class="readme_td">e6.Finance</td> </tr> <tr> <td class="readme_td">e7.Radar</td> </tr> <tr> <td class="readme_td">e6.Finance</td> </tr> <tr> <td class="readme_td">e7.Radar</td> </tr> <tr> <td class="readme_td">e8.Wireless</td> </tr> <tr> <td class="readme_td">e9.Verify</td> </tr> <tr> <td class="readme_td">e10.PHM</td> </tr> </tbody> </table></markdown-accessiblity-table>

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<markdown-accessiblity-table><table class="readme_table"> <thead> <tr> <th class="readme_th"><strong>深度學習模型整合</strong></th> </tr> </thead> <tbody> <tr> <td class="readme_td">h1.Integration</td> </tr> </tbody> </table></markdown-accessiblity-table>