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deeplearning's Introduction

Deep_Leaning

介绍

本库是在学习**大学李宏毅老师的深度学习2021的课程中的笔记和源代码的记录，结合了本人用于记录Pytorch使用记录和方法的记录库。

数据集: 数据集由本人整理，除Module2本人没有实践过外，其余都曾经手写实现。 Module6中的数据和模型架构被我修改了一部分。数据采用萨摩耶取代了二次元头像数据。 数据集链接:
链接：https://pan.baidu.com/s/1eKiawY3wsBvscbuVEF7n7g?pwd=1234

提取码：1234

目录

  • Module1-Pytorch基本使用说明与LinearRegreesion
  • Module2-语音预测
  • Module3-CNN食品图片分类
  • Module4-Self-attention语音分类
  • Module5-Transformer
  • Module6-GAN生成宠物狗照片
  • Module7-Self-Supervised Learning(自监督学习)
  • Module8-AutoEncoder(自编码器)
  • Module9-Explainable ML(可解释性机器学习)
  • Module10-AdversarialAttack(对抗攻防)
  • Module11-DomainAdaptation(领域自适应)
  • Module12-ReinforcementLearning(强化学习)
  • Module13-NetworkCompression(神经网络压缩)
  • Module14-LifeLongLearning(机器终身学习)
  • Module15-MetaLearning(元学习)

deeplearning's People

Contributors

alctrain avatar yunhao-von avatar baiyunhao-alctrain avatar

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