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some-paper-cn's Introduction

简介

  • 本项目是译者在学习长时间序列预测、CV、NLP和机器学习过程中精读的一些论文，并对其进行了中文翻译。由于译者水平有限，且基本未使用机器翻译，可能有部分言语不通顺或本土化程度不足，也请大家在阅读过程中多提供宝贵意见。
  • 在我的CSDN博客中，针对上述部分论文中的模型撰写了相关教程，除此还有一些其他相关经验和教程欢迎大家访问我的CSDN博客主页

长时间序列预测

论文/博客标题 项目页 CSDN博客 教程
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers Github CSDN 代码解析
Are Transformers Effective for Time Series Forecasting? Github CSDN 代码解析
Dish-TS: A General Paradigm for Alleviating Distribution Shift in Time Series Forecasting Github CSDN 使用示例
Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping Github CSDN -
TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis Github CSDN 代码解析
Chronos: Learning the Language of Time Series Github CSDN -

计算机视觉（CV）

论文/博客标题 项目页 CSDN博客 教程
Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection Github CSDN -
ShuffleNet V2: Practical Guidelines for Efficient CNN Architecture Design Github CSDN -
VanillaNet: the Power of Minimalism in Deep Learning Github CSDN -

自然语言处理（NLP）

论文/博客标题 项目页 CSDN博客 教程
Phinetuning 2.0 Github - 使用示例
Finetuning LLMs with LoRA and QLoRA Github CSDN -

机器学习

论文/博客标题 项目页 CSDN博客 教程
OpenFE: Automated Feature Generation with Expert-level Performance Github CSDN 使用示例
To SMOTE, or not to SMOTE? Github CSDN -

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