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penglinman's Projects

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autoformer icon autoformer

About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008

bp-algorithm icon bp-algorithm

一文彻底搞懂BP算法:原理推导+数据演示+项目实战

crossformer icon crossformer

Official implementation of our ICLR 2023 paper "Crossformer: Transformer Utilizing Cross-Dimension Dependency for Multivariate Time Series Forecasting"

etdataset icon etdataset

The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.

informer2020 icon informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

ml-from-scratch icon ml-from-scratch

机器学习算法 基于西瓜书以及《统计学习方法》,当然包括DL。

nlp-tutorial icon nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

patchtst icon patchtst

An offical implementation of PatchTST: "A Time Series is Worth 64 Words: Long-term Forecasting with Transformers." (ICLR 2023) https://arxiv.org/abs/2211.14730

timesnet icon timesnet

About Code release for "TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis" (ICLR 2023), https://openreview.net/pdf?id=ju_Uqw384Oq

tlbook-code icon tlbook-code

Code for Transfer Learning book--《迁移学习导论》配套代码

tlt icon tlt

TLT Recurrent fine-tuning transfer learning for water quality long-term prediction

tlt-main icon tlt-main

基于深度迁移学习的水质预测研究

tsai icon tsai

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

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