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A Library for Advanced Deep Time Series Models.

Python 7,497 1,196 Updated Dec 23, 2024

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

754 68 Updated Apr 2, 2024

This is a data respository related to the paper "Extending a model for water vapor sounding by ground-based GNSS in the vertical direction"

MATLAB 1 1 Updated Aug 28, 2018

我的导航学习笔记,内容涵盖导航定位开源程序的源码解读 ( 包括:RTKLIB、GAMP、GINav、Ginan、PSINS、SoftGNSS、KF-GINS、GICI-Lib 等)、开源项目梳理、书籍讲义、博客翻译、教程讲座推荐;本仓库会长期更新,分享出来,既是跟大家做个交流,也激励着自己坚持学下去;所有内容都可以随意转载,原始文件都放在这了,欢迎在我的基础上整理出自己的一些文档。

Python 1,257 289 Updated Oct 20, 2024

ResLT: Residual Learning for Long-tailed Recognition (TPAMI 2022)

Python 59 5 Updated Nov 7, 2023

CVPR 2022 - official implementation for "Long-Tailed Recognition via Weight Balancing" https://arxiv.org/abs/2203.14197

Jupyter Notebook 122 10 Updated Nov 30, 2024

PyTorch implementation of the paper: Long-tail Learning via Logit Adjustment

Python 98 10 Updated Sep 7, 2021

The official PyTorch implementation of paper BBN: Bilateral-Branch Network with Cumulative Learning for Long-Tailed Visual Recognition

Python 662 103 Updated Nov 22, 2022

[ CVPR 2021 Oral ] Pytorch implementation for "Adversarial Robustness under Long-Tailed Distribution"

Python 100 10 Updated Jun 17, 2021

A scientific and useful toolbox, which contains practical and effective long-tail related tricks with extensive experimental results

Python 580 78 Updated Jan 5, 2022

Google Research

Jupyter Notebook 34,545 7,957 Updated Dec 13, 2024

Class-Balanced Loss Based on Effective Number of Samples. CVPR 2019

Python 605 68 Updated Aug 29, 2021

Pytorch implementation of the paper "Class-Balanced Loss Based on Effective Number of Samples"

Python 788 120 Updated Feb 18, 2024

A collection of 85 minority oversampling techniques (SMOTE) for imbalanced learning with multi-class oversampling and model selection features

Jupyter Notebook 644 138 Updated Jan 3, 2024

Regression Transformer (2023; Nature Machine Intelligence)

Python 152 23 Updated Mar 18, 2024

deep learning for image processing including classification and object-detection etc.

Python 23,596 8,048 Updated Jul 25, 2024

Official code for Conformer: Local Features Coupling Global Representations for Visual Recognition

Jupyter Notebook 556 88 Updated Oct 31, 2021

Incorporating Transformer and LSTM to Kalman Filter with EM algorithm

Python 138 25 Updated Aug 25, 2022
Jupyter Notebook 26 7 Updated Jun 13, 2019

Use Transformers and LSTMs to learn Python source code

Jupyter Notebook 188 42 Updated Jan 18, 2022

stock predict with MLP,CNN,RNN,LSTM,Transformer and Transformer-LSTM

Python 197 33 Updated Mar 7, 2022

An accurate and reliable wind power forecasting model that can handle the variability and uncertainty of the wind resource. An ensemble model which includes the Transformer, LSTM and Gradient Boost…

Jupyter Notebook 11 3 Updated Jul 6, 2023

Speech Emotion Classification with novel Parallel CNN-Transformer model built with PyTorch, plus thorough explanations of CNNs, Transformers, and everything in between

Jupyter Notebook 239 45 Updated Nov 6, 2020

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

838 90 Updated Dec 10, 2024

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

Python 14,079 1,820 Updated Jul 3, 2024

For largescale wind power penetration Wind speed prediction is a basic requirement of wind energy generation. There are many artificial neural network (ANN), ARMA, ARIMA approaches proposed in the …

Jupyter Notebook 39 6 Updated Nov 20, 2021

In this project i demonstrate the complete guide of ARIMA Model on the wind scenario forecasting dataset

Jupyter Notebook 5 1 Updated Jun 25, 2020

Official implementation for "iTransformer: Inverted Transformers Are Effective for Time Series Forecasting" (ICLR 2024 Spotlight), https://openreview.net/forum?id=JePfAI8fah

Python 1,373 230 Updated Nov 8, 2024

Official implement for "SOFTS: Efficient Multivariate Time Series Forecasting with Series-Core Fusion"(NeurIPS'24) in PyTorch.

Python 196 17 Updated Nov 25, 2024

This is Tensorflow based project using U-Net Architecture to map flooding using Sentinel-1 imagery

Jupyter Notebook 8 Updated Jun 17, 2022
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