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keras-tcn

Keras Temporal Convolutional Network.

Awesome-SSL4TS

A professionally curated list of awesome resources (paper, code, data, etc.) on Self-Supervised Learning for Time Series (SSL4TS).

OS-CNN

TCN

Sequence modeling benchmarks and temporal convolutional networks

GRU-FCN-model-for-univariate-time-series-classification

GRU-FCN model for univariate time series classification

LSTM-FCN

Codebase for the paper LSTM Fully Convolutional Networks for Time Series Classification

DataAugForTSC

DomainFoundationModelsTSC

Domain Foundation Models for Time Series Classification

LITE

LITE: Light Inception with boosTing tEchniques for Time Series Classification

ConvTran

This is a PyTorch implementation of ConvTran

adaptive-feature-fusion

JobDA

(Optimizing code now)Unofficial implementation of paper 'Joint-Label Learning by Dual Augmentation for Time Series Classification'[AAAI2021]

aeon

A toolkit for machine learning from time series

tsml-java

Java time series machine learning tools in a Weka compatible toolkit

UCR_Time_Series_Classification_Deep_Learning_Baseline

Fully Convlutional Neural Networks for state-of-the-art time series classification

Raindrop

Graph Neural Networks for Irregular Time Series

ViTST

[NeurIPS 2023] The official repo for the paper: "Time Series as Images: Vision Transformer for Irregularly Sampled Time Series"."

DeepSatModels

Deep learning models for remote sensing applications

Meta-feature-Fusion-for-Few-Shot-Time-Series-Classification

Meta-feature Fusion for Few-Shot Time Series Classification

HAR_WaveletTransform_SpatialAttention_FeatureSelection

InceptionTime

InceptionTime: Finding AlexNet for Time Series Classification

LightTS

Code for the paper "LightTS: Lightweight Time Series Classification with Adaptive Ensemble"

pyts

A Python package for time series classification

tsai

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

Informer2020

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

Time-Series-Library

A Library for Advanced Deep Time Series Models.

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

MILTimeSeriesClassification

Inherently Interpretable Time Series Classification via Multiple Instance Learning (MILLET)

awesome-chatgpt-prompts

This repo includes ChatGPT prompt curation to use ChatGPT better.

Deep-Residual-Shrinkage-Networks-for-intelligent-fault-diagnosis-DRSN-

Deep Residual Shrinkage Networks for Intelligent Fault Diagnosis（pytorch） 深度残差收缩网络应用于故障诊断