THE_FUTURE.'s repositories
Autoformer
About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008
CLCRN
This is an official Pytorch implementation of Conditional Local Convolution for Spatio-temporal Meteorological Forecasting, AAAI 2022
cnn-lstm-bilstm-deepcnn-clstm-in-pytorch
In PyTorch Learing Neural Networks Likes CNN、BiLSTM
COVID-19
Novel Coronavirus (COVID-19) Cases, provided by JHU CSSE
darts
A python library for easy manipulation and forecasting of time series.
DeepAR
Scalable and user friendly neural :brain: forecasting algorithms.
flow-forecast
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
Flowformer
About Code release for "Flowformer: Linearizing Transformers with Conservation Flows" (ICML 2022), https://arxiv.org/pdf/2202.06258.pdf
gis4wrf
QGIS toolkit 🧰 for pre- and post-processing 🔨, visualizing 🔍, and running simulations 💻 in the Weather Research and Forecasting (WRF) model 🌀
Informer2020
The GitHub repository for the paper "Informer" accepted by AAAI 2021.
LSTM_Solar_Forecasting
PyTorch implementation of LSTM Neural Network for Multi-time-horizon solar forecasting
LTSF-Linear
This is the official implementation for AAAI-23 paper "Are Transformers Effective for Time Series Forecasting?"
Merlion
Merlion: A Machine Learning Framework for Time Series Intelligence
Nonstationary_Transformers
Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/abs/2205.14415
pytorch-forecasting
Time series forecasting with PyTorch
ReservoirComputing.jl
Reservoir computing utilities for scientific machine learning (SciML)
SCINet
The GitHub repository for the paper: “Time Series is a Special Sequence: Forecasting with Sample Convolution and Interaction“.
T-GCN
Temporal Graph Convolutional Network for Urban Traffic Flow Prediction Method
TCN
Sequence modeling benchmarks and temporal convolutional networks
tft_tf2
Temporal Fusion Transformers for Tensorflow 2.x
time-series-transformers-review
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
tiny_python
just tiny python