forecasting-models · GitHub Topics

#计算机科学#List of papers, code and experiments using deep learning for time series forecasting

time-series-forecasting lstm 深度学习 forecasting-models prediction Python PyTorch Tensorflow series-forecasting time-series time-series-prediction time-series-classification demand-forecasting recurrent-neural-networks series-analysis 深度神经网络

Jupyter Notebook 2.72 k

1 年前

alkaline-ml / pmdarima

#计算机科学#A statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.

arima time-series forecasting forecasting-models Python econometrics 机器学习

Python 1.66 k

9 个月前

Nixtla / hierarchicalforecast

#时序数据库#Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.

econometrics forecasting forecasting-models 统计 time-series Linux Mint reconciliation Python time-series-forecasting timeseries probabilistic-models baselines

Python 686

1 天前

business-science / timetk

#计算机科学#Time series analysis in the `tidyverse`

time-series timeseries tidyverse time forecasting forecast forecasting-models coercion 机器学习 data-mining r-package

R 630

1 年前

firmai / atspy

#时序数据库#AtsPy: Automated Time Series Models in Python (by @firmai)

time-series time-series-analysis automated Python forecasting forecasting-models finance

Python 518

3 年前

artefactory / streamlit_prophet

#计算机科学#Streamlit app to train, evaluate and optimize a Prophet forecasting model.

forecasting time-series prophet Streamlit fbprophet Python 机器学习 forecasting-models streamlit-webapp

Python 355

1 年前

PYFTS / pyFTS

#时序数据库#An open source library for Fuzzy Time Series in Python

time-series forecasting forecasting-models 数据科学 interval time-series-analysis time-series-forecasting econometrics series Python

Python 273

1 年前

KasperGroesLudvigsen / influenza_transformer

#计算机科学#PyTorch implementation of Transformer model used in "Deep Transformer Models for Time Series Forecasting: The Influenza Prevalence Case"

深度学习 forecasting forecasting-models neural-networks PyTorch sequence-to-sequence time-series time-series-forecasting transformers

Python 257

3 年前

openclimatefix / graph_weather

Graph-based weather forecasting models. Originally, PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)

PyTorch weather graph-neural-networks forecasting-models

Python 248

4 天前

GIS4WRF / gis4wrf

QGIS toolkit 🧰 for pre- and post-processing 🔨, visualizing 🔍, and running simulations 💻 in the Weather Research and Forecasting (WRF) model 🌀

wps weather Geographic Information System Python plotting netcdf grib scientific-computing academia Simulation forecasting-models

Python 175

2 年前

business-science / sweep

#时序数据库#Extending broom for time series forecasting

time forecast tidyverse forecasting-models time-series timeseries prediction r-package

R 155

2 年前

ajayarunachalam / Deep_XF

#计算机科学#Package towards building Explainable Forecasting and Nowcasting Models with State-of-the-art Deep Neural Networks and Dynamic Factor Model on Time Series data sets with single line of code. Also, pro...

Python forecasting forecasting-models explainable-ml 深度神经网络深度学习 time-series time-series-analysis auto-ml interpretable-ai sensors timeseries multivariate 机器学习

Jupyter Notebook 118

3 年前

DC-research / TEMPO

#时序数据库#The official code for "TEMPO: Prompt-based Generative Pre-trained Transformer for Time Series Forecasting (ICLR 2024)". TEMPO is one of the very first open source Time Series Foundation Models for fo...

forecasting forecasting-models foundation-models gpt pretrained-language-model pretrained-models time-series time-series-analysis transformer transformers

Python 113

5 个月前

keblu / MSGARCH

#时序数据库#MSGARCH R Package

econometrics R forecasting volatility Arch Linux forecasting-models risk time-series finance

R 80

3 年前

quantsense / TimeSeries_Notebooks_Collections

#计算机科学#Jupyter Notebooks Collection for Learning Time Series Models

time-series timeseries-analysis timeseries notebook-jupyter 机器学习 Python quantitative-trading quantitative-finance quant trading algorithmic-trading finance forecasting-models forecasting tutorial-code 教程 arima

Jupyter Notebook 73

6 年前

shellshock1911 / Sky-Cast-Capstone

#计算机科学#Sky Cast: A Comparison of Modern Techniques for Forecasting Time Series

time-series 机器学习 recurrent-neural-networks arima forecasting forecasting-models time-series-prediction time-series-forecasting neural-networks 深度学习 aviation

Jupyter Notebook 68

8 年前

zachrenwick / streamlit_forecasting_app

#计算机科学#This MVP data web app uses the Streamlit framework and Facebook's Prophet forecasting package to generate a dynamic forecast from your own data.

Python fbprophet 机器学习 forecasting forecasting-models forecasting-model time-series

Python 67

2 年前