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集合主题趋势排行榜
#

forecasting-models

Website
Wikipedia
https://static.github-zh.com/github_avatars/Alro10?size=40
Alro10 / deep-learning-time-series

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

time-series-forecastinglstm深度学习forecasting-modelspredictionPythonPyTorchTensorflowseries-forecastingtime-seriestime-series-predictiontime-series-classificationdemand-forecastingrecurrent-neural-networksseries-analysis深度神经网络
Jupyter Notebook 2.71 k
1 年前
alkaline-ml/pmdarima
https://static.github-zh.com/github_avatars/alkaline-ml?size=40
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.

arimatime-seriesforecastingforecasting-modelsPythoneconometrics机器学习
Python 1.65 k
7 个月前
https://static.github-zh.com/github_avatars/Nixtla?size=40
Nixtla / hierarchicalforecast

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

econometricsforecastingforecasting-models统计time-seriesLinux MintreconciliationPythontime-series-forecastingtimeseriesprobabilistic-modelsbaselines
Python 667
5 天前
https://static.github-zh.com/github_avatars/business-science?size=40
business-science / timetk

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

time-seriestimeseriestidyversetimeforecastingforecastforecasting-modelscoercion机器学习data-miningr-package
R 630
1 年前
https://static.github-zh.com/github_avatars/firmai?size=40
firmai / atspy

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

time-seriestime-series-analysisautomatedPythonforecastingforecasting-modelsfinance
Python 517
3 年前
https://static.github-zh.com/github_avatars/artefactory?size=40
artefactory / streamlit_prophet

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

forecastingtime-seriesprophetStreamlitfbprophetPython机器学习forecasting-modelsstreamlit-webapp
Python 352
1 年前
https://static.github-zh.com/github_avatars/PYFTS?size=40
PYFTS / pyFTS

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

time-seriesforecastingforecasting-models数据科学intervaltime-series-analysistime-series-forecastingeconometricsseriesPython
Python 271
10 个月前
https://static.github-zh.com/github_avatars/KasperGroesLudvigsen?size=40
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forecastingforecasting-modelsneural-networksPyTorchsequence-to-sequencetime-seriestime-series-forecastingtransformers
Python 254
3 年前
https://static.github-zh.com/github_avatars/openclimatefix?size=40
openclimatefix / graph_weather

PyTorch implementation of Ryan Keisler's 2022 "Forecasting Global Weather with Graph Neural Networks" paper (https://arxiv.org/abs/2202.07575)

PyTorchweathergraph-neural-networksforecasting-models
Python 236
6 天前
https://static.github-zh.com/github_avatars/GIS4WRF?size=40
GIS4WRF / gis4wrf

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

wpsweatherGeographic Information SystemPythonplottingnetcdfgribscientific-computingacademiaSimulationforecasting-models
Python 175
2 年前
https://static.github-zh.com/github_avatars/business-science?size=40
business-science / sweep

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

timeforecasttidyverseforecasting-modelstime-seriestimeseriespredictionr-package
R 155
1 年前
https://static.github-zh.com/github_avatars/ajayarunachalam?size=40
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...

Pythonforecastingforecasting-modelsexplainable-ml深度神经网络深度学习time-seriestime-series-analysisauto-mlinterpretable-aisensorstimeseriesmultivariate机器学习
Jupyter Notebook 117
3 年前
https://static.github-zh.com/github_avatars/DC-research?size=40
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...

forecastingforecasting-modelsfoundation-modelsgptpretrained-language-modelpretrained-modelstime-seriestime-series-analysistransformertransformers
Python 110
4 个月前
https://static.github-zh.com/github_avatars/keblu?size=40
keblu / MSGARCH

#时序数据库#MSGARCH R Package

econometricsRforecastingvolatilityArch Linuxforecasting-modelsrisktime-seriesfinance
R 80
3 年前
https://static.github-zh.com/github_avatars/quantsense?size=40
quantsense / TimeSeries_Notebooks_Collections

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

time-seriestimeseries-analysistimeseriesnotebook-jupyter机器学习Pythonquantitative-tradingquantitative-financequanttradingalgorithmic-tradingfinanceforecasting-modelsforecastingtutorial-code教程arima
Jupyter Notebook 71
6 年前
https://static.github-zh.com/github_avatars/zachrenwick?size=40
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.

Pythonfbprophet机器学习forecastingforecasting-modelsforecasting-modeltime-series
Python 67
1 年前
https://static.github-zh.com/github_avatars/shellshock1911?size=40
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-networksarimaforecastingforecasting-modelstime-series-predictiontime-series-forecastingneural-networks深度学习aviation
Jupyter Notebook 67
7 年前
https://static.github-zh.com/github_avatars/BirchKwok?size=40
BirchKwok / spinesTS

#时序数据库#spinesTS, a powerful toolset for time series prediction, is one of the cornerstones of PipelineTS.

forecasting-modelstime-seriestime-series-forecastingPythontimeseriestimeseries-forecasting
Python 46
1 年前
https://static.github-zh.com/github_avatars/QGoGithub?size=40
QGoGithub / Python_ds_Research

Python based Quant Finance Models, Tools and Algorithmic Decision Making

PythonKerasalgorithmic-tradingquantitative-financequantitative-tradingbacktesting-trading-strategiesSimulationmarket-dataportfolio-optimizationtimeseries-analysismptforecasting-models
Python 46
8 年前
https://static.github-zh.com/github_avatars/asael697?size=40
asael697 / bayesforecast

Automatic forecasting and Bayesian modeling for time series with Stan

time-series-analysisbayesian-inferencestanforecasting-modelsmcmc
C++ 45
11 天前
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