Deep XFPackage 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, provides utilify facility for time-series signal similarities matching, and removing noise from timeseries signals.
Stars: ✭ 83 (+107.5%)
SktimeA unified framework for machine learning with time series
Stars: ✭ 4,741 (+11752.5%)
AtspyAtsPy: Automated Time Series Models in Python (by @firmai)
Stars: ✭ 340 (+750%)
CoronaDashCOVID-19 spread shiny dashboard with a forecasting model, countries' trajectories graphs, and cluster analysis tools
Stars: ✭ 20 (-50%)
PyftsAn open source library for Fuzzy Time Series in Python
Stars: ✭ 154 (+285%)
TSForecastingThis repository contains the implementations related to the experiments of a set of publicly available datasets that are used in the time series forecasting research space.
Stars: ✭ 53 (+32.5%)
PyafPyAF is an Open Source Python library for Automatic Time Series Forecasting built on top of popular pydata modules.
Stars: ✭ 289 (+622.5%)
sknifedatarsknifedatar is a package that serves primarily as an extension to the modeltime 📦 ecosystem. In addition to some functionalities of spatial data and visualization.
Stars: ✭ 30 (-25%)
HctsaHighly comparative time-series analysis
Stars: ✭ 406 (+915%)
TsaiTime series Timeseries Deep Learning Pytorch fastai - State-of-the-art Deep Learning with Time Series and Sequences in Pytorch / fastai
Stars: ✭ 407 (+917.5%)
Informer2020The GitHub repository for the paper "Informer" accepted by AAAI 2021.
Stars: ✭ 771 (+1827.5%)
Time-Series-ForecastingRainfall analysis of Maharashtra - Season/Month wise forecasting. Different methods have been used. The main goal of this project is to increase the performance of forecasted results during rainy seasons.
Stars: ✭ 27 (-32.5%)
HistoricalVolatilityA framework for historical volatility estimation and analysis.
Stars: ✭ 22 (-45%)
time-series-autoencoder📈 PyTorch dual-attention LSTM-autoencoder for multivariate Time Series 📈
Stars: ✭ 198 (+395%)
MerlionMerlion: A Machine Learning Framework for Time Series Intelligence
Stars: ✭ 2,368 (+5820%)
fireTSA python multi-variate time series prediction library working with sklearn
Stars: ✭ 62 (+55%)
TimetkA toolkit for working with time series in R
Stars: ✭ 371 (+827.5%)
Flow ForecastDeep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
Stars: ✭ 368 (+820%)
DartsA python library for easy manipulation and forecasting of time series.
Stars: ✭ 760 (+1800%)
LuminaireLuminaire is a python package that provides ML driven solutions for monitoring time series data.
Stars: ✭ 316 (+690%)
StingrayAnything can happen in the next half hour (including spectral timing made easy)!
Stars: ✭ 94 (+135%)
ForecastmlAn R package with Python support for multi-step-ahead forecasting with machine learning and deep learning algorithms
Stars: ✭ 101 (+152.5%)
Statespacemodels.jlStateSpaceModels.jl is a Julia package for time-series analysis using state-space models.
Stars: ✭ 116 (+190%)
timemachinesPredict time-series with one line of code.
Stars: ✭ 342 (+755%)
TslearnA machine learning toolkit dedicated to time-series data
Stars: ✭ 1,910 (+4675%)
pssaSingular Spectrum Analysis for time series forecasting in Python
Stars: ✭ 119 (+197.5%)
ChroneticAnalyzes chronological patterns present in time-series data and provides human-readable descriptions
Stars: ✭ 23 (-42.5%)
magi📈 high level wrapper for parallel univariate time series forecasting 📉
Stars: ✭ 17 (-57.5%)
AutoTSAutomated Time Series Forecasting
Stars: ✭ 665 (+1562.5%)
tsfeaturesCalculates various features from time series data. Python implementation of the R package tsfeatures.
Stars: ✭ 87 (+117.5%)
awesome-time-seriesResources for working with time series and sequence data
Stars: ✭ 178 (+345%)
Time Series PapersList of awesome papers about time series, mainly including algorithms based on machine learning | 收录时间序列分析中各个研究领域的高水平文章,主要包含基于机器学习的算法
Stars: ✭ 357 (+792.5%)
query-selectorLONG-TERM SERIES FORECASTING WITH QUERYSELECTOR – EFFICIENT MODEL OF SPARSEATTENTION
Stars: ✭ 63 (+57.5%)
dbnRGaussian dynamic Bayesian networks structure learning and inference based on the bnlearn package
Stars: ✭ 33 (-17.5%)
Atsd Use CasesAxibase Time Series Database: Usage Examples and Research Articles
Stars: ✭ 335 (+737.5%)
ArchARCH models in Python
Stars: ✭ 660 (+1550%)
PmdarimaA statistical library designed to fill the void in Python's time series analysis capabilities, including the equivalent of R's auto.arima function.
Stars: ✭ 838 (+1995%)
Tsrepr TSrepr: R package for time series representations
Stars: ✭ 75 (+87.5%)
SystemicriskA framework for systemic risk valuation and analysis.
Stars: ✭ 72 (+80%)
AnticipyA Python library for time series forecasting
Stars: ✭ 71 (+77.5%)
ForestCoverChangeDetecting and Predicting Forest Cover Change in Pakistani Areas Using Remote Sensing Imagery
Stars: ✭ 23 (-42.5%)
ExoplanetFast & scalable MCMC for all your exoplanet needs!
Stars: ✭ 122 (+205%)
Neural prophetNeuralProphet - A simple forecasting model based on Neural Networks in PyTorch
Stars: ✭ 1,125 (+2712.5%)
Gluon TsProbabilistic time series modeling in Python
Stars: ✭ 2,373 (+5832.5%)
ForecastingTime Series Forecasting Best Practices & Examples
Stars: ✭ 2,123 (+5207.5%)
MatrixprofileA Python 3 library making time series data mining tasks, utilizing matrix profile algorithms, accessible to everyone.
Stars: ✭ 141 (+252.5%)
ModeltimeModeltime unlocks time series forecast models and machine learning in one framework
Stars: ✭ 189 (+372.5%)
forecasting modelsAn overview of univariate time series forecasting models with sample code.
Stars: ✭ 39 (-2.5%)
modeltime.resampleResampling Tools for Time Series Forecasting with Modeltime
Stars: ✭ 12 (-70%)
MsgarchMSGARCH R Package
Stars: ✭ 51 (+27.5%)
PyoddsAn End-to-end Outlier Detection System
Stars: ✭ 141 (+252.5%)
Auto tsAutomatically build ARIMA, SARIMAX, VAR, FB Prophet and XGBoost Models on Time Series data sets with a Single Line of Code. Now updated with Dask to handle millions of rows.
Stars: ✭ 195 (+387.5%)