forecasting-models

There are 467 repositories under forecasting-models topic.

  • Alro10/deep-learning-time-series

    List of papers, code and experiments using deep learning for time series forecasting

    Language:Jupyter Notebook2.7k797533
  • pmdarima

    alkaline-ml/pmdarima

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

    Language:Python1.7k36340247

  • Nixtla/hierarchicalforecast

    Probabilistic Hierarchical forecasting 👑 with statistical and econometric methods.

    Language:Python6951114790

  • business-science/timetk

    Time series analysis in the `tidyverse`

    Language:R63237136105

  • firmai/atspy

    AtsPy: Automated Time Series Models in Python (by @firmai)

    Language:Python517202491

  • artefactory/streamlit_prophet

    Streamlit app to train, evaluate and optimize a Prophet forecasting model.

    Language:Python359521259
  • pyFTS

    PYFTS/pyFTS

    An open source library for Fuzzy Time Series in Python

    Language:Python275173856

  • 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)

    Language:Python25849677

  • KasperGroesLudvigsen/influenza_transformer

    PyTorch implementation of Transformer model used in "Deep Transformer Models for Time Series Forecasting: The Influenza Prevalence Case"

    Language:Python25751881

  • GIS4WRF/gis4wrf

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

    Language:Python1751620738

  • business-science/sweep

    Extending broom for time series forecasting

    Language:R15681730

  • DC-research/TEMPO

    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 forecasting task v1.0 version.

    Language:Python12121414

  • ajayarunachalam/Deep_XF

    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, provides utilify facility for time-series signal similarities matching, and removing noise from timeseries signals.

    Language:Jupyter Notebook1185225
  • MSGARCH

    keblu/MSGARCH

    MSGARCH R Package

    Language:R80207829

  • quantsense/TimeSeries_Notebooks_Collections

    Jupyter Notebooks Collection for Learning Time Series Models

    Language:Jupyter Notebook745026

  • shellshock1911/Sky-Cast-Capstone

    Sky Cast: A Comparison of Modern Techniques for Forecasting Time Series

    Language:Jupyter Notebook687030

  • zachrenwick/streamlit_forecasting_app

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

    Language:Python664532

  • asael697/bayesforecast

    Automatic forecasting and Bayesian modeling for time series with Stan

    Language:C++46296

  • BirchKwok/spinesTS

    spinesTS, a powerful toolset for time series prediction, is one of the cornerstones of PipelineTS.

    Language:Python46519

  • QGoGithub/Python_ds_Research

    Python based Quant Finance Models, Tools and Algorithmic Decision Making

    Language:Python465023

  • KrishnanSG/holt-winters

    The repository provides an in-depth analysis and forecast of a time series dataset as an example and summarizes the mathematical concepts required to have a deeper understanding of Holt-Winter's model. It also contains the implementation and analysis to time series anomaly detection using brutlag algorithm.

    Language:Jupyter Notebook453211

  • ssilvacris/Finance-Projects

    This repository contains several exercises in Python and R, mainly in the area of finance, financial modeling, and statistics.

    Language:HTML431010

  • hawkular/hawkular-datamining

    Real-time time series prediction library with standalone server

    Language:Java4182921

  • jstriaukas/midasml

    midasml package is dedicated to run predictive high-dimensional mixed data sampling models

    Language:R4121223

  • kennedyCzar/FORECASTING-1.0

    Predictive algorithm for forecasting the mexican stock exchange. Machine Learning approach to forecast price and Indicator behaviours of MACD, Bollinger and SuperTrend strategy

    Language:Python394120

  • rsyamil/timeseries-rnn

    Time-series forecasting with 1D Conv model, RNN (LSTM) model and Transformer model. Comparison of long-term and short-term forecasts using synthetic timeseries. Sequence-to-sequence formulation.

    Language:Jupyter Notebook38108

  • jaydipkumar/Data-Science-Python

    Data Science Python Beginner Level Project

    Language:Jupyter Notebook361012

  • avikumart/Time-series-analysis-and-forecasting

    In this repository, I have mentioned all the time series analysis methods from statsmodels library to analyse and model time-series data.

    Language:Jupyter Notebook35104
  • financial-forecast

    nickvzorn/financial-forecast

    Personal Financial Forecasting Model

    32010

  • andresC98/TSF_Transformers_TFM

    Repository containing my Master Thesis for the M.Sc. Big Data Analytics, titled "Time Series Forecasting with Transformers".

    Language:Jupyter Notebook28323

  • Akai01/caretForecast

    Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms

    Language:R261310

  • jstriaukas/midasmlpy

    Python implementation of the midasml approach

    Language:Fortran264910

  • ManojKumarMaruthi/Time-Series-Forecasting

    Forecasting Monthly Sales of French Champagne - Perrin Freres

    Language:Jupyter Notebook26109

  • jinit24/ARIMA-Model

    ARIMA model from scratch using numpy and pandas.

    Language:Jupyter Notebook252210

  • asavinov/lambdo

    Feature engineering and machine learning: together at last!

    Language:Python24304
  • DataAssimBench

    StevePny/DataAssimBench

    Benchmarking tools for applying AI/ML to data assimilation

    Language:Python23381