forecasting
There are 2993 repositories under forecasting topic.
facebook/prophet
Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.
NVIDIA/DeepLearningExamples
State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.
statsmodels/statsmodels
Statsmodels: statistical modeling and econometrics in Python
autogluon/autogluon
Fast and Accurate ML in 3 Lines of Code
sktime/sktime
A unified framework for machine learning with time series
unit8co/darts
A python library for user-friendly forecasting and anomaly detection on time series.
NirantK/awesome-project-ideas
Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas
postgresml/postgresml
Postgres with GPUs for ML/AI apps.
zhouhaoyi/Informer2020
The GitHub repository for the paper "Informer" accepted by AAAI 2021.
timeseriesAI/tsai
Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai
awslabs/gluonts
Probabilistic time series modeling in Python
Nixtla/statsforecast
Lightning ⚡️ fast forecasting with statistical and econometric models.
sktime/pytorch-forecasting
Time series forecasting with PyTorch
salesforce/Merlion
Merlion: A Machine Learning Framework for Time Series Intelligence
ourownstory/neural_prophet
NeuralProphet: A simple forecasting package
Nixtla/neuralforecast
Scalable and user friendly neural :brain: forecasting algorithms.
amazon-science/chronos-forecasting
Chronos: Pretrained Models for Probabilistic Time Series Forecasting
Nixtla/nixtla
TimeGPT-1: production ready pre-trained Time Series Foundation Model for forecasting and anomaly detection. Generative pretrained transformer for time series trained on over 100B data points. It's capable of accurately predicting various domains such as retail, electricity, finance, and IoT with just a few lines of code 🚀.
qingsongedu/time-series-transformers-review
A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.
cure-lab/LTSF-Linear
[AAAI-23 Oral] Official implementation of the paper "Are Transformers Effective for Time Series Forecasting?"
AIStream-Peelout/flow-forecast
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).
uber/orbit
A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.
WenjieDu/PyPOTS
A Python toolkit/library for reality-centric machine/deep learning and data mining on partially-observed time series, including SOTA neural network models for scientific analysis tasks of imputation/classification/clustering/forecasting/anomaly detection/cleaning on incomplete industrial (irregularly-sampled) multivariate TS with NaN missing values
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.
qingsongedu/awesome-AI-for-time-series-papers
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
time-series-foundation-models/lag-llama
Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting
scorpionhiccup/StockPricePrediction
Stock Price Prediction using Machine Learning Techniques
bashtage/arch
ARCH models in Python
skforecast/skforecast
Time series forecasting with machine learning models
winedarksea/AutoTS
Automated Time Series Forecasting
SalesforceAIResearch/uni2ts
Unified Training of Universal Time Series Forecasting Transformers
aeon-toolkit/aeon
A toolkit for time series machine learning and deep learning
arrobalytics/django-ledger
Django Ledger is a double entry accounting system and financial analysis engine built on the Django Web Framework.
robjhyndman/forecast
Forecasting Functions for Time Series and Linear Models
qingsongedu/Awesome-TimeSeries-SpatioTemporal-LM-LLM
A professional list on Large (Language) Models and Foundation Models (LLM, LM, FM) for Time Series, Spatiotemporal, and Event Data.
functime-org/functime
Time-series machine learning at scale. Built with Polars for embarrassingly parallel feature extraction and forecasts on panel data.