statsforecast

nixtla/neuralforecast3.2K

Neural forecaster library

An open-source Python library providing a unified interface to various neural forecasting models, focusing on performance, usability, and robustness.

nixtla/mlforecast924

Forecasting library

A framework to perform time series forecasting using machine learning models on large datasets.

skforecast/skforecast1.2K

Time series forecaster

A Python library for building machine learning models to forecast time series data

awslabs/gluonts4.7K

Time Series Modeler

A Python package for building probabilistic models of time series data using deep learning techniques.

sktime/pytorch-forecasting4K

Time series forecaster

A PyTorch-based package for state-of-the-art time series forecasting with deep learning architectures

statsmodels/statsmodels10.2K

Statistical toolkit

Provides a comprehensive set of statistical modeling tools and techniques for data analysis and interpretation in Python.

timeseriesai/tsai5.3K

TS Library

A comprehensive deep learning package for time series data analysis and forecasting.

automl/auto-pytorch2.4K

DL optimizer

An automatic deep learning framework that jointly optimizes network architecture and training hyperparameters.

blue-yonder/tsfresh8.5K

Feature extractor

An automated feature extraction tool for time series data, removing irrelevant features and improving machine learning model performance.

unit8co/darts8.2K

Time Series Forecaster

A Python library for user-friendly time series forecasting and anomaly detection

facebook/prophet18.6K

Forecaster

An automatic forecasting procedure for time series data with multiple seasonality and linear or non-linear growth

doi-bor/pyforecast28

Water forecasting tool

Tools for building predictive models of seasonal water flow and inflow forecasts

microsoft/flaml4K

Machine learning automator

Automates machine learning workflows and optimizes model performance using large language models and efficient algorithms

vaexio/vaex8.3K

Data explorer

A high-performance Python library for streaming and exploring large tabular datasets.

pydantic/pydantic21.7K

Data Validator

A Python library for validating data using type hints and JSON Schema.