{"repo":"sktime/pytorch-forecasting","free":true,"listed":false,"github":"https://github.com/sktime/pytorch-forecasting","clone":"git clone https://github.com/sktime/pytorch-forecasting.git","description":"Time series forecasting with PyTorch","language":"Python","stars":4972,"topics":["pytorch","forecasting","gpu","uncertainty","timeseries-forecasting","pytorch-lightning","deep-learning","neural-networks","timeseries","machine-learning"],"license":"MIT","category":"machine-learning","readme_excerpt":"PyTorch Forecasting is a PyTorch-based package for forecasting with state-of-the-art deep learning architectures. It provides a high-level API and uses PyTorch Lightning to scale training on GPU or CPU, with automatic logging. Documentation · Tutorials · Release Notes --- --- Open Source Community CI/CD [![Code Coverage][coverage-image]][coverage-url] Code Downloads ) [coverage-image]: https://codecov.io/gh/sktime/pytorch-forecasting/branch/main/graph/badge.svg [coverage-url]: https://codecov.io/github/sktime/pytorch-forecasting?branch=main --- Our article on Towards Data Science introduces the package and provides background information. PyTorch Forecasting aims to ease state-of-the-art timeseries forecasting with neural networks for real-world cases and research alike. The goal is to provide a high-level API with maximum flexibility for professionals and reasonable defaults for beginners. Specifically, the package provides - A timeseries dataset class which abstracts handling variable transformations, missing values, randomized subsampling, multiple history lengths, etc. - A base model class which provides basic training of timeseries models along with logging in TensorBoard and generic visualizations such as actual vs predictions and dependency plots - Multiple neural network architectures for timeseries forecasting that have been enhanced for real-world deployment and come with in-built interpretation capabilities - Multi-horizon timeseries metrics - Hyperparameter t","default_branch":null,"files":null,"tree":[],"storefront":"/r/sktime","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/sktime/pytorch-forecasting/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}