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README.md

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 ![PyTorch Forecasting](./docs/source/_static/logo.svg)
 
-[pypi-image]: https://badge.fury.io/py/pytorch-forecasting.svg
-[pypi-url]: https://pypi.python.org/pypi/pytorch-forecasting
-[conda-image]: https://img.shields.io/conda/v/conda-forge/pytorch-forecasting
-[conda-url]: https://anaconda.org/conda-forge/pytorch-forecasting
-[build-image]: https://github.com/jdb78/pytorch-forecasting/actions/workflows/test.yml/badge.svg?branch=master
-[build-url]: https://github.com/jdb78/pytorch-forecasting/actions/workflows/test.yml?query=branch%3Amaster
-[linter-image]: https://github.com/jdb78/pytorch-forecasting/actions/workflows/lint.yml/badge.svg?event=push
-[linter-url]: https://github.com/jdb78/pytorch-forecasting/actions/workflows/code_quality.yml?query=branch%3Amaster
-[docs-image]: https://readthedocs.org/projects/pytorch-forecasting/badge/?version=latest
-[docs-url]: https://pytorch-forecasting.readthedocs.io
-[coverage-image]: https://codecov.io/gh/jdb78/pytorch-forecasting/branch/master/graph/badge.svg
-[coverage-url]: https://codecov.io/github/jdb78/pytorch-forecasting?branch=master
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-[![PyPI Version][pypi-image]][pypi-url] [![Conda Version][conda-image]][conda-url] [![Docs Status][docs-image]][docs-url] [![Linter Status][linter-image]][linter-url] [![Build Status][build-image]][build-url] [![Code Coverage][coverage-image]][coverage-url]
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-**[Documentation](https://pytorch-forecasting.readthedocs.io)** | **[Tutorials](https://pytorch-forecasting.readthedocs.io/en/latest/tutorials.html)** | **[Release Notes](https://pytorch-forecasting.readthedocs.io/en/latest/CHANGELOG.html)**
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-_PyTorch Forecasting_ is a PyTorch-based package for forecasting time series with state-of-the-art network architectures. It provides a high-level API for training networks on pandas data frames and leverages
-[PyTorch Lightning](https://pytorch-lightning.readthedocs.io/) for scalable training on (multiple) GPUs, CPUs and for automatic logging.
+_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](https://pytorch-lightning.readthedocs.io/) to scale training on GPU or CPU, with automatic logging.
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+| Overview | |
+|---|---|
+| **Open Source** | [![MIT](https://img.shields.io/github/license/jdb78/pytorch-forecasting
+)](https://github.com/jdb78/pytorch-forecasting/blob/master/LICENSE) |
+| **Documentation** | **[Webpage](https://pytorch-forecasting.readthedocs.io)** · **[Tutorials](https://pytorch-forecasting.readthedocs.io/en/latest/tutorials.html)** · **[Release Notes](https://pytorch-forecasting.readthedocs.io/en/latest/CHANGELOG.html)** |
+| **Community** | [![!discord](https://img.shields.io/static/v1?logo=discord&label=discord&message=chat&color=lightgreen)](https://discord.com/invite/54ACzaFsn7) [![!slack](https://img.shields.io/static/v1?logo=linkedin&label=LinkedIn&message=news&color=lightblue)](https://www.linkedin.com/company/scikit-time/)  |
+| **CI/CD** | [![github-actions](https://img.shields.io/github/actions/workflow/status/jdb78/pytorch-forecasting/pypi_release.yml?logo=github)](https://github.com/sktime/sktime/actions/workflows/wheels.yml) [![readthedocs](https://img.shields.io/readthedocs/pytorch-forecasting?logo=readthedocs)](https://pytorch-forecasting.readthedocs.io) [![platform](https://img.shields.io/conda/pn/conda-forge/pytorch-forecasting)](https://github.com/jdb78/pytorch-forecasting) |
+| **Code** |  [![!pypi](https://img.shields.io/pypi/v/pytorch-forecasting?color=orange)](https://pypi.org/project/pytorch-forecasting/) [![!conda](https://img.shields.io/conda/vn/conda-forge/pytorch-forecasting)](https://anaconda.org/conda-forge/pytorch-forecasting) [![!python-versions](https://img.shields.io/pypi/pyversions/pytorch-forecasting)](https://www.python.org/) [![!black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)  |
 
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