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Update some README sections
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README.md
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README.md
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[](https://onepanel-ce.slack.com/join/shared_invite/zt-eyjnwec0-nLaHhjif9Y~gA05KuX6AUg#/)
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[](https://opensource.org/licenses/Apache-2.0)
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Production scale end-to-end vision AI platform with fully integrated modules for model building, automated labeling, training and data pipelines on Kubernetes.
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Production scale end-to-end vision AI platform with fully integrated modules for model building, automated labeling, data processing and model training pipelines on Kubernetes.
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## Why Onepanel?
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<h3>Image and video annotation with automatic annotation</h3>
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<img width="100%" src="img/auto-annotation.gif">
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<p>
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Annotate images and video with object tracking and semi-automatic annotation of bounding boxes and polygon masks
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Annotate images and video with automatic annotation of bounding boxes and polygon masks, integrated with training pipelines to iteratively improve models for pre-annotation and inference
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</p>
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</td>
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<td width="50%" align="center">
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<h3>JupyterLab with TensorFlow, PyTorch and GPU support</h3>
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<img width="100%" src="img/jupyterlab.gif">
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<p>
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JupyterLab loaded with popular deep learning libraries like Tensorflow, PyTorch and TensorBoard with GPU support
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JupyterLab configured with extensions for debugging, Git/GitHub, notebook diffing and TensorBoard and support for Conda, OpenCV, Tensorflow and PyTorch with GPU and <a href="https://github.com/onepanelio/templates/tree/master/workspaces/jupyterlab">much more</a>
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</p>
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</td>
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</tr>
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<tr>
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<td width="50%" align="center">
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<h3>Auto scaling, distributed data processing and training pipelines</h3>
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<h3>Auto scaling, distributed and parallel data processing and training pipelines</h3>
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<img width="100%" src="img/pipelines.gif">
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<p>
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Build production scale distributed data processing and training pipelines with streaming logs and output snapshots
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Build fully reproducible, distributed and parallel data processing and training pipelines with real-time logs and output snapshots
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</p>
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</td>
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<td width="50%" align="center">
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@@ -73,7 +73,7 @@ For help, questions, release announcements and contribution discussions, join us
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## Contributing
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Onepanel consists of the following repositories:
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Onepanel is modular and consists of the following repositories:
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[Core API](https://github.com/onepanelio/core/) (this repository) - Code base for backend (Go)\
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[Core UI](https://github.com/onepanelio/core-ui/) - Code base for UI (Angular + TypeScript)\
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See `CONTRIBUTING.md` in each repository for development guidelines. Also, see [contribution guide](https://docs.onepanel.ai/docs/getting-started/contributing) for additional guidelines.
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## Acknowledgments
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We use these excellent open source projects to power different areas of Onepanel:
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Onepanel seamlessly integrates the following excellent open source projects. We are grateful for the support these communities provide and do our best to contribute back as much as possible.
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[Argo](https://github.com/argoproj/argo)\
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[CVAT](https://github.com/opencv/cvat)\
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[JupyterLab](https://github.com/jupyterlab/jupyterlab)
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## License
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Onepanel is licensed under [Apache 2.0](https://github.com/onepanelio/core/blob/master/LICENSE).
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