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example_demos.md

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Example: Demo notebooks

We provided several demo notebooks to show how to run end-to-end ML workflows in ATEK.

This demo shows how to use ATEK to preprocess an AriaDigitalTwin data sequence, visualize the results, and write to WebDataset (WDS) files.

This demo shows how to access preprocessed data from ATEK data store, how to load ATEK WDS data as a PyTorch DataLoader, how to run CubeRCNN model inference, and how to use ATEK's benchmarking script to evaluate the inference results. Note that you will need to install full dependencies in order to run this demo.

This demo shows how to run a mini-training of CubeRCNN model, on ATEK preprocessed data. Note that you will need to install full dependencies in order to run this demo.

This demo shows how to run SAM2 infererence on ATEK preprocessed data. Note that you will need to install SAM2 model in order to run this demo.