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@@ -42,12 +42,11 @@ mean: (0.3939, 0.3817, 0.3314).
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  <!-- Provide the basic links for the dataset. -->
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  - **Repository:** The original project that this dataset was compiled for can be found here on [github](https://github.com/hbfreed/Picklebot).
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- - **Demo:** Coming soon!
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  ## Uses
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  <!-- Address questions around how the dataset is intended to be used. -->
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- The dataset was originally collected to call balls and strikes using neural networks. There are many other potential use cases, but they would almost certainly require relabeling.
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  ## Dataset Structure
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  <!-- Provide the basic links for the dataset. -->
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  - **Repository:** The original project that this dataset was compiled for can be found here on [github](https://github.com/hbfreed/Picklebot).
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+ - **Demo:** The demo for a neural net trained on this dataset can be found here on [huggingface spaces](https://huggingface.co/spaces/hbfreed/picklebot_demo)
 
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  ## Uses
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  <!-- Address questions around how the dataset is intended to be used. -->
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+ The dataset was originally collected to call balls and strikes using neural networks. There are many other potential use cases, but they would almost certainly require relabeling. For more videos and more complete information about each pitch, see [Picklebot-2M](https://huggingface.co/datasets/hbfreed/Picklebot-2M).
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  ## Dataset Structure
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