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nathan-contino authored Oct 9, 2024
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== Model Deployment
== Model deployment

To deploy a new neural network model to the Raspberry Pi AI Camera, complete the following steps:

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The first three steps will normally be performed on a more powerful computer such as a desktop or server. You must run the final packaging step on a Raspberry Pi.

=== Model Creation
=== Model creation

The creation of neural network models is beyond the scope of this guide. Existing models can be re-used, or new ones created using popular frameworks like TensorFlow or PyTorch.

For more information, see the official https://developer.aitrios.sony-semicon.com/en/raspberrypi-ai-camera[AITRIOS developer website].

=== Quantisation and Compression
=== Quantisation and compression

Models are quantised and compressed using Sony's Model Compression Toolkit. To install the toolkit, run the following command:

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