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NXP backend: Update user guide and docs Readme (#14852)
### Summary This PR updates NXP backend Readmes in backend and examples directories. ### Test plan - cc @robert-kalmar @JakeStevens @digantdesai (cherry picked from commit 41b061e)
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backends/nxp/README.md

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@@ -15,6 +15,8 @@ networks, as well as the ability to adapt and scale to new model architectures,
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to AI workloads. ML application development with the eIQ Neutron NPU is fully supported by the
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[eIQ machine learning software development environment](https://www.nxp.com/design/design-center/software/eiq-ml-development-environment/eiq-toolkit-for-end-to-end-model-development-and-deployment:EIQ-TOOLKIT).
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The eIQ AI SW Stack provides a streamlined development experience for developers and end-users of NXP products.
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eIQ extensions connect broader AI ecosystems to the edge, such as the NVIDIA TAO extension, which enables developers
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to bring AI models trained and fine-tuned with TAO to NXP-powered edge devices.
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## Supported NXP platforms

examples/nxp/README.md

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@@ -4,11 +4,11 @@ format and delegate the model computation to eIQ Neutron NPU using the eIQ Neutr
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## Layout
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* `experimental/` - contains CifarNet model example.
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* `models` - demo models instantiation used in examples
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* `models` - various example models.
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* `aot_neutron_compile.py` - script with end-to-end ExecuTorch AoT Neutron Backend workflow.
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* `README.md` - this file.
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* `run_aot_example.sh` - utility script to launch _aot_neutron_compile.py_. Primarily for CI purpose.
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* `setup.sh` - setup script to install NeutronBackend dependencies.
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* `run_aot_example.sh` - utility script for aot_neutron_compile.py.
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* `setup.sh` - setup script for Neutron Converter installation.
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## Setup
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Please finish tutorial [Setting up ExecuTorch](https://pytorch.org/executorch/main/getting-started-setup).
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1. Run the `aot_neutron_compile.py` example with the `cifar10` model
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```commandline
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$ python -m examples.nxp.aot_neutron_compile --quantize \
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--delegate --neutron_converter_flavor SDK_25_06 -m cifar10
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--delegate --neutron_converter_flavor SDK_25_09 -m cifar10
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```
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2. It will generate you `cifar10_nxp_delegate.pte` file which can be used with the MCUXpresso SDK `cifarnet_example`
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project, presented [here](https://mcuxpresso.nxp.com/mcuxsdk/latest/html/middleware/eiq/executorch/docs/nxp/topics/example_applications.html#how-to-build-and-run-executorch-cifarnet-example).
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This project will guide you through the process of deploying your PTE model to the device.
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To get the MCUXpresso SDK follow this [guide](https://mcuxpresso.nxp.com/mcuxsdk/latest/html/middleware/eiq/executorch/docs/nxp/topics/getting_mcuxpresso.html),
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use the MCUXpresso SDK v25.06.00.
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use the MCUXpresso SDK v25.09.00.

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