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2026 demo modernization: Added walkthrough notebooks#2

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Jcb-Jcb wants to merge 27 commits intofastmachinelearning:2026-demo-modernizationfrom
Jcb-Jcb:2026-demo-modernization
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2026 demo modernization: Added walkthrough notebooks#2
Jcb-Jcb wants to merge 27 commits intofastmachinelearning:2026-demo-modernizationfrom
Jcb-Jcb:2026-demo-modernization

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@Jcb-Jcb
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@Jcb-Jcb Jcb-Jcb commented Feb 19, 2026

Created the cartpole_demo_walkthrough notebook which contains the main tutorial steps, and follows the README-demo-hls4ml-25. The training of the model and the conversion to hardware are de-abstracted.

Also added supplementary notebooks (hls4ml_config_hls_walkthrough and training_configurations_walkthrough). These notebooks are referenced in the main tutorial and explain the yaml files that are used for training/conversion. They explain current parameters and their effects, but are optional to read if the user desires.

@marco66colombo
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Can you add more details in the PR description about how should each notebook be used, and in what order? Especially the hls4ml_config_hls_walkthrough and training_configurations_walkthrough notebooks

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