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Add custom ML models #562

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AlexanderGbd opened this issue Jan 15, 2025 · 1 comment
Open

Add custom ML models #562

AlexanderGbd opened this issue Jan 15, 2025 · 1 comment
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@AlexanderGbd
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AlexanderGbd commented Jan 15, 2025

We would like to integrate our custom-trained ML model for insect detection at some point, when it is in a good state. The model builds on python and is based on the autrainer library (https://autrainer.github.io/autrainer/index.html). We also plan on uploading the model on huggingface to make it easily updatable and usable. To run the model, a Python environment in which autrainer can be installed and executed should therefore be sufficient.

@kdarras kdarras added the enhancement New feature or request label Jan 15, 2025
@kdarras kdarras added this to the v4 milestone Jan 15, 2025
@kdarras kdarras changed the title Add custom ML model Add custom ML models Jan 15, 2025
@kdarras
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kdarras commented Jan 15, 2025

A general Python-based framework for integrating models will be needed for the re-factoring and new architecture where this becomes a module connected to the database with REST APIs. Huggingface could be used to retrieve models remotely but this needs to be investigated further.

related: #473 #372

@kdarras kdarras removed the enhancement New feature or request label Jan 22, 2025
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