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docs/community/contributing-emulators.md
@@ -61,7 +61,7 @@ After your emulator passes tests:
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PyTorch emulators require special handling:
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1. Put the model architecture in `autoemulate/emulators/neural_networks/`
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-2. Put themain emulator class in `autoemulate/emulators/`
+2. Put the main emulator class in `autoemulate/emulators/`
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3. Use [skorch](https://skorch.readthedocs.io/) for scikit-learn compatibility:
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- Create `self.model_` as `NeuralNetRegressor` instance
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- Pass model architecture as first argument
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