Datasets:
Update README.md (#3)
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4. **Synthetic Data Augmentation**
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- Use this synthetic dataset to **supplement** smaller real datasets
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## Dataset Creation Process 🛠️
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A Python script was used to randomly generate each column’s values within plausible ranges based on typical Si₃N₄ waveguide fabrication and performance data. The insertion loss is partially derived from the propagation loss and device length, and additional random offsets account for coupling losses and measurement variability.
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## Caveats & Limitations ⚠️
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- **Synthetic Nature**: While ranges are inspired by real-world photonic designs, actual values may differ based on specific foundries, tools, and processes.
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```
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4. **Synthetic Data Augmentation**
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- Use this synthetic dataset to **supplement** smaller real datasets
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## Caveats & Limitations ⚠️
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- **Synthetic Nature**: While ranges are inspired by real-world photonic designs, actual values may differ based on specific foundries, tools, and processes.
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