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add callout for size categories in atable
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qualiaMachine authored Nov 29, 2024
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Expand Up @@ -53,6 +53,7 @@ Epistemic uncertainty arises from the model's lack of knowledge about certain re

### Method selection summary table

:::::::::::::::::::::::::::::::::::::: callout
#### Understanding size categories in table

To help guide method selection, here are rough definitions for **model size**, **data size**, and **compute requirements** used in the table:
Expand All @@ -74,6 +75,7 @@ To help guide method selection, here are rough definitions for **model size**, *
- **Low**: Suitable for standard CPU or single GPU, training/inference in minutes to an hour.
- **Medium**: Requires a modern GPU, training/inference in hours to a day.
- **High**: Requires multiple GPUs/TPUs or distributed setups, training/inference in days to weeks.
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| **Method** | **Type of uncertainty** | **Key strengths** | **Key limitations** | **Common use cases/domains** | **Model size restrictions** | **Data size restrictions** | **Compute time (approx.)** |
|---------------------------|-------------------------|-------------------------------------------------------------|----------------------------------------------------------|-------------------------------------------------------------------------------------------------------------|----------------------------------------|----------------------------------------|---------------------------------------|
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