From 6dcb434adafc20e713beb761f3809c6fba70326a Mon Sep 17 00:00:00 2001 From: Chris Endemann Date: Fri, 29 Nov 2024 09:10:52 -0600 Subject: [PATCH] add callout for size categories in atable --- episodes/6-confidence-intervals.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/episodes/6-confidence-intervals.md b/episodes/6-confidence-intervals.md index bba27e1b..75f7b29e 100644 --- a/episodes/6-confidence-intervals.md +++ b/episodes/6-confidence-intervals.md @@ -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: @@ -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. +:::::::::::::::::::::::::::::::::::::: | **Method** | **Type of uncertainty** | **Key strengths** | **Key limitations** | **Common use cases/domains** | **Model size restrictions** | **Data size restrictions** | **Compute time (approx.)** | |---------------------------|-------------------------|-------------------------------------------------------------|----------------------------------------------------------|-------------------------------------------------------------------------------------------------------------|----------------------------------------|----------------------------------------|---------------------------------------|