markjrieke/workboots
Generate bootstrap :hiking_boot: prediction intervals from a tidymodels workflow!
When you're building predictive models, you often get a single "point prediction." This tool helps you understand the uncertainty around those predictions by generating a range (an interval) instead of just one number. You input your existing `tidymodels` workflow, and it outputs a dataset with not just the prediction, but also the lower and upper bounds of a prediction or confidence interval. Data scientists and analysts who build predictive models will find this useful for communicating model reliability.
No commits in the last 6 months.
Use this if you need to understand and communicate the potential variability or uncertainty in your predictive model's outputs, especially for models that normally only provide single-point estimates.
Not ideal if you don't use the R programming language or the `tidymodels` framework for your machine learning workflows.
Stars
21
Forks
1
Language
R
License
—
Category
Last pushed
Jan 29, 2024
Commits (30d)
0
Get this data via API
curl "https://pt-edge.onrender.com/api/v1/quality/mlops/markjrieke/workboots"
Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.