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url: https://ctesta01.github.io/nadir/
template:
bootstrap: 5
light-switch: true
includes:
in_header: |
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/katex.min.css" integrity="sha384-nB0miv6/jRmo5UMMR1wu3Gz6NLsoTkbqJghGIsx//Rlm+ZU03BU6SQNC66uf4l5+" crossorigin="anonymous">
<script defer src="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/katex.min.js" integrity="sha384-7zkQWkzuo3B5mTepMUcHkMB5jZaolc2xDwL6VFqjFALcbeS9Ggm/Yr2r3Dy4lfFg" crossorigin="anonymous"></script>
<script defer src="https://cdn.jsdelivr.net/npm/katex@0.16.11/dist/contrib/auto-render.min.js" integrity="sha384-43gviWU0YVjaDtb/GhzOouOXtZMP/7XUzwPTstBeZFe/+rCMvRwr4yROQP43s0Xk" crossorigin="anonymous" onload="renderMathInElement(document.body);"></script>
# navbar:
# structure:
# left: [intro, reference, articles, tutorials, news]
# right: [search, github] #, lightswitch]
navbar:
structure:
left: [intro, reference, start, outcomes, workflows, performance, news]
right: [search, github]
components:
start:
text: Getting started
menu:
- text: Basic Examples
href: articles/Basic-Examples.html
- text: Creating Learners
href: articles/Creating-Learners.html
- text: Currying, Closures & Function Factories
href: articles/currying_closures_and_function_factories.html
- text: Error Handling
href: articles/Error-Handling.html
- text: Glossary
href: articles/Glossary.html
- text: FAQs
href: articles/FAQs.html
- text: "---"
- text: "Outcomes & learners"
- text: Binary & Multiclass Outcomes
href: articles/Binary-and-Multiclass-Outcomes.html
- text: Density Estimation
href: articles/Density-Estimation.html
- text: Glmnets & Multi-Predictors
href: articles/Glmnets-and-Multipredictors.html
- text: Screeners
href: articles/Screeners.html
- text: Survival Analysis
href: articles/Survival.html
workflows:
text: Designs & workflows
menu:
- text: Clustered Data
href: articles/Clustered-Data.html
- text: Using Weights
href: articles/Using-Weights.html
- text: "---"
- text: Causal inference
- text: Cross-Fitting & Out-of-Fold Prediction
href: articles/Crossfitting-and-OOF-Prediction.html
- text: Doubly Robust Estimation
href: articles/Doubly-Robust-Estimation.html
performance:
text: Performance
menu:
- text: Benchmarking
href: articles/Benchmarking.html
- text: Translation Guide from sl3 and SuperLearner
href: articles/Translation-Guide.html
- text: Running super_learner in Parallel
href: articles/Running-super_learner-in-Parallel.html
- text: Timing Learners via Warnings
href: articles/Timing-Learners-via-Warnings.html
- text: Visualizing Performance
href: articles/Visualizing-Performance.html
- text: "---"
- text: Guidance for Developers
href: articles/Guidance-for-Developers.html
authors:
Christian Testa:
href: https://ctesta.com
Nima Hejazi:
href: https://nimahejazi.org/
reference:
- title: Fitting super learners
contents: [super_learner, cv_super_learner, crossfit_super_learner,
compare_learners]
- title: Learners
contents: [starts_with("lnr_"), learners, binary_learners,
density_learners, multiclass_learners, list_known_learners,
add_screener, truncate_lnr]
- title: Cross-validation schemas
contents: [starts_with("cv_"), add_stratification]
- title: Model methods
contents: [nadir_sl_model_methods, crossfit_sl_methods,
matches("plot\\.")]
- title: Weights, losses, and screeners
contents: [starts_with("determine_weights"),
determine_super_learner_weights_nnls, starts_with("default_"),
contains("loss"), mse, starts_with("screener_"), screeners]
- title: Utilities
contents: [nadir_supported_types, as_multi_predictor,
starts_with("df_to_"), make_learner_names_unique]
articles:
- title: Getting started
navbar: ~
contents:
- Basic-Examples
- '"articles/Creating-Learners"'
- '"articles/currying_closures_and_function_factories"'
- '"articles/Error-Handling"'
- '"articles/Glossary"'
- '"articles/FAQs"'
- '"articles/Binary-and-Multiclass-Outcomes"'
- '"articles/Density-Estimation"'
- '"articles/Glmnets-and-Multipredictors"'
- '"articles/Screeners"'
- '"articles/Survival"'
- title: Study designs & workflows
navbar: ~
contents:
- '"articles/Clustered-Data"'
- '"articles/Using-Weights"'
- '"articles/Crossfitting-and-OOF-Prediction"'
- '"articles/Doubly-Robust-Estimation"'
- title: Performance & development
navbar: ~
contents:
- '"articles/Benchmarking"'
- '"articles/Translation-Guide"'
- '"articles/Running-super_learner-in-Parallel"'
- '"articles/Timing-Learners-via-Warnings"'
- '"articles/Visualizing-Performance"'
- '"articles/Guidance-for-Developers"'