tlverse

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41 repositories

hal9001
Public
🤠 📿 The Highly Adaptive Lasso
machine-learning-algorithms cross-validation nonparametric-regression lasso-regression
R
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GNU General Public License v3.0
•15•49•5•2•Updated Nov 19, 2024Nov 19, 2024
catalyst2024-workshop
Public archive
Materials for the workshop "Targeted Learning: Bridging Machine Learning with Causal and Statistical Inference" as part of the Harvard Catalyst program in November 2024
TeX
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Other
•4•6•0•0•Updated Nov 16, 2024Nov 16, 2024
sl3
Public
💪 🤔 Modern Super Learning with Machine Learning Pipelines
data-science machine-learning r statistics regression model-selection ensemble-learning r-package ensemble-model stacking
R
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GNU General Public License v3.0
•41•101•33•11•Updated Nov 14, 2024Nov 14, 2024
tmle3
Public
🎯🎓 Generalized Targeted Learning Framework
machine-learning variable-importance targeted-learning causal-inference
R
•13•35•16•6•Updated Nov 14, 2024Nov 14, 2024
tlverse-workshops
Public template
🎯 📕 Template repository for workshop materials on Targeted Learning with the tlverse
TeX
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Other
•0•2•1•0•Updated Nov 14, 2024Nov 14, 2024
tlverse.r-universe.dev
Public
The tlverse R universe
0•0•0•0•Updated Oct 31, 2024Oct 31, 2024
tlverse-handbook
Public
🎯 📕 Targeted Learning in R: A Causal Data Science Handbook
data-science machine-learning statistics biostatistics targeted-learning causal-inference tlverse causal-machine-learning causal-data-science
TeX
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Creative Commons Attribution 4.0 International
•17•57•8•0•Updated Oct 24, 2024Oct 24, 2024
tmle3shift
Public
🎯 🎲 Targeted Learning of the Causal Effects of Stochastic Interventions
machine-learning variable-importance targeted-learning causal-inference treatment-effects stochastic-interventions marginal-structural-models
R
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GNU General Public License v3.0
•1•16•3•0•Updated Sep 21, 2024Sep 21, 2024
tlverse.org
Public
🌎 The internet home of the tlverse [source]
CSS
•0•2•0•0•Updated Sep 19, 2024Sep 19, 2024
hal-workshops
Public
Teaching materials for HAL workshops and short courses
HTML
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GNU General Public License v3.0
•0•4•0•0•Updated May 14, 2024May 14, 2024
delayed
Public
🕟 💻 Dependent Delayed Computation
r parallel-computing
R
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GNU General Public License v3.0
•3•22•6•1•Updated Apr 29, 2024Apr 29, 2024
jsm2023-workshop
Public archive
Materials for the workshop "Targeted Learning in the tlverse: Techniques and Tools for Causal Machine Learning" at the 2023 Joint Statistical Meetings (JSM) Conference
TeX
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Other
•1•2•0•0•Updated Aug 7, 2023Aug 7, 2023
enar2023-workshop
Public archive
Materials for the workshop "Targeted Learning: Advanced Methods for Causal Machine Learning" at the 2023 International Biometric Society's Eastern North American Region (ENAR) Conference
R
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Other
•4•4•0•0•Updated Mar 19, 2023Mar 19, 2023
origami
Public
🎲 🔮 Comprehensive Cross-Validation Engine
machine-learning cross-validation
R
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GNU General Public License v3.0
•9•27•3•1•Updated Sep 7, 2022Sep 7, 2022
tmle3mopttx
Public
🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention
machine-learning variable-importance targeted-learning causal-inference optimal-individualized-treatment categorical-treatment heterogeneous-effects
R
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GNU General Public License v3.0
•3•11•1•0•Updated Aug 6, 2022Aug 6, 2022
ser2022-workshop
Public archive
Materials for two half-day workshops on Targeted Learning with the tlverse at the 2022 Society for Epidemiologic Research Meeting
R
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Other
•2•3•0•0•Updated Jun 14, 2022Jun 14, 2022
acic2022-adv-workshop
Public archive
Materials for the workshop "Targeted Machine Learning of the Causal Effects of Dynamic and Shift Interventions with the tlverse R Packages" at the 2022 American Causal Inference Conference
R
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Other
•1•4•0•0•Updated Jun 6, 2022Jun 6, 2022
tmle3mediate
Public
🎯 🔀 Targeted Learning for Causal Mediation Analysis
machine-learning mediation-analysis targeted-learning causal-inference treatment-effects stochastic-interventions causal-mediation-analysis
R
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GNU General Public License v3.0
•0•5•1•1•Updated Jun 5, 2022Jun 5, 2022
causalglm
Public
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
statistics projection targeted-learning causal-inference treatment-effects generalized-linear-models nonparametric-statistics interpretable-machine-learning semiparametric-estimation marginal-structural-models
R
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GNU General Public License v3.0
•0•23•1•0•Updated Apr 7, 2022Apr 7, 2022
tlran
Public
TLRAN: A Targeted Learning R Archive Network
0•0•0•0•Updated Oct 15, 2021Oct 15, 2021
tlverse
Public
📦 🧰 Your One Stop to Targeted Learning in R with the tlverse
7•33•1•0•Updated Sep 22, 2021Sep 22, 2021
tlverse-developers
Public
Developer's Guide to the tlverse
HTML
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Creative Commons Attribution 4.0 International
•0•0•0•0•Updated Sep 13, 2021Sep 13, 2021
tmlcimx2021-workshop
Public archive
Materials for the workshop "Targeted Machine Learning for Big Data" as part of the Programa de Actualización en Salud Pública y Epidemiología of the Instituto Nacional de Salud Públic de México
TeX
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Other
•0•1•1•0•Updated Aug 18, 2021Aug 18, 2021
tlverse-slides
Public
Slide presentations for the tlverse
HTML
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Other
•0•1•0•0•Updated Jun 17, 2021Jun 17, 2021
ser2021-workshop
Public archive
Materials for the workshop "Targeted Learning in the tlverse: Causal Inference Meets Machine Learning" at the 2021 Society for Epidemiologic Research (SER) Meeting
TeX
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Other
•6•3•0•0•Updated Jun 7, 2021Jun 7, 2021
tmle3sim
Public
simulations using the tmle3 data structures
R
•1•0•0•0•Updated Apr 30, 2021Apr 30, 2021
enar2021-workshop
Public archive
Workshop materials for "Targeted Learning in the tlverse: Causal Inference Meets Machine Learning" at the 2021 Spring Meeting of the Eastern North American Region (ENAR) of the International Biometric Society
TeX
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Other
•1•1•0•0•Updated Mar 15, 2021Mar 15, 2021
tlversecovidforecast
Public archive
R
•0•0•0•0•Updated Aug 20, 2020Aug 20, 2020
ctmle3
Public archive
Collaborative Targeted Maximum Likelihood Estimation (C-TMLE)
R
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GNU General Public License v3.0
•2•2•0•0•Updated Mar 24, 2020Mar 24, 2020
csp2020-workshop
Public archive
🎯 🎒 Materials for a full-day workshop on Targeted Learning with the tlverse at the 2020 Conference on Statistical Practice
TeX
•3•3•0•0•Updated Feb 20, 2020Feb 20, 2020