tlverse

tlverse

Geek Repo

An extensible ecosystem of R packages for targeted causal machine learning

Location:Berkeley, CA, USA

Home Page:https://tlverse.org

Twitter:@tlverse

Github PK Tool:Github PK Tool

tlverse's repositories

sl3

💪 🤔 Modern Super Learning with Machine Learning Pipelines

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tlverse-handbook

🎯 :closed_book: Targeted Learning in R: A Causal Data Science Handbook

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hal9001

🤠 📿 The Highly Adaptive Lasso

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tmle3

🎯🎓 Generalized Targeted Learning Framework

tlverse

📦 :toolbox: Your One Stop to Targeted Learning in R with the tlverse

origami

:game_die: :crystal_ball: Comprehensive Cross-Validation Engine

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delayed

:clock430: :computer: Dependent Delayed Computation

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causalglm

Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning

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tmle3shift

🎯 :game_die: Targeted Learning of the Causal Effects of Stochastic Interventions

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tmle3mopttx

🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention

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acic2022-adv-workshop

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

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enar2023-workshop

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

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csp2020-workshop

:dart: :school_satchel: Materials for a full-day workshop on Targeted Learning with the tlverse at the 2020 Conference on Statistical Practice

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ser2021-workshop

Materials for the workshop "Targeted Learning in the tlverse: Causal Inference Meets Machine Learning" at the 2021 Society for Epidemiologic Research (SER) Meeting

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ser2022-workshop

Materials for two half-day workshops on Targeted Learning with the tlverse at the 2022 Society for Epidemiologic Research Meeting

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tmle3mediate

🎯 :twisted_rightwards_arrows: Targeted Learning for Causal Mediation Analysis

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ctmle3

Collaborative Targeted Maximum Likelihood Estimation (C-TMLE)

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deming2019-workshop

:dart: :school_satchel: Materials for a 2-day workshop on Targeted Learning with the tlverse at the 2019 Deming Conference on Applied Statistics

jsm2023-workshop

Materials for the workshop "Targeted Learning in the tlverse: Techniques and Tools for Causal Machine Learning" at the 2023 Joint Statistical Meetings (JSM) Conference

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longbowtools

Script Automation Tools

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tlverse-workshops

🎯 :closed_book: Template repository for workshop materials on Targeted Learning with the tlverse

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tlverse.org

:earth_americas: The internet home of the tlverse [source]

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enar2021-workshop

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

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gates2019-workshop

:dart: :school_satchel: Materials for a half-day workshop on Targeted Learning with the tlverse at a 2019 meeting of the Gates Foundation

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tlverse-slides

Slide presentations for the tlverse

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tmlcimx2021-workshop

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

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tlran

TLRAN: A Targeted Learning R Archive Network

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tlverse-developers

Developer's Guide to the tlverse

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tmle3sim

simulations using the tmle3 data structures

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