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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

sl3

💪 🤔 Modern Super Learning with Machine Learning Pipelines

100

tlverse-handbook

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

TeX

hal9001

🤠 📿 The Highly Adaptive Lasso

tmle3

🎯🎓 Generalized Targeted Learning Framework

tlverse

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

origami

🎲 🔮 Comprehensive Cross-Validation Engine

delayed

🕟 💻 Dependent Delayed Computation

causalglm

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

tmle3shift

🎯 🎲 Targeted Learning of the Causal Effects of Stochastic Interventions

tmle3mopttx

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

sl3_lecture

📓 💪 An introductory workshop lecture on ensemble machine learning with pipelines using the sl3 R package

JavaScript

hal-workshops

Teaching materials for HAL workshops and short courses

HTML

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

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

tmle3mediate

🎯 🔀 Targeted Learning for Causal Mediation Analysis

ser2022-workshop

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

csp2020-workshop

🎯 🎒 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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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

TeX

tlverse.org

🌎 The internet home of the tlverse [source]

CSS

longbowtools

Script Automation Tools

tmle3_lecture

🎯🎓 An introductory workshop lecture on a generalized framework for Targeted Learning using the tmle3 R package

JavaScript

tlverse-workshops

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

TeX

deming2019-workshop

🎯 🎒 Materials for a 2-day workshop on Targeted Learning with the tlverse at the 2019 Deming Conference on Applied Statistics

TeX

ctmle3

Collaborative Targeted Maximum Likelihood Estimation (C-TMLE)

acic2019-workshop

🎯 🎒 Materials for a full-day workshop on Targeted Learning with the tlverse at the 2019 Atlantic Causal Inference Conference

TeX

tlverse-slides

Slide presentations for the tlverse

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tlverse-data

Example Datasets

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

TeX

gates2019-workshop

🎯 🎒 Materials for a half-day workshop on Targeted Learning with the tlverse at a 2019 meeting of the Gates Foundation

TeX

tlverse/tmlcimx2021-workshop

tlverse

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