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sl3
๐ช ๐ค Modern Super Learning with Machine Learning Pipelinestlverse-handbook
๐ฏ ๐ Targeted Learning in R: A Causal Data Science Handbookhal9001
๐ค ๐ฟ The Highly Adaptive Lassotmle3
๐ฏ๐ Generalized Targeted Learning Frameworktlverse
๐ฆ ๐งฐ Your One Stop to Targeted Learning in R with the tlverseorigami
๐ฒ ๐ฎ Comprehensive Cross-Validation Enginedelayed
๐ ๐ป Dependent Delayed Computationcausalglm
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learningtmle3shift
๐ฏ ๐ฒ Targeted Learning of the Causal Effects of Stochastic Interventionstmle3mopttx
๐ฏ ๐ฏ Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Interventionsl3_lecture
๐ ๐ช An introductory workshop lecture on ensemble machine learning with pipelines using the sl3 R packagehal-workshops
Teaching materials for HAL workshops and short coursesacic2022-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 Conferenceenar2023-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) Conferencetmle3mediate
๐ฏ ๐ Targeted Learning for Causal Mediation Analysisser2022-workshop
Materials for two half-day workshops on Targeted Learning with the tlverse at the 2022 Society for Epidemiologic Research Meetingcsp2020-workshop
๐ฏ ๐ Materials for a full-day workshop on Targeted Learning with the tlverse at the 2020 Conference on Statistical Practiceser2021-workshop
Materials for the workshop "Targeted Learning in the tlverse: Causal Inference Meets Machine Learning" at the 2021 Society for Epidemiologic Research (SER) Meetingjsm2023-workshop
Materials for the workshop "Targeted Learning in the tlverse: Techniques and Tools for Causal Machine Learning" at the 2023 Joint Statistical Meetings (JSM) Conferencetlverse.org
๐ The internet home of the tlverse [source]tmle3_lecture
๐ฏ๐ An introductory workshop lecture on a generalized framework for Targeted Learning using the tmle3 R packagetlverse-workshops
๐ฏ ๐ Template repository for workshop materials on Targeted Learning with the tlversedeming2019-workshop
๐ฏ ๐ Materials for a 2-day workshop on Targeted Learning with the tlverse at the 2019 Deming Conference on Applied Statisticsctmle3
Collaborative Targeted Maximum Likelihood Estimation (C-TMLE)acic2019-workshop
๐ฏ ๐ Materials for a full-day workshop on Targeted Learning with the tlverse at the 2019 Atlantic Causal Inference Conferencetlverse-slides
Slide presentations for the tlversetlverse-data
Example Datasetstmlcimx2021-workshop
Materials for the workshop "Targeted Machine Learning for Big Data" as part of the Programa de Actualizaciรณn en Salud Pรบblica y Epidemiologรญa of the Instituto Nacional de Salud Pรบblic de Mรฉxicoenar2021-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 Societygates2019-workshop
๐ฏ ๐ Materials for a half-day workshop on Targeted Learning with the tlverse at a 2019 meeting of the Gates FoundationLove Open Source and this site? Check out how you can help us