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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]longbowtools
Script Automation Toolstmle3_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 SocietyLove Open Source and this site? Check out how you can help us