tlverse

Repositories

• sl3

  💪 🤔 Modern Super Learning using Pipelines

  data-science machine-learning r statistics regression model-selection ensemble-learning
  R GPL-3.0 25 65 28 (2 issues need help) 0 Updated Oct 15, 2020

• tmle3

  🎯🎓 Generalized Targeted Learning Framework

  machine-learning variable-importance targeted-learning causal-inference
  R 10 23 4 3 Updated Oct 14, 2020

• hal9001

  🤠 📿 The Highly Adaptive Lasso

  machine-learning-algorithms cross-validation nonparametric-regression lasso-regression
  R GPL-3.0 9 18 10 0 Updated Sep 26, 2020

• tlverse-handbook

  🎯 📕 The Hitchhiker's Guide to the tlverse, or a Targeted Learning Practitioner's Handbook [WIP]

  machine-learning statistics handbook biostatistics targeted-learning causal-inference tlverse
  TeX 7 17 3 0 Updated Aug 24, 2020

• tlversecovidforecast
  R 0 0 0 0 Updated Aug 20, 2020

• origami

  🎲 🔮 Comprehensive Cross-Validation Engine

  machine-learning cross-validation
  R GPL-3.0 9 22 0 0 Updated Jul 9, 2020

• tmle3mediate

  🎯 🔀 Targeted Learning for Causal Mediation Analysis

  machine-learning mediation-analysis targeted-learning causal-inference treatment-effects stochastic-interventions
  R GPL-3.0 0 1 1 0 Updated May 29, 2020

• ctmle3

  Collaborative Targeted Maximum Likelihood Estimation (C-TMLE)
  R GPL-3.0 1 2 0 0 Updated Mar 24, 2020

• tmle3shift

  🎯 🎲 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 GPL-3.0 1 9 4 (1 issue needs help) 0 Updated Mar 13, 2020

• delayed

  🕟 💻 Dependent Delayed Computation

  r parallel-computing
  R GPL-3.0 3 11 6 0 Updated Feb 29, 2020

• tmle3mopttx

  🎯 💯 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 GPL-3.0 2 3 1 0 Updated Feb 23, 2020

• csp2020-workshop Archived

  🎯 🎒 Materials for a full-day workshop on Targeted Learning with the tlverse at the 2020 Conference on Statistical Practice
  TeX 1 2 0 0 Updated Feb 20, 2020

• longbowtools

  Script Automation Tools
  R 1 1 0 0 Updated Jan 28, 2020

• deming2019-workshop Archived

  🎯 🎒 Materials for a 2-day workshop on Targeted Learning with the tlverse at the 2019 Deming Conference on Applied Statistics
  TeX 3 1 1 0 Updated Dec 6, 2019

• gates2019-workshop Archived

  🎯 🎒 Materials for a half-day workshop on Targeted Learning with the tlverse at a 2019 meeting of the Gates Foundation
  TeX 1 1 0 0 Updated Nov 13, 2019

• tldocker

  A Docker container for tlverse in rstudio
  0 0 0 0 Updated Nov 6, 2019

• pitt2019-workshop Archived

  🎯 🎒 Materials for a 3-day workshop on Targeted Learning with the tlverse at the Department of Epidemiology, University of Pittsburgh Graduate School of Public Health
  TeX 0 0 0 0 Updated Oct 8, 2019

• acic2019-workshop Archived

  🎯 🎒 Materials for a full-day workshop on Targeted Learning with the tlverse at the 2019 Atlantic Causal Inference Conference
  TeX 2 1 0 0 Updated May 22, 2019

• tlverse-data

  Example Datasets
  R 0 1 0 0 Updated May 21, 2019

• tlverse

  ☂️📦 An Umbrella Package for the tlverse: Your One Stop for Targeted Learning in R
  4 17 0 0 Updated May 18, 2019

• tmle3kernel

  TMLE Kernel Methods for Non-Pathwise-Differenetiable Parameters
  R 2 0 0 0 Updated Oct 30, 2018

• sl3_lecture Archived

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

  data-science demo machine-learning r statistics biostatistics applied-statistics
  JavaScript 4 5 0 0 Updated Oct 17, 2018

• tlverse.github.io

  🌎 The internet home of the tlverse [compiled]
  HTML 1 0 0 0 Updated Oct 12, 2018

• tlverse.org

  🌎 The internet home of the tlverse [source]
  CSS 0 1 0 0 Updated Oct 12, 2018

• tmle3_lecture Archived

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

  data-science demo r statistics variable-importance targeted-learning causal-inference
  JavaScript 0 1 0 0 Updated Apr 24, 2018