tlverse

Ecosystem of R packages for targeted (causal) machine learning

Berkeley, CA, USA

Pinned Repositories

causalglm
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
Language:R24 3 10
delayed
:clock430: :computer: Dependent Delayed Computation
Language:R23 3 103
hal9001
🤠 📿 The Highly Adaptive Lasso
Language:R49 5 4515
origami
:game_die: :crystal_ball: Comprehensive Cross-Validation Engine
Language:R27 5 229
sl3
💪 🤔 Modern Super Learning with Machine Learning Pipelines
Language:R99 13 12342
tlverse
📦 :toolbox: Your One Stop to Targeted Learning in R with the tlverse
33 5 37
tlverse-handbook
🎯 :closed_book: Targeted Learning in R: A Causal Data Science Handbook
Language:TeX58 5 2317
tmle3
🎯🎓 Generalized Targeted Learning Framework
Language:R37 6 1813
tmle3mopttx
🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention
Language:R12 3 63
tmle3shift
🎯 :game_die: Targeted Learning of the Causal Effects of Stochastic Interventions
Language:R17 5 111

tlverse's Repositories

tlverse/sl3
💪 🤔 Modern Super Learning with Machine Learning Pipelines
Language:R99 13 12342
tlverse/tlverse-handbook
🎯 :closed_book: Targeted Learning in R: A Causal Data Science Handbook
Language:TeX58 5 2317
tlverse/hal9001
🤠 📿 The Highly Adaptive Lasso
Language:R49 5 4515
tlverse/tmle3
🎯🎓 Generalized Targeted Learning Framework
Language:R37 6 1813
tlverse/tlverse
📦 :toolbox: Your One Stop to Targeted Learning in R with the tlverse
33 5 37
tlverse/origami
:game_die: :crystal_ball: Comprehensive Cross-Validation Engine
Language:R27 5 229
tlverse/causalglm
Interpretable and model-robust causal inference for heterogeneous treatment effects using generalized linear working models with targeted machine-learning
Language:R24 3 10
tlverse/delayed
:clock430: :computer: Dependent Delayed Computation
Language:R23 3 103
tlverse/tmle3shift
🎯 :game_die: Targeted Learning of the Causal Effects of Stochastic Interventions
Language:R17 5 111
tlverse/tmle3mopttx
🎯 💯 Targeted Learning and Variable Importance for the Causal Effect of an Optimal Individualized Treatment Intervention
Language:R12 3 63
tlverse/catalyst2024-workshop
Materials for the workshop "Targeted Learning: Bridging Machine Learning with Causal and Statistical Inference" as part of the Harvard Catalyst program in November 2024
Language:TeX64
tlverse/tmle3mediate
🎯 :twisted_rightwards_arrows: Targeted Learning for Causal Mediation Analysis
Language:R6 3 5
tlverse/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
Language:R4 1 01
tlverse/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
Language:R4 4 04
tlverse/hal-workshops
Teaching materials for HAL workshops and short courses
Language:HTML4 3 0
tlverse/csp2020-workshop
:dart: :school_satchel: Materials for a full-day workshop on Targeted Learning with the tlverse at the 2020 Conference on Statistical Practice
Language:TeX3 5 03
tlverse/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
Language:TeX3 4 06
tlverse/ser2022-workshop
Materials for two half-day workshops on Targeted Learning with the tlverse at the 2022 Society for Epidemiologic Research Meeting
Language:R3 4 02
tlverse/ctmle3
Collaborative Targeted Maximum Likelihood Estimation (C-TMLE)
Language:R2 7 02
tlverse/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
Language:TeX2 4 01
tlverse/tlverse-workshops
🎯 :closed_book: Template repository for workshop materials on Targeted Learning with the tlverse
Language:TeX2 5 1
tlverse/tlverse.org
:earth_americas: The internet home of the tlverse [source]
Language:CSS2 3 0
tlverse/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
Language:TeX1 4 01
tlverse/tlverse-slides
Slide presentations for the tlverse
Language:HTML1 5 0
tlverse/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
Language:TeX1 2 1
tlverse/tlran
TLRAN: A Targeted Learning R Archive Network
5 0
tlverse/tlverse-developers
Developer's Guide to the tlverse
Language:HTML5 1
tlverse/tlverse.r-universe.dev
The tlverse R universe
tlverse/tlversecovidforecast
Language:R6 0
tlverse/tmle3sim
simulations using the tmle3 data structures
Language:R4 01