tmle

Epidemiology analysis package

Animated educational video generator for Targeted Maximum Likelihood Estimation (TMLE) causal inference using Manim animations and Chinese TTS narration

Python and R package for semisupervised mean estimation and causal inference with AIPW, calibration, and practical uncertainty quantification.

Lightweight causal inference from precomputed propensity scores and outcome predictions: IPW, AIPW, TMLE, matching, bootstrap CIs. Pandas-native.

Targeted Maximum Likelihood Estimation — doubly robust causal inference, Poisson TMLE with exposure offset, SuperLearner, CV-TMLE

Monte Carlo benchmarking of causal estimators for clinical trial survival data — censoring, positivity, collider bias, competing risks, RMST.

OMOP CDM research repository extending FastOMOP with an NL2SQL-connected causal inference workflow for target trial emulation, literature-grounded DAGs, CATE estimation, and public dataset validation.