A unique open textbook to teach the nuances of applying advanced epidemiological methods using real data.

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LLM Prediction Game

The High-Fidelity Vancouver Housing & Investment Simulator

A fast, multi-threaded GUI tool designed to batch-upscale vintage comic book archives (CBZ, CBR, PDF, ZIP, RAR) using AI.

A computer vision tool that automatically processes `.cbz` and `.pdf` files, detects individual comic panels using AI, and extracts them into a mobile-optimized `.cbz` file. Instead of struggling o…

Led by Dr. Ehsan Karim, this workshop teaches high-dimensional propensity score (hdPS) analysis and its machine learning extensions (LASSO, Super Learner, TMLE) to control residual confounding. Usi…

Table 1 and diagnostics from complex survey designs

Reproducible analysis codes for https://doi.org/10.1016/j.focus.2024.100282

Reproducible R code for a comparative study of high-dimensional causal inference methods. This project evaluates LASSO variants, HAL, TMLE, and others using extensive simulations and a real-world N…

hdPS workshop materials

A Practical Guide to Valid Causal Inference with TMLE in Complex Surveys: A Survey Design-Aware Variance Estimator and Application

hdPS workshop materials

Code and materials for a simulation study evaluating high-dimensional proxy adjustment using hdPS, machine learning (LASSO, SL), and TMLE. Includes plasmode simulations based on NHANES data to asse…

ReSliceTMLE: Repeated Sample Splitting and Cross-Fitting for Stable and Accurate Targeted Maximum Likelihood Estimation (TMLE)

Code for replicating the simulation study and real-world analysis. Includes all data and scripts for model implementation, performance evaluation, and visualization.