Resources
Targeted Learning is a difficult topic, while it is not strictly necessary to understand the details to use this package it can certainly help. Here is an incomplete list of external resources that I found useful in my journey.
Websites
These are two very clear introductions to causal inference and semi-parametric estimation:
- Introduction to Modern Causal Inference (Alejandro Schuler, Mark J. van der Laan).
- A Ride in Targeted Learning Territory (David Benkeser, Antoine Chambaz).
Youtube
Books and Lecture Notes
- Targeted Learning (Mark J. van der Laan, Sherri Rose).
- STATS 361: Causal Inference
Journal articles
- Semiparametric doubly robust targeted double machine learning: a review (Edward H. Kennedy).