Materials

Open notes from graduate and undergraduate methods training

Course Notes

Notes and code from methods courses I have taken. Shared openly for other researchers and students.

Graduate

Lego III IESP-UERJ · 2026.1

Causal inference: potential outcomes, DAGs, and identification strategies.

Lego II IESP-UERJ · 2025.2

Linear regression models and extensions.

Lego I IESP-UERJ · 2025.1

Quantitative social science: data analysis, research design, probability, and inference.

Undergraduate

Deep Learning FGV EMAp · 2023.2

Foundations of NNs, CNNs, LSTMs, GANs, Transformers, transfer learning, and autoencoders.

Machine Learning FGV EMAp · 2023.1

Probabilistic machine learning, mixture models, and approximate Bayesian inference.