This is a repository for the course CausalAI
The Lectures are on Mondays from 20:00 - 22:00 \ The Tutorials are on Thursdays 20:00 - 22:00
Lecturer:
- Alexander Quispe Rojas
Teaching Assistant:
- Rodrigo Grijalba
- Juan Diego Goicochea
Three Programming Languages:
- R
- Python
- Julia.
- Prediction/Inference with High Dimensional Linear Models
- Prediction in Modern Nonlinear Regressions (Random Forest and Deep Neural Networks)
- Randomized Control Trials
- Causal DAGs
- Double/debiased Machine Learning
- Heterogeneous Treatment Effects using Causal Trees
- Heterogeneous Treatment Effects using Causal Forest
- Feature Engineering With Deep Learning for Causal and Predictive Inference
Every week students have to write a report about a scientific paper. The students will write a report of 1 or 1.5 pages maximum on an assigned article, and will be uploaded the markdown file on github the previous Wednesday of the lecture at 6:00 p.m. The report should address the following points:
- What is the research question of the article?
- What are the strengths and weaknesses of the paper's approach to answering that question?
- How does this document advance knowledge about the question, that is, what is the contribution? (If you can't find any contributions, ask yourself why the editor and referees decided to publish the article.)
- What would be one or two valuable and specific next steps to move forward on this question?
The students will replicate scripts worked in labs and they will work in groups.
| Group 1 | Group 2 | Group 3 | Group 4 | Group 5 |
|---|---|---|---|---|
| DEL CARPIO CUENCA, GABRIEL SEBASTIAN | GARCIA RODRIGUEZ, EMILIO ALONSO | CALDERON CANICOBA, ABRAHAM ALBERTH | JANAMPA APARICIO, KARL WILLEM | CARHUAZ FUSTER, JHANELA LUZ |
| ESPINOSA CALDERON, MAURICIO GUSTAVO | PADILLA AQUISE, ALESSANDRO PIERO | MORAN TORRES, ALVARO MAURICIO | LIZARRAGA NAGAHAMA, SOPHIE NAMIE ANDREA | GIL ORE, DIEGO RAFAEL |
| JAIME MARTINEZ, KEVIN OSWALDO | RIEGA NUÑEZ, GABRIEL ANTONIO FERMIN | PAÑAHUA TITO, LINK LANDERS | MEZARINA SANCHEZ, LEIDY MARICIELO | JULCA SIESQUEN, MARCK ANTONY |
| MELLIZO ANTAZU, MILAGROS ESTEFANY | SALAMANCA FERNANDEZ, LUCAS PABLO | SEBASTIAN PALOMINO, FERNANDO ERNESTO | QUIJADA DIAZ, JARU | PALOMINO RUMICHE, ARTURO MANUEL |
| QUISPE ROBLADILLO, ALMENDRA VALERIA | SILVA ANDUJAR, NICOLAS | SERRANO SALAS, ENRIQUE ALONSO | RODRIGUEZ LEYTTH, ALEXANDER FABRICIO | SANCHEZ SALAS, CHARLES GABRIEL |
Video tutorials
Templates