This is a repository for the course CausalAI
The Lectures are on Thursdays from 07:30 - 10:20 \ The Tutorials are on Thursdays 11:30 - 13:30
Lecturer:
- Alexander Quispe Rojas
Teaching Assistant:
- Alberto Trelles
- Valeria Hoyos
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 | Group 6 |
|---|---|---|---|---|---|
| BUENDIA UGARRIZA, MATIAS ALONSO | GUTIERREZ CANTORIN, ARIANA MARISSA | MAMANI VILA, DAFNE ANDREA | ARICA MAURICIO, VICTOR | SAAVEDRA ALVA, DIEGO GABRIEL | BARRAZA RATACHI, JOHN SVANTE |
| LAU QUIROZ, Victor enrique | ORTIZ CASTIGLIONI, Milagros leticia | CONDORI ANCCASI, Fernando alonso | GOMEZ LEON, ALEXANDER RONALD | Chipana Cangana, Leydi Conzuelo | FLORES BENITES, Carlos alberto |
| SOTO TICSE, ANDRES JOAQUIN | FLORES CONTRERAS, David Tito | RATTO YAÑEZ, Romina maria | TREJO ROSALES, JULIO CESAR | PAUCAR TORRES, CARLOS FABRIZIO | LAZO LEONARDO, MILAGROS GABRIELA |
| SACO ALVARADO, Gabriel andreas | BOLO AÑORGA, CHRISTOPHER ANTONY | Baudouin Palomino, Ariana Antoinette | AMAYA TORRES, Joseph william | ARTEAGA TRUJILLO, CAMILA FERNANDA | MENGOA LAYME, FRANCO ALAIN |
Video tutorials
Templates