Видео

Tutorial Double Selection estimator Part 7

Tutorial Double Selection estimator Part 6

Tutorial Double Selection estimator Part 5

Tutorial Double Selection estimator Part 3

Tutorial Double Selection estimator Part 4

Tutorial Double Selection estimator Part 2

madina-k.github.io/dse_mk2021/tutorial_postlasso.html

Generalized Random Forest tutorial code walk-through (Part 4)

Generalized Random Forest tutorial code walk-through (Part 4)

Generalized Random Forest tutorial code walk-through (Part 3)

Tutorial week 4 GRF part 2 madina-k.github.io/dse_mk2021/tutorial_grf.html

Tutorial week 4 GRF part 1 madina-k.github.io/dse_mk2021/tutorial_grf.html

This is a mini-video about the capabilities of the sublime text editor for project management

GRF random effects model

Causal Trees

Generalized Random Forest (Introduction)

Why ML fails for causal inference?

Double Machine Learning

Double Selection estimator

Pruning, Classification trees

Bagging, Random Forest, and Boosting

Decision trees

Test MSE vs. cross-validation MSE

Bias-Variance trade-off

Prediction routine

Prediction vs Inference

DSE: automating a project