Канал: Madina Kurmangaliyeva

Tutorial Double Machine Learning estimator

Tutorial Double Machine Learning estimator

Tutorial Double Selection estimator Part 7

Tutorial Double Selection estimator Part 7

Tutorial Double Selection estimator Part 6

Tutorial Double Selection estimator Part 6

Tutorial Double Selection estimator Part 5

Tutorial Double Selection estimator Part 5

Tutorial Double Selection estimator Part 3

Tutorial Double Selection estimator Part 3

Tutorial Double Selection estimator Part 4

Tutorial Double Selection estimator Part 4

Tutorial Double Selection estimator Part 2

Tutorial Double Selection estimator Part 2

Tutorial Double Selection estimator Part 1

Tutorial Double Selection estimator Part 1

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 4)

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

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

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

Generalized Random Forest tutorial code walk-through (Part 2)

Generalized Random Forest tutorial code walk-through (Part 2)

Generalized Random Forest tutorial code walk-through (Part 1)

Generalized Random Forest tutorial code walk-through (Part 1)

Sublime project and git functionality

Sublime project and git functionality

GRF random effects model

GRF random effects model

Causal Trees

Causal Trees

Generalized Random Forest (Introduction)

Generalized Random Forest (Introduction)

Why ML fails for causal inference?

Why ML fails for causal inference?

Double Machine Learning

Double Machine Learning

Double Selection estimator

Double Selection estimator

Pruning, Classification trees

Pruning, Classification trees

Bagging, Random Forest, and Boosting

Bagging, Random Forest, and Boosting

Decision trees

Decision trees

Test MSE vs. cross-validation MSE

Test MSE vs. cross-validation MSE

Bias-Variance trade-off

Bias-Variance trade-off

Prediction routine

Prediction routine

Prediction vs Inference

Prediction vs Inference

DSE: automating a project

DSE: automating a project