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  • Professor Susan Athey presents an introduction to heterogeneous treatment effects and causal trees.
  • In this part of the Introduction to Causal Inference course, we cover
  • FULL TITLE: : Counterfactual
  • Estimation
  • With the increasing amount of volatile renewable energy sources, it becomes more and more challenging to keep the electrical ...

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Is your model failing in production despite high test scores? The problem often lies in how we evaluate our algorithms, not just our ... This video pulls back the curtain on model evaluation, warning against the statistical trap known as the "winner's curse," where ... Most common machine learning models (linear, tree-based or neural network-based), optimize for the least squares loss when ... Course Content 1) Exploratory Data Analysis 2) Probability Theory

This lecture develops the population theory of least squares linear regression between two jointly distributed random variables, ...

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