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Correct procedure for Inference from the Lasso

Firstly, I'm from the more ML-y side of town so apologies for the naive questions. I have a situation with a treatment variable $D\in \{0,1\}$, covariates $X\in \mathbb{R}^p$ and a response variable $...
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