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Lucas Javier Bernardi

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Casual Notes about Causal StuffPyData Amsterdam 20192019-05-10
Practical claims about extracting causal effects from Booking.com data: a reproducible pipeline with propensity scores and two‑step reweighting / upsampling, a…
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Selection bias: The elephant in the roomPyData Amsterdam 20182018-05-25
Problem: training labels come only from later funnel stages so measured gains don’t reflect true production performance; experiments with a family‑trip…
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Diagnosing Machine Learning ModelsPyData Amsterdam 20172017-04-07
Linear OLS on 17,000 rows and ~40 inputs shows huge coefficient variance and many nonsignificant p values until one-hot encoding and redundant month/season…
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Tools and Tricks from a Pragmatic Data ScientistPyData Amsterdam 20162016-03-12
Claims concrete wins: cosine→Euclidean via normalization lets KD/ball‑trees return exact kNN results (no approximation) and empirical timings on MNIST and up…
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