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Ruben Mak

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Is it a predictive model? Is it causal inference? Well... It is running a greenhouse.PyData Eindhoven 20222022-12-01
Automation of greenhouse irrigation at Source combines concrete claims and tools: a multi stage approach first trains a predictive model of water uptake on non…
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Some Attention for Attenuation BiasPyData Eindhoven 20212021-11-12
The talk covers attenuation bias (measurement error/regression dilution) that shrinks model coefficients toward zero when features are noisy, and explains…
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The causal problem of overexposure to repetitive ads: instrumental variables and pymc3PyData Eindhoven 20202020-10-07
Analyzes why targeted online advertising can lead to users being overexposed to repetitive ads by framing it as a causal inference problem. Uses a case study…
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Advertising, algorithms and Privacy: recent opensource developmentsPyData Eindhoven 20192019-11-16
Discusses concrete privacy wins and failures in advertising and algorithms: demonstrates reproducible de-anonymization of the Netflix Prize dataset, membership…
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Thompson Sampling for Machine LearningPyData Amsterdam 20182018-05-25
Overview of applying Thompson Sampling to machine learning problems, including technical examples like using Bayesian Neural Networks implemented with Edward…
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Successfully Applying Bayesian Statistics to A/B Testing in Your BusinessPyData Amsterdam 20172017-04-07
The talk examines using Bayesian statistics—especially hierarchical Bayesian models implemented with PyMC—to improve A/B testing in business. It compares…
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