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A Universal Algorithm for Numerai Datascience Tournaments

In this post I show how to build an all-in-one algorithm using Hyperopt that automates data preprocessing, feature selection, and hyperparameter tuning for the Numerai dataset. This is a definite guide that walks through the tournament structure and presents a scalable algorithm that will allow you to build top-tier models out of the gate.