# Probabilistic data structures in Python

For 200 years, statistics told us to take a sample first, then calculate metrics. However, in Big Data or real-time analytics, that may be a show-stopper. This tutorial shows how to use approximation algorithms in Python, inverting that bottleneck at scale. Hash, don't sample!