Retracing your steps in machine learning

UNTIMELY DEMISE?
The Strawberry Capital of the World is the early death capital of the U.S.: lessons from a landmark dataset
The U.S. National Center for Health Statistics has released the most detailed local health data ever. See how your neighborhood stacks up against the national average life expectancy. - Wonkblog

NO FOMO
Strata speaker slides & videos
Catch up on all the presentations from the Strata Data Conference in NYC last week. - O’Reilly Conferences

BE KIND, PLEASE REWIND
Retracing your steps in Machine Learning: Versioning
New prediction systems are fragile things. Change one thing, and the accuracy of the model can drop dramatically, leading to a long troubleshooting process to find the root cause. Skip the headache with this guide to building a robust versioning system for your ML projects. - The Lever

MARK COMPLETE
deon: An ethics checklist for data scientists
This command line tool takes the concept of data science ethics from theoretical to practical by allowing you to easily add an ethics checklist to your projects. - DrivenData

INSIDE THE OVERLAP
JOINs in SQL, Python, and R
Though SQL has long been the industry standard for accessing relational data, nowadays, it’s more and more common to do this same work in a scripting language like Python or R. Here’s how. - Mode

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