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Analytics Dispatch 3/2/2020

Spotify’s data discovery platform

WHERE DOES THE TIME GO?
You’re Not Paid to Model
If you want to know how data science projects at companies actually work, there’s no better talk to watch than this one. - Jacqueline Nolis

IF A TREE FALLS...
How We Improved Data Discovery for Data Scientists at Spotify
What Spotify’s insights team learned as they iterated on an internal tool for sharing data and knowledge with employees. - Spotify Labs

LINEAR ALGEBRA 101
Deep Learning Book Series
These notes with code, examples, and drawings are great for beginners who want to understand enough linear algebra to be comfortable with machine learning and deep learning. - Hadrien Jean

STREAMLINE
“Just What I Needed”: Making Machine Learning Scalable and Accessible at Grubhub
Before Grubhub had a suite of tools to help with machine learning model deployments, the difficulty of getting scheduled jobs in production resulted in multiple bespoke solutions, duplicated code, and lots of model maintenance overhead. - Grubhub Bytes

MAYBE JUST DON’T
How to Collect User Data About Gender Identity — and When Not to
Gender data can be valuable for a variety of reasons. But before you ask, consider why you’re asking, and how you frame the question. - Built In

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