A Guide to Real-World Data Collection for Machine Learning

5 Actionable Strategies to Optimize Your Data Collection Process

Leah Berg and Ray McLendon
Towards Data Science
8 min readSep 5, 2023

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Photo by Henrik Dønnestad on Unsplash

Whether you’re brand new to data science or the Chief Data Scientist at a large organization, you’ve probably played with perfectly crafted data sets to solve toy machine learning problems. Maybe you’ve used K-Means clustering to predict flower species in the…

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