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Build a Data Cleaning & Validation Pipeline in Under 50 Lines of Python

KDnuggets

By Bala Priya C , KDnuggets Contributing Editor & Technical Content Specialist on June 24, 2025 in Python Image by Author | Ideogram Data is messy. So when youre pulling information from APIs, analyzing real-world datasets, and the like, youll inevitably run into duplicates, missing values, and invalid entries.

Python 257
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How I Automated My Machine Learning Workflow with Just 10 Lines of Python

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Sign in Sign out Contributor Portal Latest Editor’s Picks Deep Dives Contribute Newsletter Toggle Mobile Navigation LinkedIn X Toggle Search Search Data Science How I Automated My Machine Learning Workflow with Just 10 Lines of Python Use LazyPredict and PyCaret to skip the grunt work and jump straight to performance.