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PHP Architect · Vol 25, Issue 2 · February 2026

Data Preprocessing: Cleaning And Transforming Data in PHP

Alright, so we've covered the mathematical foundations and basic algorithms, but now comes the part that'll probably take up most of your actual machine learning time - data preprocessing. It's not the most glamorous part of the job, but here's the thing - even the most sophisticated algorithm can't work miracles with garbage data. As they say in the business, garbage in, garbage out.

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