Tag: data preprocessing

Alt: Data cleaning in machine learning pipeline illustration showing preprocessing steps like handling missing values, removing duplicates, detecting outliers, and scaling data for accurate model training 2025
Advanced Topics Machine Learning

What is Data Cleaning in Machine Learning Pipeline? A Beginner’s Guide 2025

Introduction Data cleaning in machine learning pipeline is a crucial preprocessing step that involves identifying and removing missing, duplicate, or irrelevant data.Raw data (such as log files, transactions, or audio/video recordings) is often noisy, incomplete, and inconsistent, which can reduce the accuracy of machine learning models. The goal of data cleaning is to ensure datasets […]

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