How to Build Data Pipelines for Machine Learning

A beginner-friendly introduction with Python code

Shaw Talebi
Towards Data Science
10 min readMay 2, 2024

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This is the 3rd article in a larger series on Full Stack Data Science (FSDS). In the previous post, I introduced a 5-step project management framework for building machine learning (ML) solutions. While ML may bring to mind fancy algorithms and technologies, the quality of an ML solution is determined by the quality of the available data. This raises the need for data engineering (DE) skills in FSDS. This article will discuss the most critical DE skills in this…

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