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Transitioning from Software to ML Engineering

Lessons learned moving from traditional software development into machine learning systems.

·career, ml, learning

The Overlap

Software engineering fundamentals transfer well: testing, version control, and system design matter just as much in ML.

What's Different

Data quality, experimentation tracking, and model reproducibility add new dimensions to the workflow.

Getting Started

Start with a small project. Ship something end-to-end before diving deep into theory.