---
title: "Discussion on \"The Machine Learning Development Lifecycle (And Why QA Is Critical at Every Stage)\" | Hashnode"
description: "Discussion on \"The Machine Learning Development Lifecycle (And Why QA Is Critical at Every Stage)\". Why Quality Engineering Matters at Every Stage of the ML Lifecycle"
url: "https://hashnode.com/posts/the-machine-learning-development-lifecycle-and-why-qa-is-critical-at-every-stage/69dfa50070e165e0d8bd20ac"
---

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# [The Machine Learning Development Lifecycle (And Why QA Is Critical at Every Stage)](https://hema-sdet.hashnode.dev/the-machine-learning-development-lifecycle-and-why-qa-is-critical-at-every-stage?utm_source=hashnode&utm_medium=feed)

Why Quality Engineering Matters at Every Stage of the ML Lifecycle

Apr 15 · 4 min read · hema-sdet.hashnode.dev  
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## Written by

[HemaN](https://hashnode.com/@hemnam)

@hemnam · Toronto, Canada

  
[View profile](https://hashnode.com/@hemnam)

SDET at Extensiv

I’m Hema Nambiradje, a Senior Quality Engineer who loves digging into problems, improving systems, and helping teams ship reliable, user‑focused products. I care a lot about clean processes, thoughtful testing, and building things that actually hold up in the real world. I’m always exploring new tools, learning something nerdy, and sharing what I discover along the way.

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