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Hemalatha Nambiradje

SDET with 9+ years of experience in software testing and automation, documenting a hands‑on journey into machine learning, generative AI, and AI‑driven quality engineering.

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How QA Evaluates Generative AI Models

How QA Evaluates Generative AI Models

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1 min read

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Fine‑Tuning Isn’t Optional for Production‑Ready AI

Fine‑Tuning Isn’t Optional for Production‑Ready AI

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Understanding the Generative AI Application Lifecycle

Understanding the Generative AI Application Lifecycle

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Why ML Models Break After Deployment

Why ML Models Break After Deployment

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QA Engineers Have an Unfair Advantage in Machine Learning

QA Engineers Have an Unfair Advantage in Machine Learning

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Breaking Things and Building Better Tests: A Hackathon Snapshot

Breaking Things and Building Better Tests: A Hackathon Snapshot

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2 min read
Making AI Work With Humans — Not Against Them

Making AI Work With Humans — Not Against Them

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The Machine Learning Development Lifecycle (And Why QA Matters)

The Machine Learning Development Lifecycle (And Why QA Matters)

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First Post on DEV — A Quick Hello

First Post on DEV — A Quick Hello

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