# Testing ML Pipeline Best Practices to Scale with LakshmiThejaswi Narasannagari

An episode of [TestGuild Automation Podcast](https://invisiblenetwork.ai/podcast/826722706), 16 Mar 2025, 28 min.

Audio: https://traffic.libsyn.com/secure/testtalks/tgaLakshmithejaswiTestingMLPipelineBestPracticestoScale538.mp3?dest-id=184057

In this episode of the TestGuild Automation Podcast, host Joe Colantonio chats with machine learning engineer Lakshmithejaswi Narasannagari, who boasts over fourteen years of experience working with tech giants like Intuit, Incom, and Poshmark. Check out App Automate: https://testguild.me/appautomate2 Lakshmi delves into her fascinating career journey from Oracle developer to transitioning into machine learning operations and test automation. The conversation covers best practices for ML pipelines, testing at scale, and how to integrate testing effectively in the AI ML space. Lakshmi shares insights on understanding machine learning models, navigating various roles within AI and machine learning, and setting up guardrails to ensure model performance and accuracy. Please tune in to gain valuable knowledge from Lakshmi's expertise and learn how to approach testing in our AI-driven world.

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