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Testing ML Systems: Beyond Accuracy |
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Zillow lost millions because they didn't have proper Machine Learning Operations or testing processes. They relied on the training metrics, like accuracy, but Software Quality goes beyond that. In this presentation, Carlos Kidman will cover the different testing types, techniques, and concepts that you can apply to make high-quality ML Systems. Carlos Kidman Carlos Kidman is Head of Engineering at Quality.ai, but was formerly an Engineering Manager at Adobe. He is also an instructor at Test Automation University with courses around architecture, design, containerization, and Machine Learning. He is the founder of QA at the Point, which is the Testing and Quality Community in Utah, and does consulting, workshops, and speaking events all over the world.
In this presentation you will learn everything you need about testing ML Systems. |
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