Natural language systems have become the go-between for humans and AI-assisted digital services. Digital assistants, chatbots, and automated HR systems all rely on understanding language, working in the space of question answering. So what are question answering (QA) systems and why do they matter? In general, QA systems take some sort of context in the form of natural language and retrieve…
]]>In this post we’ll show how to use SigOpt’s Bayesian optimization platform to jointly optimize competing objectives in deep learning pipelines on NVIDIA GPUs more than ten times faster than traditional approaches like random search. Measuring how well a model performs may not come down to a single factor. Often there are multiple, sometimes competing, ways to measure model performance.
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