Design efficient & dependable machine studying methods!
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Machine studying system design is advanced. The profitable ML engineer must navigate a multistep course of that calls for expertise from many alternative fields and roles.
Machine Studying System Design: With end-to-end examples is a sensible information for planning and designing profitable ML purposes. It lays out a transparent, repeatable framework for constructing, sustaining, and enhancing methods at any scale.
Authors Arseny Kravchenko and Valeri Babushkin have stuffed this distinctive handbook with campfire tales and private ideas from their very own in depth careers. You’ll study immediately from their expertise as you contemplate each side of a machine studying system, from necessities gathering and knowledge sourcing to deployment and administration of the completed system.
“This isn’t about MLOps! This e-book is a couple of extra vital query: how one can ensure that an ML venture doesn’t find yourself on the shelf?”
—Boris Tseytlin, Senior Machine Studying Engineer, Planet Farms
Within the e-book you’ll comply with two instance corporations every constructing a brand new ML system, exploring how their wants are expressed in design paperwork and studying greatest practices by writing your individual. Alongside the best way, you’ll discover ways to ace ML system design interviews, even at extremely aggressive FAANG-like corporations, and enhance present ML methods by figuring out bottlenecks and optimizing system efficiency.
Machine Studying System Design is accessible from its writer Manning Publications.
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