{"product_id":"deep-learning-at-scale-at-the-intersection-of-hardware-software-and-data-9781098145286","title":"Deep Learning at Scale: At the Intersection of Hardware, Software, and Data","description":"\u003cp\u003eBringing a deep-learning project into production at scale is quite challenging. To successfully scale your project, a foundational understanding of full stack deep learning, including the knowledge that lies at the intersection of hardware, software, data, and algorithms, is required. \u003c\/p\u003e\u003cp\u003e This book illustrates complex concepts of full stack deep learning and reinforces them through hands-on exercises to arm you with tools and techniques to scale your project. A scaling effort is only beneficial when it's effective and efficient. To that end, this guide explains the intricate concepts and techniques that will help you scale effectively and efficiently. \u003c\/p\u003e\u003cp\u003e You'll gain a thorough understanding of: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eHow data flows through the deep-learning network and the role the computation graphs play in building your model \u003c\/li\u003e\n\u003cli\u003eHow accelerated computing speeds up your training and how best you can utilize the resources at your disposal \u003c\/li\u003e\n\u003cli\u003eHow to train your model using distributed training paradigms, i.e., data, model, and pipeline parallelism \u003c\/li\u003e\n\u003cli\u003eHow to leverage PyTorch ecosystems in conjunction with NVIDIA libraries and Triton to scale your model training \u003c\/li\u003e\n\u003cli\u003eDebugging, monitoring, and investigating the undesirable bottlenecks that slow down your model training \u003c\/li\u003e\n\u003cli\u003eHow to expedite the training lifecycle and streamline your feedback loop to iterate model development \u003c\/li\u003e\n\u003cli\u003eA set of data tricks and techniques and how to apply them to scale your training model \u003c\/li\u003e\n\u003cli\u003eHow to select the right tools and techniques for your deep-learning project \u003c\/li\u003e\n\u003cli\u003eOptions for managing the compute infrastructure when running at scale\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 06\/18\/2024\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781098145286\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 400\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Suneeta Mall","offers":[{"title":"Default Title","offer_id":44033795358901,"sku":"9781098145286","price":67.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/files\/img_8f74a147-98b4-4ecc-9176-eff6ede4823a.jpg?v=1713886128","url":"https:\/\/pastforward.org\/products\/deep-learning-at-scale-at-the-intersection-of-hardware-software-and-data-9781098145286","provider":"Past Forward","version":"1.0","type":"link"}