{"product_id":"9781098145286-deep-learning-at-scale","title":"Deep Learning at Scale","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eAt the Intersection of Hardware, Software, and Data\u003cbr\u003eThis 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.\u003cbr\u003e\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\n\u003cp\u003eThis 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\n\u003cp\u003eYou'll gain a thorough understanding of:\u003c\/p\u003e\n\u003cul\u003e\n\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\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":41738037198945,"sku":"9781098145286","price":56.31,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/orig_26009613.jpg?v=1720620976","url":"https:\/\/www.rarewaves.com\/products\/9781098145286-deep-learning-at-scale","provider":"Rarewaves.com","version":"1.0","type":"link"}