{"product_id":"graph-neural-networks-in-practice-design-train-and-apply-gnns-for-real-world-ai-systems-9798291732144","title":"Graph Neural Networks in Practice: Design, Train, and Apply GNNs for Real-World AI Systems","description":"\u003cp\u003e • Author(s): Jude Max\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Data Science - Neural Networks\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAre you ready to solve problems that traditional AI can't? Discover the power of Graph Neural Networks.\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThis essential reading is for \u003cb\u003emachine learning practitioners\u003c\/b\u003e, \u003cb\u003edata engineers\u003c\/b\u003e, and \u003cb\u003estudents\u003c\/b\u003e aiming to master \u003cb\u003eGraph AI\u003c\/b\u003e and its diverse applications. Equip yourself with the skills to build intelligent systems that understand relationships, predict complex behaviors, and generate novel insights from \u003cb\u003einterconnected data\u003c\/b\u003e.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eKey features include: \u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eEnd-to-End Project Workflow: \u003c\/b\u003e From \u003cb\u003egraph modeling\u003c\/b\u003e to \u003cb\u003eGNN deployment\u003c\/b\u003e and \u003cb\u003emonitoring\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eKey Architectures Explained: \u003c\/b\u003e Deep dive into GCN, GraphSAGE, GAT, and \u003cb\u003eheterogeneous GNNs\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eScalability Solutions: \u003c\/b\u003e Tackle \u003cb\u003emassive graphs\u003c\/b\u003e with practical sampling and distributed training techniques.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eReal-World Impact: \u003c\/b\u003e Explore mini case studies across \u003cb\u003ecybersecurity\u003c\/b\u003e, \u003cb\u003esocial network analysis\u003c\/b\u003e, and \u003cb\u003esmart cities\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003e\u003cb\u003eEthical Deployment: \u003c\/b\u003e Best practices for \u003cb\u003efairness\u003c\/b\u003e, \u003cb\u003erobustness\u003c\/b\u003e, and \u003cb\u003eprivacy\u003c\/b\u003e in \u003cb\u003eGNNs\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eHands-on with \u003cb\u003ePyTorch Geometric\u003c\/b\u003e and \u003cb\u003eDGL\u003c\/b\u003e.\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003e\u003cb\u003e\"Graph Neural Networks in Practice\"\u003c\/b\u003e provides the practical knowledge to build impactful \u003cb\u003eAI Systems\u003c\/b\u003e on \u003cb\u003egraph data\u003c\/b\u003e.\u003c\/p\u003e","brand":"Atlantic Books","offers":[{"title":"Paperback","offer_id":46334728437911,"sku":"9798291732144","price":1817.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798291732144.webp?v=1768673004","url":"https:\/\/atlanticbooks.com\/products\/graph-neural-networks-in-practice-design-train-and-apply-gnns-for-real-world-ai-systems-9798291732144","provider":"Atlantic Books","version":"1.0","type":"link"}