{"product_id":"novel-tensor-fields-beyond-classical-tensor-calculus-in-ai-9798340282057","title":"Novel Tensor Fields: Beyond Classical Tensor Calculus in AI","description":"\u003cp\u003e • Author(s): Jamie Flux\u003cbr\u003e • Publisher: Independently Published\u003cbr\u003e • Publisher Imprint: Independently Published\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - General\u003c\/p\u003e\u003cp\u003eVenturing into novel territory, we explore advanced tensor field theories that extend traditional mathematical frameworks. These include: \u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e- \u003cb\u003eHypercomplex Tensor Fields: \u003c\/b\u003e Exploring tensors defined over hypercomplex number systems, enabling more efficient representations of multidimensional data. \u003cp\u003e\u003c\/p\u003e- \u003cb\u003eNon-Euclidean Tensor Spaces: \u003c\/b\u003eDiscussing tensor fields in curved spaces and their applications in modeling data with underlying geometric complexities. \u003cp\u003e\u003c\/p\u003e- \u003cb\u003eDynamic Tensor Fields: \u003c\/b\u003e Presenting tensors that evolve over time, crucial for temporal data analysis and sequential decision-making processes. \u003cp\u003e\u003c\/p\u003e- \u003cb\u003eStochastic Tensor Fields: \u003c\/b\u003e Integrating probabilistic approaches within tensor calculus to address uncertainties inherent in real-world data. \u003cp\u003e\u003c\/p\u003eThe core of the book focuses on how these novel tensor fields can be harnessed in AI: \u003cp\u003e\u003c\/p\u003e- \u003cb\u003eDeep Learning Innovations: \u003c\/b\u003eDemonstrating how advanced tensor operations can enhance neural network architectures, leading to more powerful and interpretable models. \u003cp\u003e\u003c\/p\u003e- \u003cb\u003eGeometric Machine Learning: \u003c\/b\u003eApplying tensor field concepts to develop algorithms that respect the geometric structure of data, improving performance in areas like computer vision and graphics.","brand":"Independently Published","offers":[{"title":"Paperback","offer_id":45571510075543,"sku":"9798340282057","price":4218.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9798340282057.webp?v=1768595747","url":"https:\/\/atlanticbooks.com\/products\/novel-tensor-fields-beyond-classical-tensor-calculus-in-ai-9798340282057","provider":"Atlantic Books","version":"1.0","type":"link"}