| view 👀:6 |
🙍 oneddl |
redaktor: book24h | Rating👍:
Tensor Structures and Applications Definitive Reference for Developers and Engineers [#950399]
Free Download Tensor Structures and Applications: Definitive Reference for Developers and Engineers
English | 2025 | ISBN: None | 319 pages | EPUB (True) | 4.44 MB
"Tensor Structures and Applications"
"Tensor Structures and Applications" offers a comprehensive and rigorous exploration of tensors, guiding the reader from foundational mathematics to advanced, real-world applications. The book opens with a thorough treatment of the mathematical underpinnings, framing tensors as a natural extension of vectors and matrices through multilinear algebra, formal classification by order and type, and detailed conventions for representation and notation. Further foundational chapters bridge these ideas into the realm of differential geometry, introducing the calculus of tensor fields on manifolds, metric tensors, and their indispensable role in Riemannian geometry and general relativity.
Building on these theoretical structures, the text presents an in-depth treatment of tensor decompositions, factorization strategies, and the algorithms that power high-dimensional data analysis. Special attention is given to the unique computational challenges posed by tensor methods, covering efficient data storage, parallel and distributed computing, automatic differentiation, and best practices in leading software libraries. These chapters serve both as a roadmap and a toolbox for researchers and practitioners working with complex, high-order data in numerical and machine learning contexts.
The latter sections of the book survey an impressive array of contemporary applications, from signal processing and computer vision-where tensors enable sophisticated tasks such as multi-modal filtering and high-dimensional image analysis-to scientific computing, continuum mechanics, quantum information, and engineering simulations. "Tensor Structures and Applications" concludes by charting emerging research directions, including geometric deep learning, topological data analysis, and multiway network modeling, providing readers with both a solid foundation and a forward-looking perspective in this rapidly evolving field.
Buy Premium From My Links To Get Resumable Support,Max Speed & Support Me
Uploady
slmog.7z
Rapidgator
slmog.7z.html
UploadCloud
slmog.7z.html
Fikper
Links are Interchangeable - Single Extraction
⚠️ Dead Link ?
You may submit a re-upload request using the search feature.
All requests are reviewed in accordance with our Content Policy.
Significant surge in the popularity of free ebook download platforms. These virtual repositories offer an unparalleled range, covering genres that span from classic literature to contemporary non-fiction, and everything in between. Enthusiasts of reading can easily indulge in their passion by accessing free books download online services, which provide instant access to a wealth of knowledge and stories without the physical constraints of space or the financial burden of purchasing hardcover editions.
Comments (0)
Users of Guests are not allowed to comment this publication.