Learning Textbook Linear Algebra (57 results)

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Hardback. Condition: Good. This textbook introduces linear algebra and optimization in the context of machine learning. The tight integration of linear algebra methods with examples from machine learning differentiates this book from generic volumes on linear algebra.

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Condition: Used - Very Good. This textbook introduces linear algebra and optimization in the context of machine learning. Examples and exercises are provided throughout the book. A solution manual for the exercises at the end of each chapter is available to teaching instructors. This textbook targets graduate level students and professors in computer science, mathematics and data science. Advanced undergraduate students can also use this textbook. The chapters for this textbook are organized as follows:1. Linear algebra and its applications: The chapters focus on the basics of linear algebra together with their common applications to singular value decomposition, matrix factorization, similarity matrices (kernel methods), and graph analysis. Numerous machine learning applications have been used as examples, such as spectral clustering, kernel-based classification, and outlier detection. The tight integration of linear algebra methods with examples from machine learning differentiates this book from generic volumes on linear algebra. The focus is clearly on the most relevant aspects of linear algebra for machine learning and to teach readers how to apply these concepts.2. Optimization and its applications: Much of machine learning is posed as an optimization problem in which we try to maximize the accuracy of regression and classification models. The "parent problem" of optimization-centric machine learning is least-squares regression. Interestingly, this problem arises in both linear algebra and optimization, and is one of the key connecting problems of the two fields. Least-squares regression is also the starting point for support vector machines, logistic regression, and recommender systems. Furthermore, the methods for dimensionality reduction and matrix factorization also require the development of optimization methods. A general view of optimization in computational graphs is discussed together with its applications to back propagation in neural networks.A frequent challenge faced by beginners in machine learning is the extensive background required in linear algebra and optimization. One problem is that the existing linear algebra and optimization courses are not specific to machine learning; therefore, one would typically have to complete more course material than is necessary to pick up machine learning. Furthermore, certain types of ideas and tricks from optimization and linear algebra recur more frequently in machine learning than other application-centric settings. Therefore, there is significant value in developing a view of linear algebra and optimization that is better suited to the specific perspective of machine learning.…

Paperback. Condition: Very Good. The book has been read, but is in excellent condition. Pages are intact and not marred by notes or highlighting. The spine remains undamaged.

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paperback. Condition: New. Paperback. Pub Date: 2005 08 Pages: 108 Language: English Publisher: Science Press linear algebra simple tutorial is based on the National Higher Engineering Mathematics Linear Algebra courses teaching basic requirements and the national graduate enrollment mathematics exam outline relevant The content of some of the provisions. and a simple tutorial written in accordance with the spirit of the the textbook reform under the new situation. Including matrices. vector spaces. determinants. linea.…

paperback. Condition: New. Paperback. Pages Number: 168 Language: Chinese. Publisher : Peking University Press Pub. Date :2006-10-01. 21 century institutions of higher learning mathematics Economics and Management Textbook Series: linear algebra problem-solving methods and techniques are institutions of higher learning of economics. management and related professional counseling students in linear algebra course books. and domestic general types of Linear Algebra (Finance and Economics) to match the excellent teaching .…

paperback. Condition: New. Paperback Pages Number: 211 Language: Chinese. Learning from the textbook: Linear Algebra by the Northwest University. Shaanxi Normal University. led some colleges and universities in Shaanxi Province jointly prepared by the University of one of the math textbook series. the series of textbooks. including Higher Mathematics (under). Learning from the textbook: linear algebra and probability theory and mathematical statistics 4. According to the actual teaching of the series of textbooks were . …

paperback. Condition: Acceptable. Please see the condition note after this for details, if this is missing please consider Acceptable to mean poor quality that could include major staining, water damage, writing, missing dustjacket, etc etc. Our books are dispatched from a Yorkshire former cotton mill. We list via barcode/ISBN so please note that the images are stock images and may not be the exact copy you receive, furthermore the details about edition and year might not be accurate as many publishers reuse the same ISBN for multiple editions and as we simply scan a barcode or enter an ISBN we do not check the validity of the edition data when listing. If you're looking for an exact edition please don't order (at least not without checking with us first, although we don't always have time to check). We aim to dispatch prompty, the service used will depend on order value and book size. We can ship to most countries, see our shipping policies. Payment is via Abe only.…

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paperback. Condition: New. Paperback. Pub Date: 2012 Pages: 266 Language: Chinese in Publisher: Southeast University Press. institutions of higher learning mathematics textbook synchronization counseling and the Kaoyan with books: Linear Algebra Exercises refined solution and Kaoyan counseling (Higher Education) (No. 5 Edition) Higher Education Press Engineering Mathematics Linear Algebra (fifth edition) (Department of Mathematics. Tongji ed.) resource materials. including knowledge logical structure. learning objectiv.…

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paperback. Condition: Good. Ship out in 2 business day, And Fast shipping, Free Tracking number will be provided after the shipment.Paperback. Pub Date :1982-03 Pages: 168 Publisher: Higher Education Press sheet: 5.5Four Satisfaction guaranteed,or money back.

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paperback. Condition: New. Ship out in 2 business day, And Fast shipping, Free Tracking number will be provided after the shipment.Paperback. Pages. Number: 155 This book is edited with the Department of Applied Mathematics. Tongji University. Linear Algebra Fourth Edition supporting learning counseling with the book. the book is prepared in accordance with the national institutions of higher learning linear algebra syllabus and the Graduate Record Examination . Available for management. engineering. agriculture. medicine class (non-mathematics). students learn linear algebra as a reference book. also available the Kaoyan mathematical review of the first stage.Four Satisfaction guaranteed,or money back.…

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Hardcover. Condition: Brand New. 2nd edition. 650 pages. 10.00x7.00x10.24 inches. In Stock.

paperback. Condition: New. Paperback Pages Number: 130 Language: Chinese Mathematics. University of compulsory basic courses in institutions of higher learning Polytechnic. administered by the various student is Kaoyan examination subjects. and so has been well received by the students' attention. Years of work in the first line of the University of mathematics teaching teachers. we know the degree of attention of the students on the math. as well as a desire for good math tutors books. First. the University independen. …

paperback. Condition: Good. Learning from the textbook: engineering mathematics and linear algebra (00.403.130).