What topics are covered in 'Linear Algebra And Optimization With Applications To Machine Learning - Volume I'?

This volume focuses on key concepts of linear algebra essential for machine learning, including vector spaces, matrices, determinants, and their applications in computer vision and robotics. It also explores optimization techniques that leverage these linear algebra concepts, highlighting their significance in training machine learning algorithms. Understanding these topics is crucial for those looking to develop advanced AI models and work in fields such as robotics where vision systems are critical.

Who is the target audience for this book?

This book is tailored for students, researchers, and professionals in fields like data science, machine learning, robotics, and computer vision. It's particularly beneficial for those who wish to deepen their understanding of linear algebra and its practical applications in machine learning. Readers will find it valuable whether they are new to the subject or looking to enhance their existing knowledge, making it an ideal resource for both academics and industry practitioners.

How does this book help in the application of linear algebra to machine learning?

The book serves as a bridge between theoretical concepts and practical applications by providing real-world examples and problems that demonstrate how linear algebra underpins machine learning algorithms. It delves into numerical methods and optimization strategies, illustrating how these mathematical tools are implemented in key areas like neural networks and computer vision. This practical approach equips readers with the knowledge to apply linear algebra concepts directly in their machine learning projects.

Are there practical exercises included in the book?

Yes, 'Linear Algebra And Optimization With Applications To Machine Learning - Volume I' includes numerous practical exercises and problems at the end of each chapter. These exercises are designed to reinforce the concepts learned and encourage hands-on application. Working through these problems allows readers to solidify their understanding of linear algebra and its optimization techniques, making it a crucial part of the learning process for aspiring machine learning practitioners.

Can this book be used as a reference for academic courses?

Absolutely, this book is suitable as a reference for undergraduate and graduate-level courses in computer science, data science, and engineering related to linear algebra and machine learning. Its structured approach makes it easy for instructors to incorporate into their curriculum, providing both theoretical insights and practical applications. Students will find it a good companion for course material, as it covers essential topics with depth and clarity.

What makes this book different from other linear algebra books?

What sets this book apart is its specific focus on the applications of linear algebra in machine learning, computer vision, and robotics. It not only covers traditional linear algebra topics but connects them directly to modern computational challenges. This dual focus allows readers to understand the relevance of what they learn in real-world contexts, particularly in cutting-edge fields like AI and robotics, making it a unique resource in the literature.

Is prior knowledge of linear algebra necessary before reading this book?

While prior knowledge of basic linear algebra concepts can be beneficial, it is not strictly necessary. The book starts with foundational topics and gradually advances to more complex areas. Readers with a general understanding of algebra will be able to grasp the material, although those completely new to the subject may find it helpful to review basic concepts through supplementary resources. This makes it accessible to a wider audience interested in machine learning.

What software tools are recommended for the practical applications discussed?

The book recommends a variety of software tools for practical applications, including Python libraries such as NumPy, SciPy, and TensorFlow. These tools are indispensable for implementing algorithms discussed in the text, allowing users to work efficiently with matrices, optimize functions, and develop machine learning models. Readers can benefit from applying what they learn using these popular tools, which are widely used in industry and academia alike.

How does this book integrate machine learning concepts with linear algebra?

The integration of machine learning concepts with linear algebra is critical in this book. Each chapter relates fundamental linear algebra principles to specific machine learning algorithms, such as support vector machines and neural networks. By understanding the mathematics behind these algorithms, readers can improve their problem-solving skills in machine learning and apply theoretical knowledge to enhance algorithm performance in real-world applications.

Where can I buy 'Linear Algebra And Optimization With Applications To Machine Learning - Volume I' in São Tomé and Príncipe?

You can buy 'Linear Algebra And Optimization With Applications To Machine Learning - Volume I' from Ubuy in São Tomé and Príncipe. Ubuy offers a wide range of products, including educational materials like this book, ensuring you can easily obtain it for your studies. With a user-friendly platform, Ubuy makes it convenient to browse and purchase the latest titles in linear algebra and machine learning.

Como comprar Linr Algebra & Optim Appl (V1) online na Ubuy?

É fácil comprar Linr Algebra & Optim Appl (V1) online na Ubuy.. Você só precisa procurar o produto, escolher a forma de envio na hora de finalizar a compra e receber no seu endereço.

Linr Algebra & Optim Appl (V1) está disponível para compras online em São Tomé and Príncipe?

Sim, na Ubuy São Tomé and Príncipe este produto está disponível para você comprar a um preço razoável.. O Linr Algebra & Optim Appl (V1) não está disponível localmente, mas você pode confiar em nós com nossos serviços de remessa expressa.

Quanto tempo leva para receber o produto após fazer o pedido?

O tempo de entrega do seu produto encomendado varia de acordo com o que você pediu e o método de envio que você escolheu.. O tempo estimado de entrega é mencionado durante o processo de checkout, portanto, fique despreocupado ao fazer compras.

Ver Original

This book provides the mathematical fundamentals of linear algebra to practicers in computer vision, machine learning, robotics, applied mathematics and electrical engineering.

Artigo n.º: 68413801

Linr Algebra & Optim Appl (V1)

90% of respondents would recommend this to a friend

Artigo n.º: 68413801

STD 3078010

Detalhes do Preço

Excluindo custos de envio e alfandegários ( Os custos de envio e alfandegários serão calculados na finalização da compra )

^{*Todos os artigos serão importados de EUA}

Disponibilidade : Em stock

Importado da loja USA

Qtd.:

Encomende já e receba por volta de Sunday, Novembro 01

Transação segura

Os nossos principais Parceiros Logísticos

This book provides the mathematical fundamentals of linear algebra to practicers in computer vision, machine learning, robotics, applied mathematics and electrical engineering.

Paperback

Hardcover

Garantia U-Care:

Nenhuma

Selecione um plano

Fast
Shipping

Devolução
gratuita^*

Embalagem Segura

Produtos 100% Originais

Certificação PCI DSS

Certificação ISO 27001

Note: Step Down Voltage Transformer required for using electronics products of EUA store (110-120). Recommended power converters COMPRAR AGORA.

O que se Destaca

Comprehensive Approach

Integrates linear algebra and optimization techniques specifically for computer vision, robotics, and machine learning, offering a holistic understanding for effective problem-solving in these advanced fields.

Practical Applications

Focuses on real-world applications, ensuring users can apply theoretical concepts immediately in fields like AI, enhancing practical skills vital for success in technology-driven industries.

Expert Insights

Authored by experts with extensive industry experience, providing authoritative knowledge and advanced strategies that equip learners with valuable insights and cutting-edge methodologies for tackling complex challenges.

Detalhes do produto

Provides mathematical fundamentals of linear algebra for practitioners in computer vision, machine learning, robotics, applied mathematics, and electrical engineering
Assumes knowledge of calculus and develops mathematical theory behind concepts such as vector spaces, bases, linear maps, duality, Hermitian spaces, spectral theorems, SVD, and primary decomposition theorem
Includes real-world applications throughout the book
Suitable for computer scientists, engineers, and mathematicians interested in serious research and making significant contributions in their respective fields
Covers the mathematical explanations for the tools used in the field
Volume I focuses on linear algebra for computer vision, robotics, and machine learning

Publisher	World Scientific Pub Co Inc
Publication date	February 1, 2020
Language	English
Print length	806 pages
ISBN-10	9811207712
ISBN-13	978-9811207716
Item Weight	2.35 pounds (1.07 kg)
Dimensions	6 x 1.5 x 9 inches (15.2 x 3.8 x 22.9 cm)

Quem Deverá Comprar?

Graduate Students
Ideal for graduate students specializing in computer vision, robotics, or machine learning seeking advanced mathematical frameworks.
Data Scientists
Beneficial for data scientists looking to strengthen their quantitative skills and apply linear algebra in machine learning algorithms.
AI Researchers
Perfect for AI researchers focusing on optimization techniques within computer vision and robotics, enhancing their theoretical knowledge.

Beginners
Not suitable for beginners lacking foundational knowledge in linear algebra and optimization concepts, as it may feel overwhelming.

DESCRIÇÃO DO PRODUTO

Tem alguma Dúvida? Converse connosco

Perguntas e respostas do cliente

Pergunta: Como comprar Linr Algebra & Optim Appl (V1) online na Ubuy?

Resposta: É fácil comprar Linr Algebra & Optim Appl (V1) online na Ubuy.. Você só precisa procurar o produto, escolher a forma de envio na hora de finalizar a compra e receber no seu endereço.
Pergunta: Linr Algebra & Optim Appl (V1) está disponível para compras online em São Tomé and Príncipe?

Resposta: Sim, na Ubuy São Tomé and Príncipe este produto está disponível para você comprar a um preço razoável.. O Linr Algebra & Optim Appl (V1) não está disponível localmente, mas você pode confiar em nós com nossos serviços de remessa expressa.
Pergunta: Quanto tempo leva para receber o produto após fazer o pedido?

Resposta: O tempo de entrega do seu produto encomendado varia de acordo com o que você pediu e o método de envio que você escolheu.. O tempo estimado de entrega é mencionado durante o processo de checkout, portanto, fique despreocupado ao fazer compras.

Linear Editorial Review

Linr Algebra & Optim Appl (V1) is an extensive 806-page publication by World Scientific Pub Co Inc, published on February 1, 2020. This comprehensive book delves into the fundamental concepts and applications of linear algebra and optimization. With a weight of 2.35 pounds, it is robust yet manageable, making it suitable for academic use or self-study. Many readers appreciate its thorough explanations and organized structure, making complex topics more accessible. This title stands out not only for its in-depth content but also for its practical approach to applications in various fields, enhancing the learning experience for students and professionals alike.

Avaliações e Classificações dos Clientes

5.0

1 classificações de clientes

5 Estrela

100%
4 Estrela

0%
3 Estrela

0%
2 Estrela

0%
1 Estrela

0%

Avaliar este produto

Partilhe as suas ideias com outros clientes

Prós

Comprehensive coverage of linear algebra concepts
Ideal for both students and professionals
Practical applications enhance learning
Well-organized structure for easy navigation
Thorough explanations simplify complex topics

Contras

A bit heavy for casual reading

Histórico de preços do produto

Informação importante

Limitações: para produtos expedidos internacionalmente, tenha em atenção que qualquer garantia do fabricante pode não ser válida; opções de serviço do fabricante podem não estar disponíveis; manuais de produtos, instruções e avisos de segurança podem não estar nas línguas do país de destino; os produtos (e materiais que o acompanham) pode não ter sido concebido em conformidade com as normas, especificações e requisitos de rotulagem do país de destino; e os produtos podem não estar em conformidade com a voltagem e outras normas elétricas do país de destino (requerendo assim o uso de um adaptador ou conversor caso seja apropriado). O destinatário é responsável por garantir que o produto pode ser legalmente importado para o país de destino. Quando encomenda à Ubuy ou aos seus afiliados, o destinatário é o importador de registo e deve estar em conformidade com todas as leis e regulamentos do país de destino.
Nem todos os produtos listados na Ubuy estão à venda, uma vez que a Ubuy é um motor de busca global. Os produtos estão sujeitos a leis de exportação/comércio.

STD 3078010

Encomende já e receba por volta de Sunday, Novembro 01

Qtd.:

Transação segura

Em conformidade com a norma PCI DSS e com certificação ISO 27001:2022, com pagamentos encriptados e proteção total do comprador em todas as encomendas.

Os nossos principais Parceiros Logísticos

Entrega internacional mais rápida

Recursos e benefícios

Develop mathematical fundamentals of linear algebra for computer learning and vision
Pertinent real-world applications provided
Suitable for computer scientists, engineers and mathematicians who want to make significant contributions in their fields
Mathematical explanations for the tools used are included

Ubuy Assurance

Experience worry-free shopping with 100% original products, PCI DSS-compliant payment security, ISO 27001-certified data protection, the fastest cross-border delivery, free returns ^*, and secure packaging on every order.

Linr Algebra & Optim Appl (V1)

STD 3078010

Fast Shipping

Devolução gratuita*

Embalagem Segura

Produtos 100% Originais

Certificação PCI DSS

Certificação ISO 27001

O que se Destaca

Detalhes do produto

Quem Deverá Comprar?

DESCRIÇÃO DO PRODUTO

Perguntas e respostas do cliente

Linear Editorial Review

Avaliações e Classificações dos Clientes

Avaliar este produto

Prós

Contras

Histórico de preços do produto

Informação importante

STD 3078010

Recursos e benefícios

Ubuy Assurance

Fast
Shipping

Devolução
gratuita^*