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 Canada?

You can buy 'Linear Algebra And Optimization With Applications To Machine Learning - Volume I' from Ubuy in Canada. 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.

Comment acheter Linr Algebra & Optim Appl (V1) en ligne sur Ubuy ?

Il est facile d'acheter Linr Algebra & Optim Appl (V1) en ligne sur Ubuy.. Il vous suffit de rechercher le produit, de choisir votre mode d'expédition lors du paiement et de le faire livrer à votre emplacement.

Linr Algebra & Optim Appl (V1) est-il disponible pour effectuer des achats en ligne à Canada ?

Oui, chez Ubuy Canada, ce produit est disponible pour vous à un prix raisonnable.. Le Linr Algebra & Optim Appl (V1) n'est pas disponible localement mais vous pouvez nous faire confiance avec nos services d'expédition express.

Combien de temps faut-il pour obtenir le produit après avoir passé la commande ?

Le délai de livraison de votre produit commandé varie en fonction de ce que vous avez commandé et de la méthode d'expédition que vous avez choisie.. Le délai de livraison estimé est mentionné lors du processus de commande, alors soyez insouciant lors de vos achats.

Voir l'original

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

Numéro d'article: 68413801

Linr Algebra & Optim Appl (V1)

90% des répondants recommanderaient ceci à un ami

Numéro d'article: 68413801

CAD 185

Détails du prix

Hors frais de livraison et de douane ( Les frais de livraison et de douane seront calculés lors du paiement )

^{*Tous les articles seront importés depuis États-Unis}

Disponibilité : En stock

Importé depuis la boutique USA

QTY:

Commandez maintenant et recevez votre commande aux alentours du Sunday, Octobre 25

Transaction sécurisée

Nos meilleurs partenaires logistiques

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

Garantie U-Care :

Aucun

Sélectionnez un forfait

Achetez maintenant, payez plus tard

Livraison
rapide

Retour
gratuit^*

Emballage sécurisé

Produits 100 % originaux

Conformité PCI DSS

Certifié ISO 27001

Ce qui se démarque

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.

Détails du produit

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)

À qui est-ce destiné ?

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.

DESCRIPTION DU PRODUIT

Linr Algebra & Optim Appl (V1)

Vous avez une question ? Chattez avec nous

Questions et réponses des clients

question: Comment acheter Linr Algebra & Optim Appl (V1) en ligne sur Ubuy ?

répondre: Il est facile d'acheter Linr Algebra & Optim Appl (V1) en ligne sur Ubuy.. Il vous suffit de rechercher le produit, de choisir votre mode d'expédition lors du paiement et de le faire livrer à votre emplacement.
question: Linr Algebra & Optim Appl (V1) est-il disponible pour effectuer des achats en ligne à Canada ?

répondre: Oui, chez Ubuy Canada, ce produit est disponible pour vous à un prix raisonnable.. Le Linr Algebra & Optim Appl (V1) n'est pas disponible localement mais vous pouvez nous faire confiance avec nos services d'expédition express.
question: Combien de temps faut-il pour obtenir le produit après avoir passé la commande ?

répondre: Le délai de livraison de votre produit commandé varie en fonction de ce que vous avez commandé et de la méthode d'expédition que vous avez choisie.. Le délai de livraison estimé est mentionné lors du processus de commande, alors soyez insouciant lors de vos achats.

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.

Avis et évaluations clients

5.0

1 évaluations des clients

5 étoile

100%
4 étoile

0%
3 étoile

0%
2 étoile

0%
1 étoile

0%

Donnez votre avis sur ce produit

Partagez votre avis avec d'autres clients

Avantages

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

Les inconvénients

A bit heavy for casual reading

Historique des prix du produit

Informations importantes

Limitations : Pour les produits expédiés à l'international, veuillez noter que toute garantie du fabricant peut ne pas être valide ; les options de service du fabricant peuvent ne pas être disponibles ; les manuels, instructions et avertissements de sécurité des produits peuvent ne pas être dans les langues du pays de destination ; les produits (et les matériaux qui les accompagnent) peuvent ne pas être conçus conformément aux normes, spécifications et exigences d'étiquetage du pays de destination ; et les produits peuvent ne pas être conformes à la tension et aux autres normes électriques du pays de destination (nécessitant l'utilisation d'un adaptateur ou d'un convertisseur le cas échéant). Il incombe au destinataire de s'assurer que le produit peut être importé légalement dans le pays de destination. En cas de commande auprès d'Ubuy ou de ses filiales, le destinataire est l'importateur officiel et doit se conformer à toutes les lois et réglementations du pays de destination.
Tous les produits listés sur Ubuy ne sont pas à vendre, Ubuy étant un moteur de recherche mondial. Les produits sont soumis aux réglementations en matière d'exportation et de commerce.

CAD 185

Commandez maintenant et recevez votre commande aux alentours du Sunday, Octobre 25

QTY:

Transaction sécurisée

Conforme PCI DSS et certifié ISO 27001:2022, avec des paiements chiffrés et une protection complète de l'acheteur pour chaque commande.

Nos meilleurs partenaires logistiques

Livraison transfrontalière la plus rapide

Caractéristiques et avantages

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

Assurance Ubuy

Profitez d'une expérience d'achat sereine avec des produits 100 % originaux, une sécurité de paiement conforme PCI DSS, une protection des données certifiée ISO 27001, la livraison transfrontalière la plus rapide, les retours gratuits* et un emballage sécurisé pour chaque commande.

Linr Algebra & Optim Appl (V1)

CAD 185

Achetez maintenant, payez plus tard

Livraison rapide

Retour gratuit*

Emballage sécurisé

Produits 100 % originaux

Conformité PCI DSS

Certifié ISO 27001

Ce qui se démarque

Détails du produit

À qui est-ce destiné ?

DESCRIPTION DU PRODUIT

Questions et réponses des clients

Linear Editorial Review

Avis et évaluations clients

Donnez votre avis sur ce produit

Avantages

Les inconvénients

Historique des prix du produit

Informations importantes

CAD 185

Caractéristiques et avantages

Assurance Ubuy

Livraison
rapide

Retour
gratuit^*