This textbook aims to equip readers with a deep understanding of mathematical techniques essential for modeling, analyzing, and solving real-world problems across diverse disciplines. Written for graduate students and professionals, the book emphasizes practical applications of applied mathematics in the context of modern challenges, especially in the age of artificial intelligence and data-driven sciences.
The text is structured around core areas including complex analysis, differential equations, variational calculus, optimal control, stochastic processes, statistical inference and learning. These foundational topics are developed through a balance of theoretical principles and practical methods, with examples drawn from physics, engineering, and data science to illustrate each technique's relevance and application. Throughout the book, exercises are proposed to help readers practice and refine these techniques, and the appendices include a collection of past midterm and final exam papers from the University of Arizona's Math 581 course, offering students a valuable resource for further study and self-assessment.
Contents:
- Applied Math Core Courses
- Applied Analysis:
- Complex Analysis
- Fourier Analysis
- Differential Equations:
- Ordinary Differential Equations
- Partial Differential Equations
- Functional Optimization:
- Calculus of Variations
- Optimal Control and Dynamic Programming
- Mathematics of Uncertainty:
- Basic Concepts from Statistics
- Stochastic Processes
- Elements of Inference and Learning
- Appendices:
- Midterm and Final Exams
- Convex and Non-Convex Optimization
Readership: Advanced undergraduate and graduate students in mathematics, engineering, physics, and computational sciences, as well as professionals and researchers in academia and industry. Additionally, those in interdisciplinary programs emphasizing mathematical methods for artificial intelligence, data science, and engineering.
Payez facilement par carte, Klarna, Apple Pay ou Google Pay. Pas satisfait ? Vous avez toujours une garantie de remboursement de 14 jours. En savoir plus dans nos conditions. Si vous avez des questions, envoyez-nous un e-mail à hello@memmo.org.
Memmo facilite tes études, où que tu sois dans le monde. On rassemble tes manuels de cours et des outils d'étude intelligents au même endroit : résumés, quiz, podcasts et flashcards. Et il y a Ted, ton compagnon d'étude qui répond à toutes tes questions. Plus de 50 000 étudiants étudient déjà ici – conçu pour t'aider à apprendre plus vite et à moins stresser.