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  • Video 
    Intro: A New Way to Start Linear Algebra

    Intro: A New Way to Start Linear Algebra

    Professor Strang describes independent vectors and the column space of a matrix as a good starting point for learning linear algebra. His outline develops the five shorthand descriptions of key chapters of linear algebra.

    Course related:
    COMP4432 Machine Learning
    Subjects:
    Mathematics and Statistics
    Keywords:
    Algebras Linear
    Resource Type:
    Video
     
  • Courseware 
    Introduction to Convex Optimization

    Introduction to Convex Optimization

    This course aims to give students the tools and training to recognize convex optimization problems that arise in scientific and engineering applications, presenting the basic theory, and concentrating on modeling aspects and results that are useful in applications. Topics include convex sets, convex functions, optimization problems, least-squares, linear and quadratic programs, semidefinite programming, optimality conditions, and duality theory. Applications to signal processing, control, machine learning, finance, digital and analog circuit design, computational geometry, statistics, and mechanical engineering are presented. Students complete hands-on exercises using high-level numerical software.

    Subjects:
    Mathematics and Statistics
    Keywords:
    Convex functions Mathematical optimization
    Resource Type:
    Courseware