Description

Book Synopsis

Preface.- 1 Linear Algebra and Optimization: An Introduction.- 2 Linear Transformations and Linear Systems.- 3 Eigenvectors and Diagonalizable Matrices.- 4 Optimization Basics: A Machine Learning View.- 5 Advanced Optimization Solutions.- 6 Constrained Optimization and Duality.- 7 Singular Value Decomposition.- 8 Matrix Factorization.- 9 The Linear Algebra of Similarity.- 10 The Linear Algebra of Graphs.- 11 Optimization in Computational Graphs.- Index.

Linear Algebra and Optimization for Machine Learning

    Product form

    £55.24

    Includes FREE delivery

    RRP £64.99 – you save £9.75 (15%)

    Order before 4pm today for delivery by Mon 8 Jun 2026.

    A Hardback by Charu Aggarwal

    1 in stock


      View other formats and editions of Linear Algebra and Optimization for Machine Learning by Charu Aggarwal

      Publisher: Springer
      Publication Date: 12/1/2025
      ISBN13: 9783031986185, 978-3031986185
      ISBN10: 3031986180
      Also in:
      Computing Machine learning

      Description

      Book Synopsis

      Preface.- 1 Linear Algebra and Optimization: An Introduction.- 2 Linear Transformations and Linear Systems.- 3 Eigenvectors and Diagonalizable Matrices.- 4 Optimization Basics: A Machine Learning View.- 5 Advanced Optimization Solutions.- 6 Constrained Optimization and Duality.- 7 Singular Value Decomposition.- 8 Matrix Factorization.- 9 The Linear Algebra of Similarity.- 10 The Linear Algebra of Graphs.- 11 Optimization in Computational Graphs.- Index.

      Recently viewed products

      © 2026 Book Curl

        • American Express
        • Apple Pay
        • Diners Club
        • Discover
        • Google Pay
        • Maestro
        • Mastercard
        • PayPal
        • Shop Pay
        • Union Pay
        • Visa

        Login

        Forgot your password?

        Don't have an account yet?
        Create account