Tabla de Contenidos: “…13.2 Single-Neuron Training13.3 The Backpropagation Algorithm; Exercises; Chapter 14: Global Search Algorithms; 14.1 Introduction; 14.2 The Nelder-Mead Simplex Algorithm; 14.3 Simulated Annealing; 14.4 Particle Swarm Optimization; 14.5 Genetic Algorithms; Exercises; Part III: Linear Programming; Chapter 15: Introduction to Linear Programming; 15.1 Brief History of Linear Programming; 15.2 Simple Examples of Linear Programs; 15.3 Two-Dimensional Linear Programs; 15.4 Convex Polyhedra and Linear Programming; 15.5 Standard Form Linear Programs; 15.6 Basic Solutions…”

Tabla de Contenidos: “…Linear relations -- Boundary triplets and Weyl functions -- Spectra and Weyl functions -- Operator models -- Nonnegative selfadjoint extensions -- Sturm-Liouville operators -- Canonical systems -- Schrodinger operators -- Sums of closed subspaces in a Hilbert space -- Factorization of bounded linear operators -- Integral representations of Carathéodory functions -- The integral representation of Nevanlinna functions…”

Tabla de Contenidos: “…Inner Product Spaces (Pre-Hilbert) -- The Discrete Fourier Transform and its Applications to Signal and Image Processing -- Lebesgue's Measure and Integration Theory -- Banach Spaces and Hilbert Spaces -- The Geometric Structure of Hilbert Spaces -- Bounded Linear Operators in Hilbert Spaces -- Quotient Space -- The Transpose (or Dual)of a Linear Operator -- Uniform, Strong and Weak Convergence…”

Tabla de Contenidos: “…1 The Two Essential Algorithms for Making Predictions -- 2 Understand the Problem by Understanding the Data -- 3 Predictive Model Building: Balancing Performance, Complexity, and Big Data -- 4 Penalized Linear Regression -- 5 Building Predictive Models Using Penalized Linear Methods -- 6 Ensemble Methods -- 7 Building Ensemble Models with Python -- Index…”

Click para texto completo. Acceso restringido UPSA