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Tabla de Contenidos: “…Cover -- Copyright -- Credits -- About the Author -- About the Reviewer -- www.PacktPub.com -- Customer Feedback -- Table of Contents -- Preface -- Chapter 1: Getting Started with TensorFlow -- Introduction -- How TensorFlow Works -- Declaring Tensors -- Using Placeholders and Variables -- Working with Matrices -- Declaring Operations -- Implementing Activation Functions -- Working with Data Sources -- Additional Resources -- Chapter 2: The TensorFlow Way -- Introduction -- Operations in a Computational Graph -- Layering Nested Operations -- Working with Multiple Layers -- Implementing Loss Functions -- Implementing Back Propagation -- Working with Batch and Stochastic Training -- Combining Everything Together -- Evaluating Models -- Chapter 3: Linear Regression -- Introduction -- Using the Matrix Inverse Method -- Implementing a Decomposition Method -- Learning The TensorFlow Way of Linear Regression -- Understanding Loss Functions in Linear Regression -- Implementing Deming regression -- Implementing Lasso and Ridge Regression -- Implementing Elastic Net Regression -- Implementing Logistic Regression -- Chapter 4: Support Vector Machines -- Introduction -- Working with a Linear SVM -- Reduction to Linear Regression -- Working with Kernels in TensorFlow -- Implementing a Non-Linear SVM -- Implementing a Multi-Class SVM -- Chapter 5: Nearest Neighbor Methods -- Introduction -- Working with Nearest Neighbors -- Working with Text-Based Distances -- Computing with Mixed Distance Functions -- Using an Address Matching Example -- Using Nearest Neighbors for Image Recognition -- Chapter 6: Neural Networks -- Introduction -- Implementing Operational Gates -- Working with Gates and Activation Functions -- Implementing a One-Layer Neural Network -- Implementing Different Layers -- Using a Multilayer Neural Network…”

Tabla de Contenidos: “…DSP Software; Computer Numbers; Fixed Point (Integers); Floating Point (Real Numbers); Number Precision; Execution Speed: Program Language; Execution Speed: Hardware; Execution Speed: Programming Tips; Chapter 5. Linear Systems; Signals and Systems; Requirements for Linearity; Static Linearity and Sinusoidal Fidelity; Examples of Linear and Nonlinear Systems; Special Properties of Linearity; Superposition: The Foundation of DSP; Common Decompositions…”

Tabla de Contenidos: “…Cover -- Contents -- List of Figures -- List of Tables -- Preface -- Acknowledgements -- Chapter 1: Preliminary Background -- Theme of the Book -- Course Contents -- Sources for More Detailed Study -- Directions for Using the Book -- Expected Background -- Preliminary Test -- Prerequisite Problem Sets* -- Problem set 1 -- Problem set 2 -- Problem set 3 -- Problem set 4 -- Problem set 5 -- Problem set 6 -- Chapter 2: Matrices and Linear Transformations -- Matrices -- Geometry and Algebra -- Linear Transformations -- Matrix Terminology -- Exercises -- Chapter 3: Operational Fundamentals of Linear Algebra -- Range and Null Space: Rank and Nullity -- Basis -- Change of Basis -- Elementary Transformations -- Exercises -- Chapter 4: Systems of Linear Equations -- Nature of Solutions -- Basic Idea of Solution Methodology -- Homogeneous Systems -- Pivoting -- Partitioning and Block Operations -- Exercises -- Chapter 5: Gauss Elimination Family of Methods -- Gauss-Jordan Elimination -- Gaussian Elimination with Back-Substitution -- LU Decomposition -- Exercises -- Chapter 6: Special Systems and Special Methods -- Quadratic Forms, Symmetry and Positive Definiteness -- Cholesky Decomposition -- Sparse Systems* -- Exercises -- Chapter 7: Numerical Aspects in Linear Systems -- Norms and Condition Numbers -- Ill-conditioning and Sensitivity -- Rectangular Systems -- Singularity-Robust Solutions -- Iterative Methods -- Exercises -- Chapter 8: Eigenvalues and Eigenvectors -- Eigenvalue Problem -- Generalized Eigenvalue Problem -- Some Basic Theoretical Results -- Eigenvalues of transpose -- Diagonal and block diagonal matrices -- Triangular and block triangular matrices -- Shift theorem -- Deflation -- Eigenspace -- Similarity transformation -- Power Method -- Exercises -- Chapter 9: Diagonalization and Similarity Transformations -- Diagonalizability…”

Tabla de Contenidos: “…Introduction -- Problems and Trends in Global Economic Dynamics (Including Specific Examples): Recent Developments on Asset Pricing with Heterogeneous Beliefs and Adaptive Behaviour of Financial Markets -- Modeling House Price Dynamics with Heterogeneous Speculators -- A Reconsideration of the Formal Minskyan Analysis -- Global Bifurcations in a Complementarity Game -- A Little Help from My Friend -- Pattern Formation in Economic Geography -- A Three-region New Economic Geography Model in Discrete Time -- Chaotic Dynamics in Organization Theory -- One-dimensional Discontinuous Piecewise-linear Maps and the Dynamics of Financial Markets -- Consistency of Linear Forecasts in a Nonlinear Stochastic Economy -- A Homoclinic Route to Volatility -- Mathematical Methods and Philosophy for Global Analysis of Dynamical Systems: Image Entropy for Discrete Dynamical Systems -- Embedding a Dim1 Piecewise Continuous and Linear Leonov Map into a Dim2 Invertible Map -- A Gallery of Bifurcation Scenarios in Piecewise Smooth 1D Maps -- Periodic Orbits and Their Bifurcations in 3D Maps with a Separate Third Iterate -- Complexities of Natural Selection Synamics…”

Tabla de Contenidos: “…Introducción a la vida devota ; Sermones escogidos ; Conversaciones espirituales ; Alocución al Cabildo catedral de Ginebra - Tratado del amor de Dios ; Constituciones y directorio espiritual ; Fragmentos del epistolario ; Ramillete de cartas enteras…”

Tabla de Contenidos: “…GOYA, BURDEOS Y LOS OTROS «EXILIOS» -- INTRODUCCIÓN -- LA EVACUACIÓN DE GOYA A GINEBRA TRAS LA GUERRA CIVIL, EL ÉXODO DE SU PINTURA -- LA CONFIGURACIÓN DE GOYA COMO SÍMBOLO NACIONAL EN EL PRIMER TERCIO DEL SIGLO XX -- LA EVACUACIÓN DEL TESORO ARTÍSTICO ESPAÑOL A GINEBRA. …”