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Sumario

Tabla de Contenidos: “…-- 4.5.4 Per-demographic accuracy -- 4.5.5 Limitations of sampling for real-world diversity -- 4.6 Diversity sampling with different types of models -- 4.6.1 Model-based outliers with different types of models -- 4.6.2 Clustering with different types of models -- 4.6.3 Representative sampling with different types of models…”

Tabla de Contenidos: “…-- Creating manufacturing orders -- Producing the product -- Delivering the order -- Defining the workflow for your business -- A real-world example of producing a custom printed T-shirt -- Installing Manufacturing Resource Planning -- Creating your first manufacturing order -- What product are we going to manufacture? …”

Tabla de Contenidos: “…Using data augmentation to label regression data -- Using k-means clustering to label regression data -- Summary -- Part 2: Labeling Image Data -- Chapter 4: Exploring Image Data -- Technical requirements -- Visualizing image data using Matplotlib in Python -- Loading the data -- Checking the dimensions -- Visualizing the data -- Checking for outliers -- Performing data preprocessing -- Checking for class imbalance -- Identifying patterns and relationships -- Evaluating the impact of preprocessing -- Practice example of visualizing data -- Practice example for adding annotations to an image -- Practice example of image segmentation -- Practice example for feature extraction -- Analyzing image size and aspect ratio -- Impact of aspect ratios on model performance -- Image resizing -- Image normalization -- Performing transformations on images - image augmentation -- Summary -- Chapter 5: Labeling Image Data Using Rules -- Technical requirements -- Labeling rules based on image visualization -- Image labeling using rules with Snorkel -- Weak supervision -- Rules based on the manual visualization of an image's object color -- Real-world applications -- A practical example of plant disease detection -- Labeling images using rules based on properties -- Bounding boxes -- Example 1 - image classification - a bicycle with and without a person -- Example 2 - image classification - dog and cat images -- Labeling images using transfer learning -- Example - digit classification using a pre-trained classifier -- Example - person image detection using the YOLO V3 pre-trained classifier -- Example - bicycle image detection using the YOLO V3 pre-trained classifier -- Labeling images using transformations -- Summary -- Chapter 6: Labeling Image Data Using Data Augmentation -- Technical requirements -- Training support vector machines with augmented image data…”

Tabla de Contenidos: “…. -- Using the Parallel Programming Library in the real world: Tasks -- Getting ready -- How it works... -- There's more... -- Using the Parallel Programming Library in the real world: Futures -- Getting ready -- How it works... -- There's more... -- Using the Parallel Programming Library in the real world: Parallel For/Join -- Getting ready -- How it works... -- There's more... -- Chapter 6: Putting Delphi on the Server -- Introduction -- Developing web client JavaScript applications with WebBroker on the server -- Getting ready…”

Tabla de Contenidos: “…Cover; Essential CG Lighting Techniques; Copyright; Table of contents; About the author; Acknowledgments; CHAPTER 1: INTRODUCTION; part 1: theory; CHAPTER 2: A LITTLE LIGHT THEORY; Real world lighting explained; The visible spectrum; Color mixing; Our perception of light; Color temperature; Color balance; The behavior of light; Understanding the qualities of light; CHAPTER 3: CG LIGHTS EXAMINED; Lights in CG; Point lights; Spotlights; Area lights; Directional lights; Ambient light; The anatomy of a CG light; CHAPTER 4: UNDERSTANDING SHADOWS; The importance of shadows…”

Tabla de Contenidos: “…Front cover; Table of contents; Preface; Organizing committee; Section 1: E-Commerce, E-Business and E-Service; The study of administrative division reform in China on the basis of the E-government; The role of Facebook as an interactive communication device for business; E-Business models for financial services and internet banks; Localization for a high context culture: An exploratory study of cultural markers and metaphors in Arabic E-Commerce websites; Entrepreneurial learning in a secure E-Commerce course through creating competitive real-world sites…”