Tabla de Contenidos: “…-- Performing naïve Bayes classification -- Classification metrics -- Understanding decision trees -- Measuring purity -- Exploring the Titanic dataset -- Dummy variables -- Diving deep into UL -- When to use UL -- k-means clustering -- The Silhouette Coefficient -- Feature extraction and PCA -- Summary -- Chapter 12: Introduction to Transfer Learning and Pre-Trained Models -- Understanding pre-trained models -- Benefits of using pre-trained models -- Commonly used pre-trained models -- Decoding BERT's pre-training -- TL -- Different types of TL -- Inductive TL -- Transductive TL -- Unsupervised TL - feature extraction -- TL with BERT and GPT -- Examples of TL -- Example - Fine-tuning a pre-trained model for text classification -- Summary -- Chapter 13: Mitigating Algorithmic Bias and Tackling Model and Data Drift -- Understanding algorithmic bias -- Types of bias -- Sources of algorithmic bias -- Measuring bias -- Consequences of unaddressed bias and the importance of fairness -- Mitigating algorithmic bias -- Mitigation during data preprocessing -- Mitigation during model in-processing -- Mitigation during model postprocessing -- Bias in LLMs -- Uncovering bias in GPT-2 -- Emerging techniques in bias and fairness in ML -- Understanding model drift and decay -- Model drift -- Data drift -- Mitigating drift -- Understanding the context -- Continuous monitoring -- Regular model retraining -- Implementing feedback systems -- Model adaptation techniques -- Summary -- Chapter 14: AI Governance -- Mastering data governance -- Current hurdles in data governance -- Data management: crafting the bedrock -- Data ingestion - the gateway to information -- Data integration - from collection to delivery -- Data warehouses and entity resolution…”

Tabla de Contenidos: “…. -- Training your own NER model with spaCy -- Getting ready -- How to do it... -- See also -- Fine-tuning BERT for NER -- Getting ready -- How to do it... -- Chapter 6: Topic Modeling -- Technical requirements -- LDA topic modeling with gensim -- Getting ready -- How to do it... -- There's more... -- Community detection clustering with SBERT -- Getting ready -- How to do it... -- K-Means topic modeling with BERT -- Getting ready -- How to do it... -- Topic modeling using BERTopic -- Getting ready -- How to do it... -- There's more... -- Using contextualized topic models -- Getting ready -- How to do it... -- See also -- Chapter 7: Visualizing Text Data -- Technical requirements…”

Tabla de Contenidos: “…López Iglesias -- La participación laboral de la mujer en un señorio aragonés durante el siglo XVIII El Señorio de Luna / Margarita Ortega López -- Fuentes para el estudio del trabajo femenino en la edad moderna- El caso de Madrid a fines del siglo XVII / Jesús Bravo Lozano -- Economia y mujer campesina en la Cataluña del siglo XIX / María Antonia Ferrer i Bosch y María Jesús Villaverde -- El trabajo doméstico en los manuales escolares (Contribución al conocimiento de las mentalidades de las clases medias) / Guadalupe Gómez-Ferrer Morant -- La mujer en la política laboral del fascismo a través de la Revista de Sanidad e Higiene Públicas (1938-1945) / Carmen Gómez Gómez y Julio Pérez Serrano -- La marginalidad del trabajo femenino a través de la fuente literaria (Primer tercio del siglo XX ) / María Alicia Langa Laorga -- Aproximación al estudio del trabajo de la mujer en el servicio doméstico en el Madrid de finales del siglo XIX / María del Carmen Sánchez Carrera -- Gestación de la primera Ley de Regulación del trabajo de la mujer (1883-1990) / Adela Núñez Orgaz -- La donna e il lavoro nell'italia del seccolo xx: ideologia e legislazione / Marina Addis Saba -- El trabajo de las mujeres en los debates de la II Internacional / Teresa Abelló Guell -- Evolución del trabajo femenino en el anarquismo (1870- 1900) / Adela Múñoz Orgaz -- "Ecce Mulier". …”

Tabla de Contenidos: “…Families, values, virtues -- My roots go deep in America -- Nothing is stronger than gentleness -- My mother's great example -- The real coaches and teachers -- Strong inside -- Life's game plan starts early -- Two sets of threes -- Pride or punishment -- The gift of a lifetime -- Living up to dad's creed -- Give it away to get it back -- Six of life's puzzlers -- Trusting others -- Politeness and courtesy -- What you are -- Nellie and I agreed to be agreeable -- Passion isn't love -- Love and marriage -- Marriage is not courtship -- When marriage weakens -- Team Wooden -- Family first -- Sports, books, and kids -- Parents, children, and goals -- Mentors -- You are more influential than you think -- Commend, don't criticize -- Parenting and coaching -- My favorite four-letter words : "kids" and "love" -- Character -- The fundamental goal -- Perfection -- Priorities -- Learn forever, die tomorrow -- Faults are fine -- Timeless traits -- Giving and receiving -- Are you looking for the right things? …”

Tabla de Contenidos: “…THE LEADER DILEMMA -- THE DILEMMA -- MANAGING THE DILEMMA -- THE LAST WORD ABOUT "BEING ON THE HORNS" -- CHAPTER 19 LEADING FROM THE MIDDLE -- UPWARD LEADING -- FEELING POWERLESS -- CONTROL VERSUS INFLUENCE -- CRITICAL SAFETY FACTORS -- STOPPING THE JOB -- THE POWER OF INFORMATION -- ORGANIZATION POWER IN PRACTICE -- LEADING FROM THE MIDDLE -- IT'S NEVER EASY -- CHAPTER 20 MISTAKES MANAGERS MAKE -- MISTAKE NUMBER 1: FAILING TO PREPARE -- MANAGING OTHERS: THE GREAT CHALLENGE -- "THEY'LL DO JUST FINE" -- MISTAKE NUMBER 2: DRIVING OUT ALL FEAR -- A GIANT LEADING THE WAY -- THE PIPER MUST BE PAID -- THE REALLY PAINFUL CONSEQUENCE…”

Tabla de Contenidos: “…-- Conclusion -- 8 Access Control -- The UNIX Access Control Model -- How UNIX Permissions Work -- Modifying File Attributes -- Modifying Ownership -- The umask -- The Programmatic Interface -- Setuid Programming -- Access Control in Windows NT -- Compartmentalization -- Fine-Grained Privileges -- Conclusion -- 9 Race Conditions -- What Is a Race Condition?…”

Tabla de Contenidos: “…Review questions and answers -- 5 FLOWING TEXT -- Lesson overview -- Getting started -- Flowing text into an existing frame -- Flowing text manually -- Creating text frames while flowing text -- Flowing text automatically -- Creating threaded frames automatically -- Adding a jump line page number -- Exploring on your own -- Review questions and answers -- 6 EDITING TEXT -- Lesson overview -- Getting started -- Finding and changing a missing font -- Entering and importing text -- Finding and changing text and formatting -- Checking spelling -- Editing text by dragging and dropping -- Using the Story Editor -- Tracking changes -- Exploring on your own -- Review questions and answers -- 7 WORKING WITH TYPOGRAPHY -- Lesson overview -- Getting started -- Adjusting vertical spacing -- Changing fonts and type style -- Fine-tuning Columns -- Changing paragraph alignment -- Creating a drop cap -- Adjusting letter and word spacing -- Setting tabs -- Adding a rule above a paragraph -- Exploring on your own -- Review questions and answers -- 8 WORKING WITH COLOR -- Lesson overview -- Getting started -- Defining printing requirements -- Creating and applying colors -- Working with gradients -- Creating a tint -- Creating a spot color -- Applying colors to text and objects -- Using advanced gradient techniques -- Exploring on your own -- Review questions and answers -- 9 WORKING WITH STYLES -- Lesson overview -- Getting started -- Creating and applying paragraph styles -- Creating and applying character styles -- Nesting character styles inside paragraph styles -- Creating and applying object styles -- Creating and applying table and cell styles -- Globally updating styles -- Loading styles from another document -- Exploring on your own -- Review questions and answers -- 10 IMPORTING AND MODIFYING GRAPHICS -- Lesson overview -- Getting started…”

Tabla de Contenidos: “…; Filament materials ; Polylactic acid (PLA) ; Acrylonitrile butadiene styrene (ABS) ; Nylon ; T-glase (PET) ; Polycarbonate ; Thermoplastic elastomers (TPEs) ; Research filaments ; Multiple extruders ; Printing dissolvable support ; Dual-extruder printer with two different materials -- Case studies: Simple print ; Simple print example 1: heart pendant ; Simple print example 2: abstract base ; Printing a vase ; Printing a complex object with fine detail ; Printing with support ; Hand-building support ; Dual extruders ; Dual extruders: using one head for support material ; Dual extruders: models in two colors (or two materials) ; Speed settings…”

Tabla de Contenidos: “…Chapter 6: Hyper-Parameter Tuning -- Black-Box Optimization -- Notes on Black-Box Functions -- The Problem of Hyper-Parameter Tuning -- Sample Black-Box Problem -- Grid Search -- Random Search -- Coarse to Fine Optimization -- Bayesian Optimization -- Nadaraya-Watson Regression -- Gaussian Process -- Stationary Process -- Prediction with Gaussian Processes -- Acquisition Function -- Upper Confidence Bound (UCB) -- Example -- Sampling on a Logarithmic Scale -- Hyper-Parameter Tuning with the Zalando Dataset -- A Quick Note about the Radial Basis Function -- Exercises -- References -- Chapter 7: Convolutional Neural Networks -- Kernels and Filters -- Convolution -- Examples of Convolution -- Pooling -- Padding -- Building Blocks of a CNN -- Convolutional Layers -- Pooling Layers -- Stacking Layers Together -- An Example of a CNN -- Conclusion -- Exercises -- References -- Chapter 8: A Brief Introduction to Recurrent Neural Networks -- Introduction to RNNs -- Notation -- The Basic Idea of RNNs -- Why the Name Recurrent -- Learning to Count -- Conclusion -- Further Readings -- Chapter 9: Autoencoders -- Introduction -- Regularization in Autoencoders -- Feed-Forward Autoencoders -- Activation Function of the Output Layer -- ReLU -- Sigmoid -- The Loss Function -- Mean Square Error -- Binary Cross-Entropy -- The Reconstruction Error -- Example: Reconstructing Handwritten Digits -- Autoencoder Applications -- Dimensionality Reduction -- Equivalence with PCA -- Classification -- Classification with Latent Features -- The Curse of Dimensionality: A Small Detour -- Anomaly Detection -- Model Stability: A Short Note -- Denoising Autoencoders -- Beyond FFA: Autoencoders with Convolutional Layers -- Implementation in Keras -- Exercises -- Further Readings -- Chapter 10: Metric Analysis -- Human-Level Performance and Bayes Error…”

Tabla de Contenidos: “…-- Recommended reading -- About presence and wilful blindness -- About defences in performance cultures -- About mindful avoidance -- Chapter 5 Emotions as disturbance and loss of control -- Putting emotions into words -- Keeping emotions pent up -- The short-term reward of pretending everything is fine -- Worrying about emotional and relational messiness -- The pressure to act quickly ... -- Points from my research -- Reflection: what is your personal experience? …”

Tabla de Contenidos: “…JIRA Dashboard -- JIRA Structure -- Confluence Pages -- Chapter 7: Main Concepts and Entities -- Modules and Submodules -- Application Environments -- Tests and Test Suites -- Test URL -- Environment URL -- Test Actions -- Keep It Modular, Avoid Monolithic Tests -- Test Suites -- Features and Scenarios -- Searching and Bookmarks -- Recording -- Generate and Reference Test -- Execution and Reporting -- Execution Modes -- Execution Reports -- Projects Settings and UI Customization -- Content Policy -- Integration -- UI Customizations -- Updates from the Trenches -- Chapter 8: Elements Location Approach -- Boozang Location Strategy -- Fine Tuning the Locators -- Locators with Dynamic Tables and Non-unique Elements -- Use Case 1 -- Use Case 2 -- Use Case 3 -- Validating the Expected Results -- Exist -- Validate not exist -- innerText -- Script: JS-Validate -- Is Checked -- Chapter 9: Exit Conditions, Conditional Flows, and Timers -- Exit Conditions -- Conditional Flows -- PCAS Logic Part 1 -- Products and Dependent Products -- If-Then-Else Groups -- Loop Groups -- PCAS Logic Part 2 -- Checking Financial Data Tables with Loops -- Timers -- Chapter 10: Data Management -- Data Management Concepts -- Test Parameters -- Automapping Parameters -- Project Data (project) -- Module Data (module) -- Test Data (test) -- Loops (loop, group, action) -- Wrapping Up -- Examples from the Trenches -- Chapter 11: Reporting and Troubleshooting -- Test Reports -- IDE Real-Time Reports -- Reports Menu -- Trend Reports -- Troubleshooting Failures -- Root Cause Analysis -- RCA Report -- Part III: Integrations and Advanced Topics -- Chapter 12: APIs and Mixed API/GUI Testing -- Restful APIs -- Why Boozang for Testing APIs? …”

Tabla de Contenidos: “…Los principios básicos de la fiscalidad internacional y los convenios para evitar la doble imposición internacional: historia, tipos, fines, estructura y aplicación / Fernando Serrano Antón -- Capítulo 9. …”

Tabla de Contenidos: “…VII : El descubrimiento y la fundación de los reinos ultramarinos : hasta fines del siglo XVI / coordinador Manuel Lucena Salmoral. - XXXVI, 847 p.…”

Tabla de Contenidos: “….) -- 1.9.1 LA INTERPRETACIÓN CONFORME -- 1.10 GASTO PÚBLICO Y OTROS FINES DE LAS (...) -- 1.10.1 PLAN, PROGRAMAS Y PRESUPUESTO PÚBLICO -- 1.10.2 GASTO PÚBLICO -- 1.10.3 FINES DE POLÍTICA ECONÓMICA Y SOCIAL -- 1.10.4 PROPÓSITOS DEL LEGISLADOR Y EFECTOS (...) -- 1.10.5 POLÍTICA FISCAL -- 1.11 PROPORCIONALIDAD Y EQUIDAD DE LAS (...) -- 1.11.1 PRINCIPIOS DE CAPACIDAD ECONÓMICA (...) -- 1.11.2 PROPORCIONALIDAD -- 1.11.3 EQUIDAD -- 1.11.4 GARANTÍA DE NO CONFISCACIÓN -- 1.11.5 GARANTÍA CONTRA LA MULTA EXCESIVA -- 1.11.6 FIN ÚLTIMO DE JUSTICIA DE LAS (...) -- 1.11.7 OTRAS ACEPCIONES DE JUSTICIA FISCAL -- 1.12 CONTEMPORANEIDAD DE LA LEY DE (...) -- 1.12.1 HECHO GENERADOR -- 1.12.2 GARANTÍA CONSTITUCIONAL DE LA (...) -- 1.12.3 POTESTAD DEL LEGISLADOR PARA REGIR (...) -- 1.13 TERRITORIO DE APLICACIÓN DE LA LEY (...) -- 1.13.1 TERRITORIO NACIONAL DE ZONAS DE (...) -- 1.13.2 APLICACIÓN EXTRATERRITORIAL DE LA (...) -- 1.14 SEGURIDAD JURÍDICA EN LOS ACTOS DE (...) -- 1.14.1 GARANTÍA DE AUDIENCIA…”

Tabla de Contenidos: “…Ajustar los medios y los fines…”

Tabla de Contenidos: “…LOS PRECIOS PÚBLICOS -- 4. LOS FINES DE LA TRIBUTACIÓN. LA POLÍTICA FISCAL -- 4.1. …”

Tabla de Contenidos: “…4.1.3 Sparse Coding Based Network for Image SR -- 4.1.3.1 Image SR Using Sparse Coding -- 4.1.3.2 Network Implementation of Sparse Coding -- 4.1.3.3 Network Architecture of SCN -- 4.1.3.4 Advantages over Previous Models -- 4.1.4 Network Cascade for Scalable SR -- 4.1.4.1 Network Cascade for SR of a Fixed Scaling Factor -- 4.1.4.2 Network Cascade for Scalable SR -- 4.1.4.3 Training Cascade of Networks -- 4.1.5 Robust SR for Real Scenarios -- 4.1.5.1 Data-Driven SR by Fine-Tuning -- 4.1.5.2 Iterative SR with Regularization -- Blurry Image Upscaling -- Noisy Image Upscaling -- 4.1.6 Implementation Details -- 4.1.7 Experiments -- 4.1.7.1 Algorithm Analysis -- 4.1.7.2 Comparison with State-of-the-Art -- 4.1.7.3 Robustness to Real SR Scenarios -- Data-Driven SR by Fine-Tuning -- Regularized Iterative SR -- 4.1.8 Subjective Evaluation -- 4.1.9 Conclusion and Future Work -- 4.2 Learning a Mixture of Deep Networks for Single Image Super-Resolution -- 4.2.1 Introduction -- 4.2.2 The Proposed Method -- 4.2.3 Implementation Details -- 4.2.4 Experimental Results -- 4.2.4.1 Network Architecture Analysis -- 4.2.4.2 Comparison with State-of-the-Art -- 4.2.4.3 Runtime Analysis -- 4.2.5 Conclusion and Future Work -- References -- 5 From Bi-Level Sparse Clustering to Deep Clustering -- 5.1 A Joint Optimization Framework of Sparse Coding and Discriminative Clustering -- 5.1.1 Introduction -- 5.1.2 Model Formulation -- 5.1.2.1 Sparse Coding with Graph Regularization -- 5.1.2.2 Bi-level Optimization Formulation -- 5.1.3 Clustering-Oriented Cost Functions -- 5.1.3.1 Entropy-Minimization Loss -- 5.1.3.2 Maximum-Margin Loss -- 5.1.4 Experiments -- 5.1.4.1 Datasets -- 5.1.4.2 Evaluation Metrics -- 5.1.4.3 Comparison Experiments -- Comparison Methods -- Comparison Analysis -- Varying the Number of Clusters -- Initialization and Parameters -- 5.1.5 Conclusion -- 5.1.6 Appendix…”

Tabla de Contenidos: “….) -- IDEOLOGÍAS LEGITIMADORAS DE LA PENA Y DEL (...) -- FUNCIONES Y FINES DEL DERECHO PENAL -- PRINCIPALES PRINCIPIOS QUE RIGEN EL DERECHO (...) -- LO QUE HEMOS APRENDIDO -- TEST -- MÓDULO 2: TÍTULO PRELIMINAR: LAS GARANTÍAS (...) -- TEMA 2. …”

Tabla de Contenidos: “…CONCEPTO, FUNDAMENTO Y FINES -- RESUMEN DE LA UNIDAD VII -- ACTIVIDADES UNIDAD VII -- BIBLIOGRAFÍA BÁSICA UNIDAD VII -- UNIDAD 8. …”