Tabla de Contenidos: “…Customizing message boxes -- The InputBox Function -- InputBox syntax -- An InputBox example -- Another type of InputBox -- The GetOpenFilename Method -- The syntax for the GetOpenFilename method -- A GetOpenFilename example -- The GetSaveAsFilename Method -- Getting a Folder Name -- Displaying Excel's Built-in Dialog Boxes -- Chapter 16 UserForm Basics -- Knowing When to Use a UserForm -- Creating UserForms: An Overview -- Working with UserForms -- Inserting a new UserForm -- Adding controls to a UserForm -- Changing properties for a UserForm control -- Viewing the UserForm Code window -- Displaying a UserForm -- Using information from a UserForm -- A UserForm Example -- Creating the UserForm -- Adding the CommandButtons -- Adding the OptionButtons -- Adding event-handler procedures -- Creating a macro to display the dialog box -- Making the macro available -- Testing the macro -- Chapter 17 Using UserForm Controls -- Getting Started with Dialog Box Controls -- Adding controls -- Introducing control properties -- Dialog Box Controls: The Details -- CheckBox control -- ComboBox control -- CommandButton control -- Frame control -- Image control -- Label control -- ListBox control -- MultiPage control -- OptionButton control -- RefEdit control -- ScrollBar control -- SpinButton control -- TabStrip control -- TextBox control -- ToggleButton control -- Working with Dialog Box Controls -- Moving and resizing controls -- Aligning and spacing controls -- Accommodating keyboard users -- Testing a UserForm -- Dialog Box Aesthetics -- Chapter 18 UserForm Techniques and Tricks -- Using Dialog Boxes -- A UserForm Example -- Creating the dialog box -- Writing code to display the dialog box -- Making the macro available -- Trying out your dialog box -- Adding event-handler procedures -- Validating the data -- Now the dialog box works -- A ListBox Example…”

Tabla de Contenidos:

Tabla de Contenidos: “…Technology, Software, and Technical Assistance Exports -- M. Validated End-User Program -- N. Antiboycott Regulations -- O. …”

Tabla de Contenidos: “…-- JSON versus XML -- JSON objects -- JSON object -- JSON array -- Primitive JSON data types -- JSON in SQL Server prior to SQL Server 2016 -- JSON4SQL -- JSON.SQL -- Transact-SQL-based solution -- Retrieving SQL Server data in the JSON format -- FOR JSON AUTO -- FOR JSON PATH -- FOR JSON additional options -- Adding a root node to the JSON output -- Including null values in the JSON output -- Formatting a JSON output as a single object -- Converting data types -- Escaping characters -- Converting JSON data in a tabular format -- OPENJSON with the default schema -- Processing data from a comma-separated list of values -- Returning the difference between two table rows -- OPENJSON with an explicit schema -- Import the JSON data from a file -- JSON storage in SQL Server 2016 -- Validating JSON data -- Extracting values from a JSON text -- JSON_VALUE -- JSON_QUERY -- Modifying JSON data -- Adding a new JSON property -- Updating the value for a JSON property -- Removing a JSON property -- Multiple changes -- Performance considerations -- Indexes on computed columns -- Full-text indexes -- Summary -- Chapter 6: Stretch Database -- Stretch Database architecture -- Is this for you? …”

Tabla de Contenidos: “…-- Newtypes protect against misplaced parameters -- Using newtypes in data models -- Practicing newtypes -- Making sure only valid data combinations are possible -- Modeling possibility of absence in your data -- Changes in the model force changes in the logic -- Using data modeled as Options in your logic -- Higher-order functions for the win! …”

Tabla de Contenidos: “…4.5.2 RBM HTM -- 4.5.3 Pyragrid -- 4.6 Discussion -- 4.6.1 On-Chip Learning -- 4.6.2 Data Movement -- 4.6.3 Memory Requirements -- 4.6.4 Scalability -- 4.6.5 Network Lifespan -- 4.6.6 Network Latency -- 4.6.6.1 Parallelism -- 4.6.6.2 Pipelining -- 4.6.7 Power Consumption -- 4.7 Open Problems -- 4.8 Conclusion -- References -- Chapter 5 NLP-Based AI-Powered Sanskrit Voice Bot -- 5.1 Introduction -- 5.2 Literature Survey -- 5.3 Pipeline -- 5.3.1 Collect Data -- 5.3.2 Clean Data -- 5.3.3 Build Database -- 5.3.4 Install Required Libraries -- 5.3.5 Train and Validate -- 5.3.6 Test and Update -- 5.3.7 Combine All Models -- 5.3.8 Deploy the Bot -- 5.4 Methodology -- 5.4.1 Data Collection and Storage -- 5.4.1.1 Web Scrapping -- 5.4.1.2 Read Text from Image -- 5.4.1.3 MySQL Connectivity -- 5.4.1.4 Cleaning the Data -- 5.4.2 Various ML Models -- 5.4.2.1 Linear Regression and Logistic Regression -- 5.4.2.2 SVM - Support Vector Machine -- 5.4.2.3 PCA - Principal Component Analysis -- 5.4.3 Data Pre-Processing and NLP Pipeline -- 5.5 Results -- 5.5.1 Web Scrapping and MySQL Connectivity -- 5.5.2 Read Text from Image -- 5.5.3 Data Pre-Processing -- 5.5.4 Linear Regression -- 5.5.5 Linear Regression Using TensorFlow -- 5.5.6 Bias and Variance for Linear Regression -- 5.5.7 Logistic Regression -- 5.5.8 Classification Using TensorFlow -- 5.5.9 Support Vector Machines (SVM) -- 5.5.10 Principal Component Analysis (PCA) -- 5.5.11 Anomaly Detection and Speech Recognition -- 5.5.12 Text Recognition -- 5.6 Further Discussion on Classification Algorithms -- 5.6.1 Using Maximum Likelihood Estimator -- 5.6.2 Using Gradient Descent -- 5.6.3 Using Naive Bayes' Decision Theory -- 5.7 Conclusion -- Acknowledgment -- References -- Chapter 6 Automated Attendance Using Face Recognition -- 6.1 Introduction -- 6.2 All Modules Details -- 6.2.1 Face Detection Model…”

Tabla de Contenidos: “…Online Analytic Processing -- Amazon Relational Database Service -- Database Engines -- Licensing Considerations -- Database Option Groups -- Database Instance Classes -- Storage -- Read Replicas -- High Availability (Multi-AZ) -- Single-Master -- Multi-Master -- Backup and Recovery -- Automated Snapshots -- Maintenance Items -- Amazon RDS Proxy -- Amazon Redshift -- Compute Nodes -- Data Distribution Styles -- Redshift Spectrum -- AWS Database Migration Service -- Nonrelational (NoSQL) Databases -- Storing Data -- Querying Data -- Types of Nonrelational Databases -- DynamoDB -- Partition and Hash Keys -- Attributes and Items -- Throughput Capacity -- Reading Data -- Global Tables -- Backups -- Summary -- Exam Essentials -- Review Questions -- Chapter 6 Authentication and Authorization-AWS Identity and Access Management -- Introduction -- IAM Identities -- IAM Policies -- User and Root Accounts -- Access Keys -- Groups -- Roles -- Authentication Tools -- Amazon Cognito -- AWS Managed Microsoft AD -- AWS Single Sign-On -- AWS Key Management Service -- AWS Secrets Manager -- AWS CloudHSM -- AWS Resource Access Manager (AWS RAM) -- AWS CLI Example -- Summary -- Exam Essentials -- Review Questions -- Chapter 7 CloudTrail, CloudWatch, and AWS Config -- Introduction -- CloudTrail -- Management Events -- Data Events -- Event History -- Trails -- Log File Integrity Validation -- CloudWatch -- CloudWatch Metrics -- Graphing Metrics -- Metric Math -- CloudWatch Logs -- CloudWatch Alarms -- Amazon EventBridge -- AWS Config -- The Configuration Recorder -- Configuration Items -- Configuration History -- Configuration Snapshots…”

Tabla de Contenidos: “…Chapter 10: Using Azure Active Directory to Secure a Blazor WebAssembly Application -- Technical requirements -- Understanding the difference between authentication and authorization -- Authentication -- Authorization -- Working with authentication -- Controlling the user interface using authorization -- The Authorize attribute -- The AuthorizeView component -- Creating the claims viewer project -- Project overview -- Create the claims viewer project -- Add the application to Azure AD -- Add a user and a group to Azure AD -- Add the required NuGet packages -- Enable authentication -- Add an Authentication component -- Add a LoginDisplay component -- Add a Secure component -- Add a WhoAmI component -- View the JSON Web Token (JWT) -- Add an authentication policy -- Summary -- Questions -- Further reading -- Chapter 11: Building a Task Manager Using ASP.NET Web API -- Technical requirements -- Understanding hosted applications -- Client project -- Server project -- Shared project -- Using the HttpClient service -- Using JSON helper methods -- GetFromJsonAsync -- PostAsJsonAsync -- PutAsJsonAsync -- HttpClient.DeleteAsync -- Creating the TaskManager project -- Project overview -- Create the TaskManager project -- Adding the TaskItem class -- Adding the TaskItem API controller -- Setting up SQL Server -- Install Bootstrap -- Displaying the tasks -- Completing the tasks -- Deleting tasks -- Adding new tasks -- Summary -- Questions -- Further reading -- Chapter 12: Building an Expense Tracker Using the EditForm Component -- Technical requirements -- Creating a data entry form -- Binding a form -- Submitting a form -- Using the built-in input components -- InputCheckbox -- InputDate -- InputFile -- InputNumber -- InputRadio -- InputRadioGroup -- InputSelect -- InputText -- InputTextArea -- Using the validation components -- Locking navigation…”

Tabla de Contenidos: “…44 2.6 Additional Terms 49 2.7 Problems 54 References 56 3 Main Elements of Risk Assessment 59 3.1 Introduction 59 3.2 Risk Assessment Process 60 3.3 Risk Assessment Report 76 3.4 Risk Assessment in Safety Legislation 81 3.5 Validity and Quality Aspects of a Risk Assessment 82 3.6 Problems 83 References 84 4 Study Object and Limitations 87 4.1 Introduction 87 4.2 Study Object 87 4.3 Operating Context 91 4.4 System Modeling and Analysis 92 4.5 Complexity 95 4.6 Problems 97 References 98 5 Risk Acceptance 99 5.1 Introduction 99 5.2 Risk Acceptance Criteria 99 5.3 Approaches to Establishing Risk Acceptance Criteria 106 5.4 Risk Acceptance Criteria for Other Assets than Humans 114 5.5 Closure 115 5.6 Problems 115 References 117 6 Measuring Risk 121 6.1 Introduction 121 6.2 Risk Metrics 121 6.3 Measuring Risk to People 123 6.4 Risk Matrices 148 6.5 Reduction in Life Expectancy 154 6.6 Choice and Use of Risk Metrics 156 6.7 Risk Metrics for Other Assets 158 6.8 Problems 159 References 163 7 Risk Management 167 7.1 Introduction 167 7.2 Scope, Context, and Criteria 170 7.3 Risk Assessment 170 7.4 Risk Treatment 171 7.5 Communication and Consultation 172 7.6 Monitoring and Review 173 7.7 Recording and Reporting 174 7.8 Stakeholders 175 7.9 Risk and Decision-Making 176 7.10 Safety Legislation 179 7.11 Problems 180 References 180 8 Accident Models 183 8.1 Introduction 183 8.2 Accident Classification 183 8.3 Accident Investigation 188 8.4 Accident Causation 188 8.5 Accident Models 190 8.6 Energy and Barrier Models 193 8.7 Sequential Accident Models 195 8.8 Epidemiological Accident Models 201 8.9 Event Causation and Sequencing Models 208 8.10 Systemic Accident Models 213 8.11 Combining Accident Models 228 8.12 Problems 229 References 230 9 Data for Risk Analysis 235 9.1 Types of Data 235 9.2 Quality and Applicability of Data 238 9.3 Data Sources 239 9.4 Expert Judgment 250 9.5 Data Dossier 254 9.6 Problems 254 References 257 10 Hazard Identification 259 10.1 Introduction 259 10.2 Checklist Methods 263 10.3 Preliminary Hazard Analysis 266 10.4 Job Safety Analysis 278 10.5 FMECA 287 10.6 HAZOP 295 10.7 STPA 306 10.8 SWIFT 316 10.9 Comparing Semiquantitative Methods 322 10.10 Master Logic Diagram 322 10.11 Change Analysis 324 10.12 Hazard Log 327 10.13 Problems 331 References 335 11 Causal and Frequency Analysis 339 11.1 Introduction 339 11.2 Cause and Effect Diagram Analysis 341 11.3 Fault Tree Analysis 344 11.4 Bayesian Networks 370 11.5 Markov Methods 384 11.6 Problems 396 References 400 12 Development of Accident Scenarios 401 12.1 Introduction 401 12.2 Event Tree Analysis 402 12.3 Event Sequence Diagrams 426 12.4 Cause-Consequence Analysis 426 12.5 Hybrid Causal Logic 428 12.6 Escalation Problems 429 12.7 Consequence Models 429 12.8 Problems 431 References 435 13 Dependent Failures and Events 437 13.1 Introduction 437 13.2 Dependent Failures and Events 437 13.3 Dependency in Accident Scenarios 439 13.4 Cascading Failures 441 13.5 Common-Cause Failures 442 13.6 Factor Model 452 13.7 Binomial Failure Rate Model 456 13.8 Multiple Greek Letter Model 457 13.9-Factor Model 459 13.10 Multiple-Factor Model 461 13.11 Problems 461 References 462 14 Barriers and Barrier Analysis 465 14.1 Introduction 465 14.2 Barriers and Barrier Classification 466 14.3 Barrier Management 474 14.4 Barrier Properties 476 14.5 Safety-Instrumented Systems 477 14.6 Hazard-Barrier Matrices 487 14.7 Safety Barrier Diagrams 488 14.8 Bow-Tie Diagrams 490 14.9 Energy Flow/Barrier Analysis 490 14.10 Layer of Protection Analysis 493 14.11 Barrier and Operational Risk Analysis 502 14.12 Systematic Identification and Evaluation of Risk Reduction Measures 512 14.13 Problems 518 References 520 15 Human Reliability Analysis 525 15.1 Introduction 525 15.2 Task Analysis 536 15.3 Human Error Identification 543 15.4 HRA Methods 552 15.5 Problems 573 References 574 16 Risk Analysis and Management for Operation 579 16.1 Introduction 579 16.2 Decisions About Risk 581 16.3 Aspects of Risk to Consider 583 16.4 Risk Indicators 585 16.5 Risk Modeling 594 16.6 Operational Risk Analysis - Updating the QRA 596 16.7 MIRMAP 598 16.8 Problems 601 References 602 17 Security Assessment 605 17.1 Introduction 605 17.2 Main Elements of Security Assessment 608 17.3 Industrial Control and Safety Systems 615 17.4 Security Assessment 617 17.5 Security Assessment Methods 625 17.6 Application Areas 626 17.7 Problems 627 References 628 18 Life Cycle Use of Risk Analysis 631 18.1 Introduction 631 18.2 Phases in the Life Cycle 631 18.3 Comments Applicable to all Phases 634 18.4 Feasibility and Concept Selection 635 18.5 Preliminary Design 637 18.6 Detailed Design and Construction 639 18.7 Operation and Maintenance 641 18.8 Major Modifications 641 18.9 Decommissioning and Removal 643 18.10 Problems 643 References 643 19 Uncertainty and Sensitivity Analysis 645 19.1 Introduction 645 19.2 Uncertainty 647 19.3 Categories of Uncertainty 648 19.4 Contributors to Uncertainty 651 19.5 Uncertainty Propagation 656 19.6 Sensitivity Analysis 661 19.7 Problems 663 References 664 20 Development and Applications of Risk Assessment 667 20.1 Introduction 667 20.2 Defense and Defense Industry 668 20.3 Nuclear Power Industry 670 20.4 Process Industry 674 20.5 Offshore Oil and Gas Industry 678 20.6 Space Industry 681 20.7 Aviation 683 20.8 Railway Transport 685 20.9 Marine Transport 686 20.10 Machinery Systems 689 20.11 Food Safety 690 20.12 Other Application Areas 692 20.13 Closure 695 References 697 Appendix A Elements of Probability Theory 701 A.1 Introduction 701 A.2 Outcomes and Events 701 A.3 Probability 706 A.4 Random Variables 710 A.5 Some Specific Distributions 718 A.6 Point and Interval Estimation 728 A.7 Bayesian Approach 732 A.8 Probability of Frequency Approach 733 References 739 Appendix B Acronyms 741 Author Index 747 Subject Index…”

Tabla de Contenidos: “…MCC -- Human evaluation -- Benchmark tasks and datasets -- Defining the SuperGLUE benchmark tasks -- Running downstream tasks -- The Corpus of Linguistic Acceptability (CoLA) -- Stanford Sentiment TreeBank (SST-2) -- Microsoft Research Paraphrase Corpus (MRPC) -- Winograd schemas -- Summary -- Questions -- References -- Further reading -- Chapter 4: Advancements in Translations with Google Trax, Google Translate, and Gemini -- Defining machine translation -- Human transductions and translations -- Machine transductions and translations -- Evaluating machine translations -- Preprocessing a WMT dataset -- Preprocessing the raw data -- Finalizing the preprocessing of the datasets -- Evaluating machine translations with BLEU -- Geometric evaluations -- Applying a smoothing technique -- Translations with Google Trax -- Installing Trax -- Creating the Original Transformer model -- Initializing the model using pretrained weights -- Tokenizing a sentence -- Decoding from the Transformer -- De-tokenizing and displaying the translation -- Translation with Google Translate -- Translation with a Google Translate AJAX API Wrapper -- Implementing googletrans -- Translation with Gemini -- Gemini's potential -- Summary -- Questions -- References -- Further reading -- Chapter 5: Diving into Fine-Tuning through BERT -- The architecture of BERT -- The encoder stack -- Preparing the pretraining input environment -- Pretraining and fine-tuning a BERT model -- Fine-tuning BERT -- Defining a goal -- Hardware constraints -- Installing Hugging Face Transformers -- Importing the modules -- Specifying CUDA as the device for torch -- Loading the CoLA dataset -- Creating sentences, label lists, and adding BERT tokens -- Activating the BERT tokenizer -- Processing the data -- Creating attention masks -- Splitting the data into training and validation sets…”

Tabla de Contenidos: “…Intro -- Title Page -- Copyright Page -- Table of Contents -- Introduction -- About This Book -- Foolish Assumptions -- Icons Used in This Book -- Beyond the Book -- Where to Go from Here -- Book 1 Start-Up Essentials -- Chapter 1 Starting from Scratch -- Creating online businesses for today and tomorrow -- Finding a business that's your type -- Chapter 2 Turning Ideas into a Viable Internet Business -- Thinking Like an Online Entrepreneur -- Putting Your Business Idea under the Microscope -- Using informal research to verify your idea -- Applying a SWOT analysis to your idea -- Creating a feasibility study to validate an idea -- Identifying Your Market and Target Customer -- Classifying your customer -- Going to the source -- Competing to Win: Analyzing Your Competition -- Chapter 3 Getting Real: Creating a Usable Business Plan -- Understanding the Value of a Plan -- Recognizing That the Parts of the Plan Make a Whole -- Getting Help to Write the Plan -- Determining when to hire a professional -- Knowing what to expect from a business plan consultant -- Using a Business Plan Today, Tomorrow, and Always -- Chapter 4 Funding Your Online Business -- Bootstrapping the Low-Cost, No-Cost Site -- Making the leap to the bootstrapping lifestyle -- Saving money to make money -- Getting resourceful -- Looking at the pros and cons of bootstrapping -- Finding the Perfect Investor -- Turning to your friends and family -- Finding angels -- Venturing into the world of venture capital -- Checking Out Alternative Financing -- Taking a Shortcut: Purchasing an Existing Site -- Chapter 5 Creating Policies and Managing Compliance to Keep It Real -- Taking Care of Customers -- I pledge to you -- Put it in writing -- Delivering on Your Promises -- Putting Policies in Place -- Privacy policy -- User agreement or terms and conditions -- Shipping policy -- Return policy…”

Tabla de Contenidos: “…. -- How it works... -- See also -- Validating a form using Combine -- Getting ready -- How to do it... -- How it works... -- There's more... -- Fetching remote data using Combine and visualizing it in SwiftUI -- Getting ready -- How to do it... -- How it works... -- There's more... -- Debugging an app based on Combine -- Getting ready -- How to do it... -- How it works... -- There's more... -- Unit testing an app based on Combine -- Getting ready -- How to do it... -- How it works...…”

Tabla de Contenidos: “…-- Understanding URL structures in Power Apps -- Using parameters in URLs -- Retrieving incoming URL parameters in your Power Apps app -- Using parameters in app logic -- Enhancing the overall UI/UX -- Creating an Admin button -- Using conditional formatting to validate email address formats -- URL deep linking for editing a record -- Summary -- Part 3: Power Platform and Other Integrations -- Chapter 9: Integration with Power Automate/Teams/Outlook -- Technical requirements -- Sending an Outlook email using Power Automate -- Automating Outlook calendar invitations with Power Automate -- Using adaptive cards in Teams notifications…”

Tabla de Contenidos: “…Extending a class -- Overriding methods -- Calling constructors of a parent class -- Abstract classes -- Interfaces -- Upcasting and downcasting -- Writing Java code -- Operators -- Conditional checks -- The if...else statement -- The switch...case statement -- POJO -- Arrays -- Generics and Collections -- Loops -- The for loop -- The normal for loop -- The enhanced for loop -- The while loop -- The do...while loop -- Exceptions -- Runtime exceptions -- Threads -- Lambdas -- Style guide -- Quiz -- Summary -- Chapter 4: Java Programming -- Configuring Eclipse IDE -- Creating a web service in Java -- Creating a new Gradle project in Eclipse IDE -- Exploring the generated project -- Modifying the Gradle build file -- Building the project -- Coding the backend class -- Backend class business rules -- Creating a dummy implementation of the method -- Creating the test case class and writing its first unit test -- Implementing an input validation check -- Writing the second unit test -- Implementing the business logic -- Creating an executable application task -- Creating a web service -- Running the web service -- Creating Javadoc documentation -- Summary -- Chapter 5: Scala -- Installing Scala -- Scala's Read-Eval-Print-Loop shell -- Functional versus imperative programming -- Scala language syntax and rules -- Statically typed language -- Mutable and immutable variables -- Common Scala types -- Any class -- AnyRef class - reference classes -- AnyVal class - value classes -- Strings -- OOP in Scala -- Defining packages and subpackages -- Importing members -- Defining classes -- Instance variables and methods -- Instance variables -- Instance methods -- Access modifiers for class instance members -- Constructors -- Extending a class -- Overriding methods -- Overloading methods -- Abstract classes -- Traits -- Singleton objects -- Operator overloading…”

Tabla de Contenidos: “…-- Document-Relative Links -- Links Relative to the Site Root -- Links Inside Include Files -- Choosing Where to Locate Your Include Files -- Security Considerations with Includes -- Adjusting Your include_path -- Editing the include_path in php.ini or .user.ini -- Using .htaccess to Change the include_path -- Using set_include_path() -- Nesting Include Files -- Chapter Review -- Chapter 6: Bringing Forms to Life -- How PHP Gathers Information from a Form -- Understanding the Difference Between post and get -- Getting Form Data with PHP Superglobals -- Processing and Validating User Input -- Creating a Reusable Script -- PHP Solution 6-1: Preventing Cross-Site Scripting in a Self-Processing Form -- PHP Solution 6-2: Making Sure Required Fields Aren't Blank -- Preserving User Input When a Form Is Incomplete -- PHP Solution 6-3: Creating Sticky Form Fields -- Filtering Out Potential Attacks -- PHP Solution 6-4: Blocking Email Addresses That Contain Suspect Content -- Sending Email -- Using Additional Email Headers Safely -- PHP Solution 6-5: Adding Headers and Automating the Reply Address -- PHP Solution 6-6: Building the Message Body and Sending the Mail -- Troubleshooting mail() -- Handling Multiple-Choice Form Elements -- PHP Solution 6-7: Handling Radio Button Groups -- PHP Solution 6-8: Handling Check-Box Groups -- PHP Solution 6-9: Using a Drop-Down Option Menu -- PHP Solution 6-10: Handling a Multiple-Choice List -- PHP Solution 6-11: Handling a Single Check Box -- Chapter Review -- Chapter 7: Using PHP to Manage Files -- Checking That PHP Can Open a File -- Creating a Folder Outside the Server Root for Local Testing on Windows -- Creating a Folder Outside the Server Root for Local Testing on macOS -- Configuration Settings That Affect File Access -- Reading and Writing to Files…”

Tabla de Contenidos: “…Full-Body Search -- Empty Search -- Query DSL -- Structure of a Query Clause -- Combining Multiple Clauses -- Queries and Filters -- Performance Differences -- When to Use Which -- Most Important Queries and Filters -- term Filter -- terms Filter -- range Filter -- exists and missing Filters -- bool Filter -- match_all Query -- match Query -- multi_match Query -- bool Query -- Combining Queries with Filters -- Filtering a Query -- Just a Filter -- A Query as a Filter -- Validating Queries -- Understanding Errors -- Understanding Queries -- Chapter 8. …”

Tabla de Contenidos: “…Streaming Job -- Overview of ETL in AWS -- ETL with AWS Glue -- ETL with Lambda Functions -- ETL with Hadoop/EMR -- Other Ways to Perform ETL -- ETL Job Design Concepts -- Source Identification -- Destination Identification -- Mappings -- Validation -- Filter -- Join, Denormalization, Relationalization -- AWS Glue for ETL -- Really, It's Just Spark -- Visual -- Spark Script Editor -- Python Shell Script Editor -- Jupyter Notebook -- Connectors -- Creating Connections -- Creating Connections with the Web Console -- Creating Connections with the AWS CLI -- Creating ETL Jobs with AWS Glue Visual Editor -- ETL Example: Format Switch from Raw (JSON) to Cleaned (Parquet) -- Job Bookmarks -- Transformations -- Apply Mapping -- Filter -- Other Available Transforms -- Run the Edited Job -- Visual Editor with Source and Target Conclusions -- Creating ETL Jobs with AWS Glue Visual Editor (without Source and Target) -- Creating ETL Jobs with the Spark Script Editor -- Developing ETL Jobs with AWS Glue Notebooks -- What Is a Notebook? …”

Tabla de Contenidos: “…Compensation of land owners -- 2.4.1.5. Validation of contracts by a local judge -- 2.4.2. Obligations to report to authorities -- 2.4.2.1. …”

Tabla de Contenidos: “…-- Prompt strategy for web development -- Break down the problem: "web system for inventory management" -- Further breakdown of the frontend into features -- Generate prompts for each feature -- Identify some basic principles for web development, a "prompt strategy" -- Prompt strategy for data science -- Problem breakdown: predict sales -- Further breakdown into features/steps for data science -- Generate prompts for each step -- Identify some basic principles for data science, "a prompt strategy for data science" -- Validate the solution -- Verification via prompts -- Classical verification -- Summary -- Chapter 3: Tools of the Trade: Introducing Our AI Assistants -- Introduction -- Understanding Copilot -- How Copilot knows what to generate -- Copilot capabilities and limits -- Setup and installation -- Installing Copilot -- Getting started with Copilot -- Assignment: improve the code -- Solution -- Challenge -- References -- Understanding ChatGPT -- How does ChatGPT work? …”

Tabla de Contenidos: “…4.1 Advantage in Efficiency and Precision -- 4.2 Advantage in Long Time Horizons -- 4.3 Advantage in Big Initial Sets -- 5 Conclusion -- References -- Scenario-Based Flexible Modeling and Scalable Falsification for Reconfigurable CPSs -- 1 Introduction -- 2 Background -- 2.1 Preliminaries -- 2.2 Motivating Example: A Multi-UAV System -- 3 Scenario-Based Formalism for Reconfigurable Systems -- 3.1 Scenario-Based System Modeling -- 3.2 Specifying System Requirements in Topology-Aware STL -- 4 Path-Oriented Optimization-Based System Falsification -- 4.1 Falsification Framework -- 4.2 Path Generation for Hierarchical Scenario Tasks -- 4.3 Optimization-Based Falsification for Paths -- 5 Implementation and Evaluation -- 5.1 Implementation and Research Questions -- 5.2 Experimental Evaluation and Analysis -- 5.3 Threats to Validity -- 6 Related Work -- 7 Conclusion and Future Work -- References -- Probabilistic Systems -- Playing Games with Your PET: Extending the Partial Exploration Tool to Stochastic Games -- 1 Introduction -- 2 Preliminaries -- 3 Complete-Exploration Algorithm for Solving SGs -- 4 Partial-Exploration Algorithm for Solving SGs -- 5 Tool Description -- 6 Experimental Evaluation -- 6.1 Experimental Setup -- 6.2 Results -- 7 Conclusion -- References -- What Should Be Observed for Optimal Reward in POMDPs? …”