Tabla de Contenidos: “…Vertex AI Tables -- Interoperability with Vertex AI -- Access BigQuery Public Dataset -- Import BigQuery Data into Vertex AI -- Access BigQuery Data from Vertex AI Workbench Notebooks -- Analyze Test Prediction Data in BigQuery -- Export Vertex AI Batch Prediction Results -- Export BigQuery Models into Vertex AI -- BigQuery Design Patterns -- Hashed Feature -- Transforms -- Summary -- Exam Essentials -- Review Questions -- Appendix: Answers to Review Questions -- Chapter 1: Framing ML Problems -- Chapter 2: Exploring Data and Building Data Pipelines -- Chapter 3: Feature Engineering -- Chapter 4: Choosing the Right ML Infrastructure -- Chapter 5: Architecting ML Solutions -- Chapter 6: Building Secure ML Pipelines -- Chapter 7: Model Building -- Chapter 8: Model Training and Hyperparameter Tuning -- Chapter 9: Model Explainability on Vertex AI -- Chapter 10: Scaling Models in Production…”

Tabla de Contenidos: “…Customer profiling example -- 4.1 The business issue -- 4.2 Mapping the business issue to data mining functions -- 4.3 The business application -- 4.4 Environment, components, and implementation flow -- 4.5 Step-by-step implementation -- 4.5.1 Configuration -- 4.5.2 Workbench data mining -- 4.5.3 Scoring -- 4.5.4 Application integration -- 4.6 Benefits -- 4.6.1 End-to-end implementation -- 4.6.2 DB2 mining functions next to the workbench -- 4.6.3 Real-time analytics -- 4.6.4 Automated and on demand for multi-channels -- Chapter 5. …”

Tabla de Contenidos: “…MapReduceChimpanzee and Elephant Save Christmas; Trouble in Toyland; Chimpanzees Process Letters into Labeled Toy Forms; Pygmy Elephants Carry Each Toy Form to the Appropriate Workbench; Example: Reindeer Games; UFO Data; Group the UFO Sightings by Reporting Delay; Mapper; Reducer; Plot the Data; Reindeer Conclusion; Hadoop Versus Traditional Databases; The MapReduce Haiku; Map Phase, in Light Detail; Group-Sort Phase, in Light Detail; Reduce Phase, in Light Detail; Wrapping Up; Chapter 3. …”

Tabla de Contenidos: “…Getting Upgrades; 1.8. Moving On; 2. Workbench 101; 2.2. Editors; 2.3. Menus; 2.4. Toolbars and Coolbars; 2.5. …”

Tabla de Contenidos: “…; The Boot Loader; Resources; Sites for Alternate Boards; 6: Eclipse Integrated Development Environment; Overview; Plug-ins; Workbench; Installation; Using Eclipse; The C Development Environment-CDT; Creating a New Project; Adding Source Code to the Project; Content Assist; Code Templates; Automatic Closing; The Program; Building the Project; Debugging with CDT…”

Tabla de Contenidos: “…Content ProvidersViews, Widgets, Layouts, and Menus; Resources; Datastorage; Android Life Cycles; Activity Life Cycle; Service Life Cycle; Packaging; Android Manifest; Summary; Chapter 3: Eclipse Primer; Eclipse History; Eclipse Architecture; Installing the Java Development Kit; Installing the JDK on Windows; Installing the JDK on Mac OS X; Installing the JDK on Linux; Installing Eclipse; Installing Eclipse on Windows; Installing Eclipse on Mac OS X; Installing Eclipse on Linux; Exploring Eclipse; Workspace; Workbench; Perspectives; Editors; Views; Fast Views; Quick Views; Menus; Toolbars…”

Tabla de Contenidos: “…Installing and Using KNIME -- Few words about KNIME -- Installing KNIME -- Installation using the archive -- KNIME for Windows -- KNIME for Linux -- KNIME for Mac OS X -- Troubleshooting -- KNIME terminologies -- Organizing your work -- Nodes -- Node lifecycle -- Meta nodes -- Ports -- Data tables -- Port view -- Flow variables -- Node views -- HiLite -- Eclipse concepts -- Preferences -- Logging -- User interface -- Getting started -- Setting preferences -- KNIME -- Other preferences -- Installing extensions -- Workbench -- Workflow handling -- Node controls -- HiLite -- Variable flows -- Meta nodes -- Workflow lifecycle -- Other views -- Summary -- 2. …”

“…I encourage you to add the techniques outlined in this book to your toolset and to use them to develop your own workbench of generative tools. In doing so, I’m confident you’ll improve your capabilities, and what’s more, have fun doing so.” …”

Tabla de Contenidos: “…-- Procedures -- Creating with the SQL editor (in SAP HANA Studio) -- Procedure creation using the wizard -- JOINS in SAP HANA -- Unions versus JOINS -- Self-study questions -- Summary -- Chapter 2: The SAP HANA Data Modeling Approach -- Row and column storage in SAP HANA -- Choosing the right table -- A basic architecture of the SAP HANA engine -- Different modeling artifacts in SAP HANA -- Modeling principles -- The SAP HANA Studio -- Perspectives in SAP HANA Studio -- Adding our system to SAP HANA Studio -- The system view -- Different schemas in SAP HANA -- Creating package and delivery unit -- Deleting packages -- Delivery units -- Self-study questions -- Summary -- Chapter 3: Different Ways of SAP HANA Data Load -- Loading data from Flat file in SAP HANA -- Real-time replication via SAP SLT (System Landscape Transformation) Replication Server -- Loading data with SAP Direct Extractor -- Application server configuration -- Creating a DXC schema and user in SAP HANA -- Loading data in SAP HANA with Data Services Workbench -- SAP Replication Server -- Smart Data Access -- Self-study questions -- Summary -- Chapter 4: Creating SAP HANA Artifacts Attribute Views and Analytical Views -- Steps to adjust preferences -- Creating attribute views -- Defining attribute and key attribute -- Creating time attribute views -- Creating analytical views -- Creating other elements -- Calculated attribute -- Calculated measures -- Calculated columns -- Creating variables -- Self-study questions…”

Tabla de Contenidos: “…Accessing a MySQL database from your local machineConnecting to a MySQL cartridge from your local machine using MySQL Workbench; Updating the MySQL max connections setting; Updating the MySQL configuration settings; Performing scheduled MySQL database backups; Using an Amazon RDS MySQL DB instance with OpenShift; Chapter 5: Using PostgreSQL with OpenShift Applications; Introduction; Adding the PostgreSQL cartridge to your application; Accessing the PostgreSQL cartridge from your local machine; Connecting to the PostgreSQL cartridge using pgAdmin from your local machine…”

Tabla de Contenidos: “…Some examples of MapReduce applications -- The WordCount example -- Scalability -- Matrix multiplication with MapReduce -- MapReduce in MongoDB -- Apache Hadoop -- Hadoop MapReduce -- Summary -- Appendix: Java Tools -- The command line -- Java -- NetBeans -- MySQL -- MySQL Workbench -- Accessing the MySQL database from NetBeans -- The Apache Commons Math Library -- The javax JSON Library -- The Weka libraries -- MongoDB -- Index…”

Tabla de Contenidos: “…-- Exploring the FL Studio workspace -- Making your first song -- Creating a drum beat with the Channel Rack -- Adding an instrument to the Channel Rack -- Creating a melody with the Piano roll -- Routing channels to the Mixer -- Exporting the song -- Summary -- Chapter 02: Exploring the Browser, Playlist, and Channel Rack -- Technical requirements -- Introducing the FL Studio workbench -- Getting the most out of your samples -- Using the Browser -- Locating a sample's file location -- Searching for samples -- Adding your own samples to the Browser -- Swapping samples -- Using the Channel Rack -- Channel Rack option features -- The Channel Rack Rename, color and icon option -- Instrument options -- Detaching windows -- Installing new instruments -- Using layers -- Using the Playlist -- Playlist Toolbar -- Element pattern options -- Using the main header Toolbar features -- Version control -- Revert to last backup -- Audio Stream Input/Output (ASIO) -- Purge unused audio clips -- Undo and redo -- Viewing project info -- Summary -- Chapter 03: Composing with the Piano Roll -- Using the Piano roll -- Choosing an instrument -- Adding notes in the Piano roll -- Selecting multiple notes -- Deleting notes -- Muting and unmuting notes -- Slicing notes -- Sliding notes -- Using the stamp tool to get assistance with scales -- Composing great chord progressions -- Recording into the Piano roll with MIDI instruments -- The snap to grid (magnet) tool -- Quantizing notes -- Editing note articulations with the Event Editor…”

Tabla de Contenidos: “…Summary -- Chapter 7: Testing -- Introduction to testing -- Junit 4 -- The ISetup interface -- Implementing tests for your DSL -- Testing the parser -- Testing the validator -- Testing the formatter -- Testing code generation -- Test suite -- Testing the UI -- Testing the content assist -- Testing workbench integration -- Testing the editor -- Other UI testing frameworks -- Testing and modularity -- Clean code -- Summary -- Chapter 8: An Expression Language -- The Expressions DSL -- Creating the project -- Digression on Xtext grammar rules -- The grammar for the Expressions DSL -- Left recursive grammars -- Associativity -- Precedence -- The complete grammar -- Forward references -- Typing expressions -- Type provider -- Validator -- Writing an interpreter -- Using the interpreter -- Summary -- Chapter 9: Type Checking -- SmallJava -- Creating the project -- SmallJava grammar -- Rules for declarations -- Rules for statements and syntactic predicates -- Rules for expressions -- The complete grammar -- Utility methods -- Testing the grammar -- First validation rules -- Checking cycles in class hierarchies -- Checking member selections -- Checking return statements -- Checking for duplicates -- Type checking -- Type provider for SmallJava -- Type conformance (subtyping) -- Expected types -- Checking type conformance -- Checking method overriding -- Improving the UI -- Summary -- Chapter 10: Scoping -- Cross-reference resolution in Xtext -- Containments and cross-references -- The index -- Qualified names -- Exported objects -- The linker and the scope provider -- Component interaction -- Custom scoping -- Scope for blocks -- Scope for inheritance and member visibility -- Visibility and accessibility -- Filtering unwanted objects from the scope -- Global scoping -- Packages and imports -- The index and the containers -- Checking duplicates across files…”

Tabla de Contenidos: “…Introduction to WebSphere Studio Enterprise Developer V5.1.2 -- 2.1 WebSphere Studio Enterprise Developer -- 2.2 WebSphere Studio Workbench -- 2.2.1 Workspace -- 2.2.2 User interface -- 2.3 Workbench window -- 2.4 Perspectives -- 2.4.1 Perspective basics -- 2.4.2 Views and editors -- 2.4.3 Customizing perspectives -- 2.4.4 New icon -- 2.4.5 Web perspective -- 2.4.6 Java perspective -- 2.4.7 J2EE perspective -- 2.4.8 EGL perspective -- 2.4.9 EGL Web perspective -- 2.4.10 Data perspective -- 2.4.11 XML perspective -- 2.4.12 Server perspective -- 2.4.13 Debug perspective -- 2.4.14 z/OS Projects perspective -- 2.4.15 z/OS Systems perspective -- 2.4.16 CVS Repository Exploring perspective -- 2.4.17 Help -- 2.4.18 Memory considerations -- 2.5 Projects -- 2.5.1 Java project -- 2.5.2 EAR project -- 2.5.3 Web project -- 2.5.4 Struts -- 2.5.5 EGL project -- 2.5.6 EJB project -- 2.5.7 Server project -- 2.6 Servers -- 2.6.1 Server configuration -- 2.6.2 Starting and stopping a server -- 2.6.3 Remote server -- 2.6.4 Agent Controller -- 2.7 Development for z/OS -- Part 2 z/OS application development tools -- Chapter 3. …”

Tabla de Contenidos: “…Frontmatter -- Contents -- Preface -- Introduction of keynote speakers -- Part IV: Sensors, Instrument and Measurement II -- Design of Remote Real-Time Measuring System of Temperature and Humidity based on Raspberry Pi and Java Language -- Design of Emotional Physiological Signal Acquisition System -- EMC Effects On High-Resolution Spaceborne SAR Image -- Real-time Pupil Detection based on Contour Tracking -- Chip Manufacturing, Data Integration and Transmission -- A DCT-domain-based Research and Application of the Algorithm of Digital Audio Watermark -- Detection of Placido rings fracture based on ECC image registration -- Research on High-precision Calibration and Measurement Method based on Stereo Vision -- Comparison of Three Weak Small Moving Target Detection Methods based on Time Domain Filtering -- Breath Sounds Detection System based on SOPC -- A Novel Fiber-optic Sensor for the Determination of Melting Point of Solids -- Method for Measuring Internal Liquid Level of Sealed Metal Container by Ultrasonic -- Design of Silicon-on-Sapphire Pressure Sensor For High Temperature And High Pressure Applications -- The Federated Filtering Algorithm based on the Asynchronous Multisensor System -- A Kind of Self-tuning Kalman Filter for the High Maneuvering Target Tracking System -- A Multitasking Run Time Prediction Method based on GBDT in Satellite Ground Application System -- Unmanned Ground Vehicle Behavior Decision via Improved Bayesian Inverse Reinforcement Learning -- Analysis of the High Frequency Vibration on Radar Imaging in the Terahertz Band -- Object Tracking for Satellite Video based on Kernelized Correlation Filters and Three Frame Difference -- Noise Removal and Detail Enhancement of Passive Infrared Image Pretreatment Method for Robot Vision -- Failure Mechanism and Support Strategy of Deep Roadway with High Horizontal Stress and Broken Rock Mass -- Design of a Climbing Robot for Nuclear Environmental Monitoring -- Part V: Mechatronics and Electrical Engineering I -- The design and simulation of the new Space Release Device -- The Adjusting Method of Box Girder Pose based on Spatial Coordinate Transformation -- Application of Discrete Element Method in the Analysis of Loader Shovel Loading Process -- Application of Piecewise Catenary Method in Length Calculation of Soft Busbar in Ultra-high Voltage Substation -- Calculation Method of Stiffness Matrix in Non-linear Spline Finite Element for Suspension Cable -- A Load Outage Judgement Method Considering Voltage Sags -- Macro Program Application on Non-circular Curve Machining in CNC Lathe -- Singular Configuration Analysis for the Structure of Hybrid Grinding and Polishing Machine -- Static Analysis and Size Optimization for the Bed of Gantry Milling Machine based on ANSYS Workbench -- Research and Optimization of Clip Type Passive Manipulator -- Research on Material Removal of Belt Polishing for Blade Complex Surface -- Visual Servoing based object pick and place manipulation system -- Research on Wind Loads of Container Ship based on CFD -- Design and Research of Model Sting Support Control System of Icing Wind Tunnel -- Development of Control System of Icing Wind Tunnel -- Railway Track Collapse Monitoring System in Mining Area based on KALMAN Filter -- The Method of Harmonic Source Identification in Power Supply System -- Optimization for the Balancing Cylinder of a 3-DOF Planar Manipulator -- Finite Element Modal Analysis of an Eight-axis Industrial Robot Painting System Applied to Boarding Bridge Painting -- Bayesian based Fault Identification for Nonlinear Mechatronic System with Backlash -- A CAD/CAE Integrated Optimization of Hot Runner System -- Study On Tool Path Design for a Novel Incremental Sheet Metal Bending Process -- Research on Tribological Characteristics of 316L Stainless Steel against PEEKHPV under Water Lubrication -- Turbofan Engine Controller Optimal Design based on Grey Wolf Optimizer -- Part VI: Mechatronics and Electrical Engineering II…”

Tabla de Contenidos: “…-- Summary -- Chapter 3: Getting to Know Data Management -- Overview of the data model -- Salesforce apps -- Objects, fields, and records -- Importing and exporting data -- Exporting and importing Salesforce data -- Exporting data via Report Export -- Import data via Data Import Wizard -- Exporting and importing data via Data Loader -- Exporting and importing data via Workbench -- Deleting data -- Deleting records manually -- Mass deleting records via Data Loader -- Deleting records via Salesforce Flow -- Restoring the data -- Record types -- Custom settings and custom metadata -- Custom settings -- Custom metadata -- Summary -- Chapter 4: Lightning Experience -- Transitioning from Salesforce Classic -- Introducing Lightning Components -- Customizing Lightning pages - Lightning versus Classic…”

Tabla de Contenidos: “…-- Building and running the web part in Workbench -- Packaging the solution -- Deploying the SPFx package to the App Catalog -- Syncing SharePoint web parts to Teams -- Sideloading app in Teams -- A SharePoint web part as a Teams tab -- A SharePoint web part as a Teams personal app -- Leveraging the SPFx for Microsoft Teams -- ALM with Azure DevOps -- Summary -- Chapter 6: Microsoft Teams Authentication -- Various authentication options -- Authentication and authorization in Microsoft Teams apps -- Authentication using SSO in the Teams app -- What is the Teams tab app? …”

Tabla de Contenidos: “…Required Multi-Master Configuration Settings -- Optional Multi-Master Configuration Settings -- Other Configuration Variables to Consider -- Example Configuration -- Replication Setup -- Multi-Master Replication Verification -- Manual Failover Process -- Real World Usage Complications -- Additional Slave Servers -- Read and Write Load Balancing -- Circular Replication -- Other Replication Topologies -- Automating High Availability Failovers -- Conclusion -- Chapter 5: MySQL Replication Tools -- Various MySQL Toolkits -- Openark Kit -- Percona Toolkit -- MySQL Workbench Utilities -- Replication Failover Managers -- MySQL MHA -- MMM -- Flipper -- Cluster Control -- Cluster Management -- Percona Replication Manager (PRM) -- Replication Prefetch -- MySQL Patches and Variants -- Independent Community Users -- Commercial Organizations -- Conclusion -- Chapter 6: Extending Replication for Practical Needs -- Highly Requested Replication Features -- MySQL Cluster -- Galera Cluster for MySQL -- Current Limitations -- References -- Installation -- Percona XtraDB Cluster -- MariaDB Galera Cluster -- Galera Wrap-Up -- Tungsten Replicator -- Features -- References -- Prerequisites -- Installation with Tungsten Sandbox -- Manual Tungsten Installation -- Alternative Tungsten Deployments -- Unique Characteristics -- Continuent Tungsten -- Continuent Wrap-Up -- SchoonerSQL -- MySQL Replication Listener -- MySQL in the Cloud -- Amazon RDS for MySQL -- Google Cloud SQL -- Other Offerings -- Conclusion -- Chapter 7: MySQL Configuration Options -- About MySQL System Variables -- Binary Logging -- MySQL Replication -- Semisynchronous Replication -- Security -- MySQL Server Variables -- InnoDB Variables -- MySQL 5.6 Features -- Universally Unique Identifier (UUID) -- Crash-Safe Slaves -- Replication Checksums -- Multi-Threaded Slaves -- Global Transaction Identifier (GTID)…”

Tabla de Contenidos: “…-- Properties of Stereotypes from the Perspective of Their Role in Designs -- A Modelling and Simulation Based Approach to Dependable System Design -- Model Transformations -- Extending Profiles with Stereotypes for Composite Concepts -- Transformation from CIM to PIM: A Feature-Oriented Component-Based Approach -- Weaving Executability into Object-Oriented Meta-languages -- Keynote Address II -- Keynote Address II: Domain-Specific Modeling: No One Size Fits All -- Model Refactoring -- Refactoring OCL Annotated UML Class Diagrams -- Replicators: Transformations to Address Model Scalability -- Simplifying Transformations of OCL Constraints -- Quality Control -- Lessons Learned from Automated Analysis of Industrial UML Class Models (An Experience Report) -- Reliability Prediction in Model-Driven Development -- Model-Based Scalability Estimation in Inception-Phase Software Architecture -- MDA I -- Explicit Platform Models for MDA -- Integrated Model-Based Software Development, Data Access, and Data Migration -- Invited Presentation I: Lessons Learned, New Directions, and Migration Plans for Model-Driven Development of Large Scale Software Based Systems -- Automation I -- Concepts for Comparing Modeling Tool Architectures -- Scenario Construction Tool Based on Extended UML Metamodel -- Invited Presentation II: Experiences in Applying Model Based System Testing Generation -- UML 2.0 -- The Impact of UML 2.0 on Existing UML 1.4 Models -- Towards UML 2 Extensions for Compact Modeling of Regular Complex Topologies -- Using UML 2.0 Collaborations for Compositional Service Specification -- Industrial Experience -- Model-Driven Engineering in a Large Industrial Context — Motorola Case Study -- Using a Domain-Specific Language and Custom Tools to Model a Multi-tier Service-Oriented Application — Experiences and Challenges -- Invited Presentation III: The Architects’ Workbench — Research in the Trenches -- Crosscutting Concerns -- Uniform Support for Modeling Crosscutting Structure -- Modeling Crosscutting Services with UML Sequence Diagrams -- A Formal Enforcement Framework for Role-Based Access Control Using Aspect-Oriented Programming -- Modeling Strategies I -- A Domain Model for Dynamic System Reconfiguration -- Exceptional Use Cases -- MDA II -- Modeling Turnpike Frontend System: A Model-Driven Development Framework Leveraging UML Metamodeling and Attribute-Oriented Programming -- Simplifying Autonomic Enterprise Java Bean Applications Via Model-Driven Development: A Case Study -- Automation II -- Automated Invariant Maintenance Via OCL Compilation -- SelfSync: A Dynamic Round-Trip Engineering Environment -- UML for Document Modeling: Designing Document Structures for Massive and Systematic Production of XML-based Web Contents -- Modeling Strategies II -- Metamodel Reuse with MOF -- Modeling the User Interface of Multimedia Applications -- An Ontology-Based Approach for Evaluating the Domain Appropriateness and Comprehensibility Appropriateness of Modeling Languages -- Workshops, Tutorials and Panels -- Workshops at the MODELS 2005 Conference -- Tutorials at the MODELS 2005 Conference -- Panels at the MODELS 2005 Conference…”

Tabla de Contenidos: “…NetworkMiner -- Arkime -- Wireshark -- Summary -- Questions -- Further reading -- Chapter 10: Analyzing System Memory -- Memory analysis overview -- Memory analysis methodology -- SANS six-part methodology -- Network connections methodology -- Memory analysis tools -- Memory analysis with Volatility -- Volatility Workbench -- Memory analysis with Strings -- Installing Strings -- Common Strings searches -- Summary -- Questions -- Further reading -- Chapter 11: Analyzing System Storage -- Forensic platforms -- Autopsy -- Installing Autopsy -- Starting a case -- Adding evidence -- Navigating Autopsy -- Examining a case -- Master File Table analysis -- Prefetch analysis -- Registry analysis -- Summary -- Questions -- Further reading -- Chapter 12: Analyzing Log Files -- Logs and log management -- Working with SIEMs -- Splunk -- Elastic Stack -- Security Onion -- Windows Logs -- Windows Event Logs -- Analyzing Windows Event Logs -- Acquisition -- Triage -- Detailed Event Log analysis -- Summary -- Questions -- Further reading -- Chapter 13: Writing the Incident Report -- Documentation overview -- What to document -- Types of documentation -- Sources -- Audience -- Executive summary -- Incident investigation report -- Forensic report -- Preparing the incident and forensic report -- Note-taking -- Report language -- Summary -- Questions -- Further reading -- Part 4: Ransomware Incident Response -- Chapter 14: Ransomware Preparation and Response -- History of ransomware -- CryptoLocker -- CryptoWall -- CTB-Locker -- TeslaCrypt -- SamSam -- Locky -- WannaCry -- Ryuk -- Conti ransomware case study -- Background -- Operational disclosure -- Tactics and techniques -- Exfiltration -- Impact -- Proper ransomware preparation -- Ransomware resiliency -- Prepping the CSIRT -- Eradication and recovery -- Containment -- Eradication -- Recovery -- Summary -- Questions…”