Tabla de Contenidos: “…2.5.5 The File Name Layer2.5.6 The Path Name Layer; 2.5.7 Links; 2.5.8 Renaming; 2.5.9 The Absolute Path Name Layer; 2.5.10 The Symbolic Link Layer; 2.5.11 Implementing the File System API; 2.5.12 The Shell and Implied Contexts, Search Paths, and Name Discovery; 2.5.13 Suggestions for Further Reading; Exercises; Chapter 3. …”

Tabla de Contenidos: “…File Handling -- Writing and Reading Binary Data -- Pickles with Optional Compression -- Raw Binary Data with Optional Compression -- Writing and Parsing Text Files -- Writing Text -- Parsing Text -- Parsing Text Using Regular Expressions -- Writing and Parsing XML Files -- Element Trees -- DOM (Document Object Model) -- Manually Writing XML -- Parsing XML with SAX (Simple API for XML) -- Random Access Binary Files -- A Generic BinaryRecordFile Class -- Example: The BikeStock Module's Classes -- Summary -- Exercises -- Chapter 8. …”

Tabla de Contenidos: “…PREFACE xi -- 1 INTRODUCTION: SERVICE RELIABILITY 1 -- 1.1 Motivation 4 -- 1.2 Technical Challenges 5 -- 1.3 Summary of Earlier Solutions 7 -- 1.4 Summary of New Ways to Verify Web Services 8 -- 1.5 Structure of the Book 10 -- References 11 -- 2 MODEL CHECKING 15 -- 2.1 Advantages and Disadvantages of Model Checking 18 -- 2.2 State-Space Explosion 19 -- 2.3 Model-Checking Tools 22 -- References 25 -- 3 PETRI NETS 27 -- 3.1 Colored Petri Nets 31 -- 3.1.1 CPN ML 31 -- 3.1.2 CPN Syntax and Semantics 35 -- 3.1.3 Timed Colored Petri Nets 41 -- 3.1.4 Multisets 47 -- 3.1.5 CPN Definitions 47 -- 3.2 Hierarchical Colored Petri Nets 49 -- References 55 -- 4 WEB SERVICES 57 -- 4.1 Business Process Execution Language 59 -- 4.2 Spring Framework 70 -- 4.3 JAXB 2 APIs 74 -- 4.3.1 Unmarshaling XML Documents 74 -- 4.3.2 Marshaling Java Objects 75 -- References 76 -- 5 MEMORY-EFFICIENT STATE-SPACE ANALYSIS IN SOFTWARE MODEL CHECKING 77 -- 5.1 Motivation 78 -- 5.2 Overview of the Problem and Solution 79 -- 5.3 Related Work 83 -- 5.4 Models for Memory-Efficient State-Space Analysis 86 -- 5.4.1 Sequential Model 87 -- 5.4.2 Tree Model 98 -- 5.5 Experimental Results 108 -- 5.6 Discussion 112 -- 5.7 Summary 113 -- References 113 -- 6 TIME-EFFICIENT STATE-SPACE ANALYSIS IN SOFTWARE MODEL CHECKING 115 -- 6.1 Motivation 116 -- 6.2 Overview of the Problem and Solution 118 -- 6.3 Overview of Hierarchical Colored Petri Nets 119 -- 6.4 Related Work 123 -- 6.5 Technique for Time-Efficient State-Space Analysis 125 -- 6.5.1 Access Tables and Parameterized Reachability Graph 126 -- 6.5.2 Exploring a Module 129 -- 6.5.3 Access Table and Parameterized Reachability Graph for a Super-module 134 -- 6.5.4 Algorithms for Generating Access Tables and Parameterized Reachability Graphs 137 -- 6.5.5 Additional Memory Cost for Storing Access Tables and Parameterized Reachability Graphs 143 -- 6.5.6 Theoretical Evaluation of the Reduction in Delay 145 -- 6.6 Experimental Results 149 -- 6.7 Discussion 151 -- 6.8 Summary 152 -- References 153 -- 7 GENERATING HIERARCHICAL MODELS BY IDENTIFYING STRUCTURAL SIMILARITIES 155 -- 7.1 Motivation 156 -- 7.2 Overview of the Problem and Solution 158 -- 7.3 Basics of Substitution Transition 160 -- 7.4 Related Work 161 -- 7.5 Method for Installing Hierarchy 162 -- 7.5.1 Lookup Method 163 -- 7.5.2 Clustering Method 189 -- 7.5.3 Time Complexity of the Lookup Algorithm 193 -- 7.6 Experimental Results 194 -- 7.7 Discussion 201 -- 7.8 Summary 202 -- References 203 -- 8 FRAMEWORK FOR MODELING, SIMULATION, AND VERIFICATION OF A BPEL SPECIFICATION 205 -- 8.1 Motivation 206 -- 8.2 Overview of the Problem and Solution 208 -- 8.3 Related Work 209 -- 8.4 Colored Petri Net Semantics for BPEL 211 -- 8.4.1 Component A 211 -- 8.4.2 Component B 214 -- 8.4.3 Object Model for BPEL Activities 217 -- 8.4.4 XML Templates 221 -- 8.4.5 Algorithm for Cloning Templates 234 -- 8.5 Results 236 -- 8.6 Discussion 241 -- 8.7 Summary 242 -- References 242 -- 9 CONCLUSIONS AND OUTLOOK 245 -- 9.1 Results 246 -- 9.2 Discussion 249 -- 9.3 What Could Be Improved? …”

Tabla de Contenidos: “…1.5.4 Business Activity Monitoring-BAM1.5.5 Web Services Management-WSM; 1.5.6 Closing the SOA Loop; 1.6 The Benefits of SOA; CHAPTER 2 Core SOA Principles; 2.1 Loose Coupling; 2.2 Interoperability; 2.3 Reusability; 2.4 Discoverability; 2.5 Governance; 2.5.1 Design-Time Governance; 2.5.2 Bind-Time Governance; 2.5.3 Run-Time Governance; CHAPTER 3 Web Services and Other Service Types and Styles; 3.1 Web Services and SOAP; 3.2 ReST Style Services; 3.3 Legacy Services and API's; CHAPTER 4 Data, the Missing Link; 4.1 Data at Rest-Persistence; 4.2 Data in Motion-Messaged Context…”

Tabla de Contenidos: “…Eine einzelne Skriptdatei lesen -- Strukturbeispiele aus HowDoI -- Stilbeispiele aus HowDoI -- Diamond -- Eine größere Anwendung lesen -- Strukturbeispiele aus Diamond -- Stilbeispiele aus Diamond -- Tablib -- Eine kleine Bibliothek lesen -- Strukturbeispiele aus Tablib -- Stilbeispiele aus Tablib -- Requests -- Eine größere Bibliothek lesen -- Strukturbeispiele aus Requests -- Stilbeispiele aus Requests -- Werkzeug -- Code in einem Toolkit lesen -- Stilbeispiele aus Werkzeug -- Strukturbeispiele aus Werkzeug -- Flask -- Code in einem Framework lesen -- Stilbeispiele aus Flask -- Strukturbeispiele aus Flask -- Kapitel 6: Guten Code ausliefern -- Nützliches Vokabular und nützliche Konzepte -- Paketierung Ihres Codes -- Conda -- PyPI -- Einfrieren Ihres Codes -- PyInstaller -- cx_Freeze -- py2app -- py2exe -- bbFreeze -- Paketierung für Linux-Built-Distributionen -- Ausführbare ZIP-Dateien -- Teil 3: Szenario-Guide -- Kapitel 7: Nutzerinteraktion -- Jupyter Notebooks -- Kommandozeilenanwendungen -- argparse -- docopt -- Plac -- Click -- Clint -- cliff -- GUI-Anwendungen -- Widget-Bibliotheken -- Spieleentwicklung -- Webanwendungen -- Web-Frameworks/Mikroframeworks -- Web-Template-Engines -- Web-Deployment -- Kapitel 8: Codemanagement und -optimierung -- Continuous Integration -- Tox -- Systemadministration -- Travis-CI -- Jenkins -- Buildbot -- Serverautomatisierung -- System- und Task-Überwachung -- Geschwindigkeit -- Threading -- Multiprocessing -- Subprozesse -- PyPy -- Cython -- Numba -- GPU-Bibliotheken -- Interfacing mit C-/C++-/FORTRAN-Bibliotheken -- Kapitel 9: Software-Interfaces -- Webclients -- Web-APIs -- Datenserialisierung -- Pickle -- Sprachübergreifende Serialisierung -- Komprimierung -- Das buffer-Protokoll -- Verteilte Systeme -- Vernetzung -- Kryptografie -- ssl, hashlib und secrets -- pyOpenSSL -- PyNaCl und libnacl -- Cryptography…”

Tabla de Contenidos: “…DML Commands -- Query Relational Data in Azure SQL, MySQL, MariaDB, and PostgreSQL -- Summary -- Exam Essentials -- Review Questions -- Chapter 3 Nonrelational Databases in Azure -- Nonrelational Database Features -- Key-Value Store -- Document Database -- Columnar Database -- Graph Database -- Azure Cosmos DB -- High Availability -- Request Units -- Azure Cosmos DB APIs -- Management Tasks for Azure Cosmos DB -- Deployment Options -- Azure Cosmos DB Security -- Azure Cosmos DB Common Connectivity Issues -- Management Tools -- Summary -- Exam Essentials -- Review Questions -- Chapter 4 File, Object, and Data Lake Storage -- File and Object Storage Features -- Azure Storage -- Performance Tiers -- Data Redundancy -- Deploying through the Azure Portal -- Azure Storage Services -- Management Tasks for Azure Storage -- Deployment Scripting and Automation -- Azure Storage Security -- Azure Storage Common Connectivity Issues -- Management Tools -- Summary -- Exam Essentials -- Review Questions -- Chapter 5 Modern Data Warehouses in Azure -- Analytical Workload Features -- Transactional vs. …”

Tabla de Contenidos: “…Trimming the sprite sheet -- Adding the trimmed sheet -- Colliding with an obstacle -- A bounding box for a stone -- A bounding box for RedHatBoy -- Crashing on the collision -- Jumping onto a platform -- Adding a platform -- Collision from below -- Transparency in bounding boxes -- Summary -- Chapter 6: Creating an Endless Runner -- Technical requirements -- Scrolling the background -- Fixing RHB in x -- An infinite background -- Refactoring for endless running -- f32 versus i16 -- A more useful Rect -- Obstacle traits -- Removing obstacles as they go off screen -- Sharing a sprite sheet -- Many different platforms -- Creating a dynamic level -- Creating one segment -- Adding a timeline -- Creating segments -- Summary -- Chapter 7: Sound Effects and Music -- Technical requirements -- Adding the Web Audio API to the engine -- Playing a sound in Rust -- Loading the sound -- Adding audio to the engine -- Playing sound effects -- Refactoring RedHatBoyContext and RedHatBoy -- Adding a sound effect -- Playing long music -- Summary -- Chapter 8: Adding a UI -- Technical requirements -- Design a new game button -- Preparing a UI -- Showing the button with Rust -- Show the button on game over -- A state machine review -- Redesigning to a state machine -- Start a new Game -- Pre-loading -- Summary -- Part 3: Testing and Advanced Tricks -- Chapter 9: Testing, Debugging, and Performance -- Technical requirements -- Creating automated tests -- Test-driven development -- Getting started -- Pure functions -- Hiding the Browser module -- Browser tests -- Async tests -- Debugging the game -- Log versus error versus panic -- Linting and Clippy -- Measuring performance with a browser -- Frame rate counter -- Browser debugger -- Checking memory -- Summary -- Chapter 10: Continuous Deployment -- Technical requirements -- Creating a CI/CD pipeline -- GitHub Actions…”

Tabla de Contenidos: “…Intro; Half Title; Title Page; Copyright Page; Acknowledgements; Contents; List of figures; List of abbreviations; 1 Introduction; 1.1 Preamble; 1.2 Nanofibres; 1.3 Key concepts in drug delivery; 1.3.1 The therapeutic window and bioavailability; 1.3.2 Modified-release systems; 1.3.3 Dissolution, solubility and permeability; 1.3.4 Physical form; 1.4 Nanofibre characterisation; 1.4.1 Electron microscopy; 1.4.2 X-ray diffraction; 1.4.3 Thermal methods; 1.4.4 Infrared spectroscopy; 1.4.5 Functional performance; 1.4.5.1 Dissolution and permeability testing; 1.4.5.2 API quantification 1.4.6 Stability studies1.5 An overview of contemporary pharmaceutical technology; 1.5.1 Hot melt extrusion; 1.5.2 Spray drying; 1.5.3 Freeze drying; 1.5.4 Nanofibre manufacturing; 1.6 Summary; References; 2 Electrospinning fundamentals; 2.1 Background; 2.2 A brief history of electrospinning; 2.3 EHD fundamentals; 2.4 Understanding the electrospinning process; 2.4.1 Jet initiation; 2.4.2 Electrospinning vs. electrospraying; 2.4.3 Jet elongation: bending and whipping; 2.4.4 Jet solidification; 2.5 The parameters affecting electrospinning; 2.5.1 Solution parameters; 2.5.2 Processing parameters 2.5.3 Environmental parameters2.5.4 Solvent and polymer selection; 2.6 The experimental set-up; 2.6.1 Basics; 2.6.2 The power supply and syringe pump; 2.6.3 The spinneret; 2.6.4 The collector; 2.6.5 Other considerations; 2.6.6 Establishing and troubleshooting an electrospinning process; 2.7 Fibre properties; 2.8 Characterisation; 2.9 Summary; References; 3 Monoaxial electrospinning; 3.1 Introduction; 3.2 Experimental considerations; 3.2.1 Solution parameters; 3.2.2 Processing parameters; 3.2.3 The spinneret; 3.2.4 Polymer choice; 3.2.5 Starting experimental work; 3.3 Fibre properties 3.4 Some typical results3.5 Fast-dissolving drug delivery systems; 3.5.1 Electrospun fast-dissolving drug delivery systems; 3.5.2 Caveats; 3.5.3 Multicomponent formulations; 3.5.4 Stability; 3.6 Extended-release systems; 3.6.1 Applications; 3.6.2 Drawbacks and release mechanisms; 3.7 pH-controlled delivery; 3.7.1 Oral administration; 3.7.2 Anticancer applications; 3.8 Pulsatile release; 3.9 Multilayer materials; 3.10 Thermoresponsive systems; 3.11 Emulsion and suspension electrospinning; 3.11.1 Emulsions; 3.11.2 Suspensions; 3.12 Tissue-engineering applications 3.13 Using fibres as sacrificial templates3.14 Conclusions; References; 4 Coaxial and multi-axial electrospinning; 4.1 Introduction; 4.2 Experimental considerations; 4.2.1 Handling two liquids; 4.2.2 The spinneret and electrodes; 4.2.3 Establishing a coaxial process; 4.3 Extended-release systems; 4.3.1 Preventing burst release; 4.3.2 Biphasic release; 4.4 Targeted drug delivery; 4.5 Multifunctional materials; 4.6 Other applications; 4.7 Protein delivery systems; 4.8 Cell electrospinning; 4.9 Modified coaxial spinning; 4.10 Triaxial and quad-axial systems; 4.11 Conclusions; References…”

Tabla de Contenidos: “…Chapter 7: Productionizing ML on Databricks -- Deploying the MLOps inner loop -- Registering a model -- Collaborative development -- Deploying the MLOps outer loop -- Workflows -- DABs -- REST API -- Deploying your model -- Model Inference -- Model serving -- Applying our learning -- Technical requirements -- Project - Favorita Sales forecasting -- Project - Streaming Transactions -- Project - multilabel image classification -- Project - retrieval augmented generation chatbot -- Summary -- Questions -- Answers -- Further reading -- Chapter 8: Monitoring, Evaluating, and More -- Monitoring your models -- Building gold layer visualizations -- Leveraging Lakeview dashboards -- Visualizing big data with Databricks SQL dashboards -- Python UDFs -- Connecting your applications -- Incorporating LLMs for analysts with SQL AI Functions -- Applying our learning -- Technical requirements -- Project: Favorita store sales -- Project -streaming transactions -- Project: retrieval-augmented generation chatbot -- Summary -- Questions -- Answers -- Further reading -- Index -- Other Books You May Enjoy…”

Tabla de Contenidos: “…Monitoring connection events -- Recovering from lost connections -- Publishing sensor data -- Choosing relevant values -- Choosing a quality of service -- Publishing the light field -- Checking encrypted communication -- Adding MQTT support to the actuator -- Subscribing to topics -- Handling incoming commands -- Testing MQTT -- Security considerations -- Managing authentication -- Managing privacy -- Managing interoperability -- Managing authorization -- Summary -- Chapter 5: Publishing Data Using HTTP -- Introducing the HTTP protocol -- Locating a resource -- Understanding the Request/Response pattern -- Handling sessions -- Limiting connectivity -- Choosing a connection direction -- Understanding methods -- Updating resources -- Interacting with resources -- Encoding content -- Applying headers -- Optimizing requests -- Sending content -- Understanding status codes -- Using encryption -- Validating certificates -- Redefining the web -- Preparing our project -- Creating an HTTP server -- Adding dynamic synchronous resources -- Choosing representation -- Returning an XMLresponse -- Adding a schema reference -- Adding momentary values -- Returning an image response -- Explicitly encoding your content -- Adding dynamic asynchronous resources -- Decoding content -- Performing control action -- Summary -- Chapter 6: Creating Web Pages for Your Devices -- Adding file-based resources to your projects -- Converting Markdown to HTML in real time -- Adding simple Markdown content to the sensor project -- Calling our sensor API from JavaScript -- Adding simple Markdown content to the actuator project -- Calling our actuator API from JavaScript -- Adding default redirections -- Plotting graphs -- Reading historical values from the database -- Plotting historical values -- Displaying the plot -- Generalizing the page -- Creating a menu system…”

Tabla de Contenidos: “…Anyone can do anything -- Legacy mode -- Logged-in users can do anything -- Matrix-based security -- Project-based Matrix Authorization Strategy -- Summary -- Chapter 5: Distributed Builds -- Distributed build and test -- The Jenkins Manage Nodes page -- Adding Jenkins slaves - standalone Linux machine/VMs -- Passing environment variables to Jenkins slaves -- Passing tools' locations to Jenkins slaves -- Launching a Jenkins slave via SSH -- More about the active Jenkins slave -- Adding Jenkins slaves - standalone Windows machine/VMs -- Launching a Jenkins slave via Java Web Start -- Adding Jenkins slaves - Docker containers -- Prerequisites -- Setting up a Docker server -- Setting up the repository -- Installing Docker using apt-get -- Installing Docker using a .deb package -- Enabling Docker remote API -- Modifying the docker.conf file -- Modifying the docker.service file -- Installing the Docker plugin -- Configuring the Docker plugin -- Creating a Docker image - Jenkins slave -- Adding Docker container credentials in Jenkins -- Updating the Docker settings inside Jenkins -- Summary -- Chapter 6: Installing SonarQube and Artifactory -- Installing and configuring SonarQube -- Installing Java -- Downloading the SonarQube package -- Running the SonarQube application -- Resetting the default credentials and generating a token -- Creating a project inside SonarQube -- Installing the build breaker plugin for SonarQube -- Creating quality gates -- Updating the default quality profile -- Installing the SonarQube plugin in Jenkins -- Configuring the SonarQube plugin in Jenkins -- Installing and configuring Artifactory -- Installing Java -- Downloading the Artifactory package -- Running the Artifactory application -- Resetting the default credentials and generating an API key -- Creating a repository in Artifactory…”

Tabla de Contenidos: “…Configuring, linking, and triggering your App Clip -- Testing your App Clip Experiences -- Summary -- Chapter 15: Recognition with Vision Framework -- Technical requirements -- Introduction to the Vision framework -- Recognizing text in images -- Region of interest -- Recognizing hand landmarks in real time -- Understanding hand landmarks -- Implementing hand detection -- Summary -- Chapter 16: Creating Your First Widget -- Technical requirements -- Introducing widgets and WidgetKit -- Widget options -- Widget guidelines -- Developing your first widget -- Creating a widget extension -- Implementing multiple-size widgets -- Providing the widget with data and configuration -- Refreshing the widget's data -- Summary -- Chapter 17: Using Augmented Reality -- Understanding ARKit -- Understanding how ARKit renders content -- Understanding how ARKit tracks the physical environment -- Using ARKit Quick Look -- Implementing the ARKit Quick Look view controller -- Exploring SpriteKit -- Creating a SpriteKit scene -- Exploring SceneKit -- Creating a basic SceneKit scene -- Implementing an Augmented Reality gallery -- Adding image tracking -- Preparing images for tracking -- Building the image tracking experience -- Placing your own content in 3D space -- Summary -- Chapter 18: Creating a macOS app with Catalyst -- Technical requirements -- Discovering Mac Catalyst -- Exploring new Mac Catalyst features -- Building your first Mac Catalyst app -- Exploring the iPad app -- Scaling your iPad app for Mac -- Optimizing your iPad app for Mac -- Summary -- Chapter 19: Ensuring App Quality with Tests -- Testing logic with XCTest -- Understanding what it means to test code -- Setting up a test suite with XCTest -- Optimizing code for testability -- Introducing the question loader -- Mocking API responses -- Using models for consistency…”

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Tabla de Contenidos: “…Foreword -- Acknowledgments -- Introduction -- Concepts and Tools -- Windows Operating System Versions -- Foundation Concepts and Terms -- Windows API -- Services, Functions, and Routines -- Processes, Threads, and Jobs -- Virtual Memory -- Kernel Mode vs. …”

Tabla de Contenidos: “…Cover -- Copyright -- Credits -- About the Author -- About the Reviewer -- www.PacktPub.com -- Customer Feedback -- Table of Contents -- Preface -- Chapter 1: The First Step - Concurrency Design Principles -- Basic concurrency concepts -- Concurrency versus parallelism -- Synchronization -- Immutable object -- Atomic operations and variables -- Shared memory versus message passing -- Possible problems in concurrent applications -- Data race -- Deadlock -- Livelock -- Resource starvation -- Priority inversion -- A methodology to design concurrent algorithms -- The starting point - a sequential version of the algorithm -- Step 1 - analysis -- Step 2 - design -- Step 3 - implementation -- Step 4 - testing -- Step 5 - tuning -- Conclusion -- Java Concurrency API -- Basic concurrency classes -- Synchronization mechanisms -- Executors -- The fork/join framework -- Parallel streams -- Concurrent data structures -- Concurrency design patterns -- Signaling -- Rendezvous -- Mutex -- Multiplex -- Barrier -- Double-checked locking -- Read-write lock -- Thread pool -- Thread local storage -- Tips and tricks for designing concurrent algorithms -- Identifying the correct independent tasks -- Implementing concurrency at the highest possible level -- Taking scalability into account -- Using thread-safe APIs -- Never assume an execution order -- Preferring local thread variables over static and shared when possible -- Finding the easier parallelizable version of the algorithm -- Using immutable objects when possible -- Avoiding deadlocks by ordering the locks -- Using atomic variables instead of synchronization -- Holding locks for as short a time as possible -- Taking precautions using lazy initialization -- Avoiding the use of blocking operations inside a critical section -- Summary -- Chapter 2: Working with Basic Elements - Threads and Runnables…”

Tabla de Contenidos: “…Omnichannel for Dynamics 365 Customer Service -- Robotic process automation with Power Automate Desktop flows -- Understanding mobile clients -- Learning about Power Platform administration and monitoring -- Understanding Power Platform administration centers -- Microsoft Azure portal -- Microsoft 365 Admin Center -- Power Platform Admin Center -- Power BI admin portal -- Understanding PowerShell administration and monitoring -- Microsoft 365 administration -- Power Platform administration -- Power BI administration -- PowerShell monitoring -- Learning about API administration -- Microsoft 365 administration -- Power Platform administration -- Power BI administration -- Administration and monitoring using Power Automate -- Administration using Azure DevOps -- Learning about platform auditing -- Office 365 Activity Logging -- Dataverse auditing -- Understanding application monitoring -- Presenting architectural best practices -- Introducing single tenants or multiple tenants -- Development and testing environments -- Unsupported integration topology -- Understanding environment strategies -- Default environment -- Developer environment -- Shared test and production environment -- Dedicated environment -- Complex testing -- Multiple release strategy -- Product upgrades -- Other environment types -- Environment regions -- Administration and monitoring -- Contoso Inc. …”

Tabla de Contenidos: “…Kernel trick -- Data augmentation -- Image data augmentation -- Implementing an SVM with data augmentation in Python -- Introducing the CIFAR-10 dataset -- Loading the CIFAR-10 dataset in Python -- Preprocessing the data for SVM training -- Implementing an SVM with the default hyperparameters -- Evaluating SVM on the original dataset -- Implementing an SVM with an augmented dataset -- Training the SVM on augmented data -- Evaluating the SVM's performance on the augmented dataset -- Image classification using the SVM with data augmentation on the MNIST dataset -- Convolutional neural networks using augmented image data -- How CNNs work -- Practical example of a CNN using data augmentation -- CNN using image data augmentation with the CIFAR-10 dataset -- Summary -- Part 3: Labeling Text, Audio, and Video Data -- Chapter 7: Labeling Text Data -- Technical requirements -- Real-world applications of text data labeling -- Tools and frameworks for text data labeling -- Exploratory data analysis of text -- Loading the data -- Understanding the data -- Cleaning and preprocessing the data -- Exploring the text's content -- Analyzing relationships between text and other variables -- Visualizing the results -- Exploratory data analysis of sample text data set -- Exploring Generative AI and OpenAI for labeling text data -- GPT models by OpenAI -- Zero-shot learning capabilities -- Text classification with OpenAI models -- Data labeling assistance -- OpenAI API overview -- Use case 1 - summarizing the text -- Use case 2 - topic generation for news articles -- Use case 3 - classification of customer queries using the user-defined categories and sub-categories -- Use case 4 - information retrieval using entity extraction -- Use case 5 - aspect-based sentiment analysis -- Hands-on labeling of text data using the Snorkel API…”

Tabla de Contenidos: “…Chapter 11: Backend Architecture -- API -- RESTful API -- HTTP request methods -- GET -- POST -- PUT -- DELETE -- Authentication -- Basic authentication -- JSON Web Token -- Header -- Payload -- Signature -- Practical -- RESTful web service -- Java client -- Redis -- Installation -- Redis server -- Redis client -- Working with Redis -- Redis data types and structures -- String -- HashMap -- List -- Set -- Redis Publish/Subscribe -- Common key operations -- Summary -- Chapter 12: Machine Learning -- Machine learning -- Types of algorithms -- Parametric algorithms -- Non-parametric algorithms -- Supervised learning -- The classification model -- Binary classification -- Multi-class classification -- The regression model -- Linear regression -- Polynomial regression -- Unsupervised learning -- Clustering, k-means -- Neural networks -- Feedforward neural network -- Recurrent neural network -- Symmetrically connected neural network -- Deep neural networks -- Decision tree classifiers -- Summary -- Chapter 13: Artificial Intelligence -- Artificial intelligence -- Convolutional neural networks -- Deep learning using TensorFlow -- TensorFlow -- Installation -- TensorFlow program -- Uninstalling TensorFlow -- TensorBoard -- Program -- Launching TensorBoard -- TensorBoard graph -- Object detection using YOLO -- Installation -- Compiling YOLO library -- Trained weights -- Detecting objects in an image -- Summary -- Chapter 14: Elasticsearch -- Installing Elasticsearch -- Starting the Elasticsearch server -- Auto starting the Elasticsearch service -- Stopping the Elasticsearch server -- Uninstalling Elasticsearch -- Kibana -- Installation -- Starting Kibana -- Uninstalling Kibana -- Security -- Securing Elasticsearch -- Securing Kibana -- Understanding queries - CRUD commands -- Creating -- Reading -- Updating -- Deleting -- Summary…”

Tabla de Contenidos: “…Cover -- Copyright -- Credits -- About the Authors -- About the Reviewers -- www.PacktPub.com -- Packt is Searching for Authors Like You -- Table of Contents -- Preface -- Chapter 1: Giving Computers the Ability to Learn from Data -- Building intelligent machines to transform data into knowledge -- The three different types of machine learning -- Making predictions about the future with supervised learning -- Classification for predicting class labels -- Regression for predicting continuous outcomes -- Solving interactive problems with reinforcement learning -- Discovering hidden structures with unsupervised learning -- Finding subgroups with clustering -- Dimensionality reduction for data compression -- Introduction to the basic terminology and notations -- A roadmap for building machine learning systems -- Preprocessing - getting data into shape -- Training and selecting a predictive model -- Evaluating models and predicting unseen data instances -- Using Python for machine learning -- Installing Python and packages from the Python Package Index -- Using the Anaconda Python distribution and package manager -- Packages for scientific computing, data science, and machine learning -- Summary -- Chapter 2: Training Simple Machine Learning Algorithms for Classification -- Artificial neurons - a brief glimpse into the early history of machine learning -- The formal definition of an artificial neuron -- The perceptron learning rule -- Implementing a perceptron learning algorithm in Python -- An object-oriented perceptron API -- Training a perceptron model on the Iris dataset -- Adaptive linear neurons and the convergence of learning -- Minimizing cost functions with gradient descent -- Implementing Adaline in Python -- Improving gradient descent through feature scaling -- Large-scale machine learning and stochastic gradient descent -- Summary…”

Tabla de Contenidos: “…Debugging by Printing -- printk -- Redirecting Console Messages -- How Messages Get Logged -- Turning the Messages On and Off -- Rate Limiting -- Printing Device Numbers -- Debugging by Querying -- Using the /proc Filesystem -- Implementing files in /proc -- An older interface -- Creating your /proc file -- The seq_file interface -- The ioctl Method -- Debugging by Watching -- Debugging System Faults -- Oops Messages -- System Hangs -- Debuggers and Related Tools -- Using gdb -- The kdb Kernel Debugger -- The kgdb Patches -- The User-Mode Linux Port -- The Linux Trace Toolkit -- Dynamic Probes -- Concurrency and Race Conditions -- Pitfalls in scull -- Concurrency and Its Management -- Semaphores and Mutexes -- The Linux Semaphore Implementation -- Using Semaphores in scull -- Reader/Writer Semaphores -- Completions -- Spinlocks -- Introduction to the Spinlock API -- Spinlocks and Atomic Context -- The Spinlock Functions -- Reader/Writer Spinlocks -- Locking Traps -- Ambiguous Rules -- Lock Ordering Rules -- Fine- Versus Coarse-Grained Locking -- Alternatives to Locking -- Lock-Free Algorithms -- Atomic Variables -- Bit Operations -- seqlocks -- Read-Copy-Update -- Quick Reference -- Advanced Char Driver Operations -- ioctl -- Choosing the ioctl Commands -- The Return Value -- The Predefined Commands -- Using the ioctl Argument -- Capabilities and Restricted Operations -- The Implementation of the ioctl Commands -- Device Control Without ioctl -- Blocking I/O -- Introduction to Sleeping -- Simple Sleeping -- Blocking and Nonblocking Operations -- A Blocking I/O Example -- Advanced Sleeping -- How a process sleeps -- Manual sleeps -- Exclusive waits -- The details of waking up -- Ancient history: sleep_on -- Testing the Scullpipe Driver -- poll and select -- Interaction with read and write -- Reading data from the device -- Writing to the device…”