Tabla de Contenidos: “…-- Applications of POS tagging -- Training a POS tagger -- Training a sentiment classifier for movie reviews -- Training a bag-of-words classifier -- Summary -- Chapter 3: Deep Learning and TensorFlow -- Deep learning -- Perceptron -- Activation functions -- Sigmoid -- Hyperbolic tangent -- Rectified linear unit -- Neural network -- One-hot encoding -- Softmax -- Cross-entropy -- Training neural networks -- Backpropagation -- Gradient descent -- Stochastic gradient descent -- Regularization techniques -- Dropout -- Batch normalization -- L1 and L2 normalization -- Convolutional Neural Network -- Kernel -- Max pooling -- Recurrent neural network -- Long-Short Term Memory -- TensorFlow -- General Purpose - Graphics Processing Unit -- CUDA -- cuDNN -- Installation -- Hello world! -- Adding two numbers…”

Tabla de Contenidos: “…Cover -- Copyright -- Credits -- About the Author -- About the Reviewer -- www.PacktPub.com -- Customer Feedback -- Table of Contents -- Preface -- Chapter 1: Transitioning from Data Developer to Data Scientist -- Data developer thinking -- Objectives of a data developer -- Querying or mining -- Data quality or data cleansing -- Data modeling -- Issue or insights -- Thought process -- Developer versus scientist -- New data, new source -- Quality questions -- Querying and mining -- Performance -- Financial reporting -- Visualizing -- Tools of the trade -- Advantages of thinking like a data scientist -- Developing a better approach to understanding data -- Using statistical thinking during program or database designing -- Adding to your personal toolbox -- Increased marketability -- Perpetual learning -- Seeing the future -- Transitioning to a data scientist -- Let's move ahead -- Summary -- Chapter 2: Declaring the Objectives -- Key objectives of data science -- Collecting data -- Processing data -- Exploring and visualizing data -- Analyzing the data and/or applying machine learning to the data -- Deciding (or planning) based upon acquired insight -- Thinking like a data scientist -- Bringing statistics into data science -- Common terminology -- Statistical population -- Probability -- False positives -- Statistical inference -- Regression -- Fitting -- Categorical data -- Classification -- Clustering -- Statistical comparison -- Coding -- Distributions -- Data mining -- Decision trees -- Machine learning -- Munging and wrangling -- Visualization -- D3 -- Regularization -- Assessment -- Cross-validation -- Neural networks -- Boosting -- Lift -- Mode -- Outlier -- Predictive modeling -- Big Data -- Confidence interval -- Writing -- Summary -- Chapter 3: A Developer's Approach to Data Cleaning -- Understanding basic data cleaning…”

Tabla de Contenidos: “…-- Purchasing the Raspberry Pi -- Setting up the Raspberry Pi -- Moving on to the LXTerminal -- Basic Linux commands -- Helpful commands -- The Magic Mirror -- Downloading the Magic Mirror repository -- Installing Node.js -- Installing Grunt -- Working with the configuration file -- Editing the configuration file -- Understanding the module -- Installing third-party modules -- Summary -- Chapter 2: Automated Gardening System -- Items required for the project -- Waterproof junction box -- Arduino Pro Mini 5v&amp -- #160 -- ATMEGA328P -- USB FTDI connector -- 5V power supply -- 5V&amp -- #160 -- relay -- Soil humidity sensor (hygrometer) -- Photoresistor -- Submersible pump -- Drip irrigation system -- Water reservoir -- Setting up gardening system code (reading humidity) -- Setting up the Arduino IDE -- Testing the Arduino Pro Mini -- Connecting the Arduino Pro Mini to the USB FTDI connector (FT232RL) and your computer -- Deploying your code -- Reading the humidity sensor -- Connect the humidity sensor to the Arduino Pro Mini -- Uploading the sketch and testing humidity measurements -- Connecting the pump power and control -- Connecting the relay to the control circuit (Arduino Pro Mini) -- Connecting Arduino to the relay -- Uploading the relay test sketch to the Arduino -- Triggering the pump with the hygrometer -- Adding another sensor (photoresistor) to optimize your gardening -- Connecting the photoresistor -- Updating the sketch to add photoresistor readings to the decision-making -- Connecting it all together -- Summary -- Chapter 3: Integrating CheerLights into a Holiday Display…”

Tabla de Contenidos: “…-- Developing a Splunk app -- Creating the Splunk application and technology add-on -- Packaging the application -- Installing a Splunk app via Splunk Web -- Installing the Splunk app manually -- Developing a Splunk add-on -- Building an add-on -- Installing a technology add-on -- Managing Splunk apps and add-ons -- Splunk apps from the app store -- Summary -- Chapter 3: On-Boarding Data in Splunk -- Deep diving into various input methods and sources -- Data sources -- Structured data -- Web and cloud services -- IT operations and network security -- Databases -- Application and operating system data -- Data input methods -- Files and directories -- Network sources -- Windows data -- Adding data to Splunk-new interfaces -- HTTP Event Collector and configuration -- HTTP Event Collector -- Configuration via Splunk Web -- Managing the Event Collector token…”

Tabla de Contenidos: “…Creating an Auto Scaling Group -- Increasing a fleet manually -- Scaling-Out and Scaling-In dynamically -- Scaling on schedule -- Lifecycle hooks and cooldown -- Termination policies -- Termination protection -- Suspending the Auto Scaling process -- Standby mode -- Deleting an Auto Scaling Group -- Summary -- Chapter 10: Laying Foundation for RDS Databases -- Database engines on RDS -- Deployment consideration -- DB instance classes -- Multi-AZ and standby -- Read replicas -- Compliance -- Data encryption -- Database access and IAM -- DB Security Groups -- DB Subnet Groups -- DB Parameter Groups -- DB Option Groups -- Summary -- Chapter 11: DB Instance Administration and Management -- RDS storage type -- Licensing models on RDS -- Understanding maintenance windows -- Spinning up RDS DB instances -- Multi-AZ deployment -- Enabling encryption on RDS -- Connecting to an RDS instance with and without SSL -- Stop, start, and restart of a DB instance -- Adding space to a DB instance -- RDS backup -- RDS restore -- Manual snapshot of the RDS instance -- Deleting an RDS instance -- Checking account limit and attributes -- Summary -- Chapter 12: Working with RDS Read Replicas -- Creating read replicas -- Rebooting read replicas -- Connecting to a read replica -- Promoting read replicas to primary -- Deleting read replicas -- Use case - balancing traffic between read replicas -- Summary -- Chapter 13: AWS Elastic Beanstalk -- What is Elastic Beanstalk? …”

Tabla de Contenidos: “…Writing a ROS Python driver for ChefBot -- Understanding ChefBot ROS launch files -- Working with ChefBot Python nodes and launch files -- Working with SLAM on ROS to build a map of the room -- Working with ROS localization and navigation -- Summary -- Questions -- Further reading -- Chapter 9: Designing a GUI for a Robot Using Qt and Python -- Technical requirements -- Installing Qt on Ubuntu 16.04 LTS -- Working with Python bindings of Qt -- PyQt -- Installing PyQt in Ubuntu 16.04 LTS -- PySide -- Installing PySide on Ubuntu 16.04 LTS -- Working with PyQt and PySide -- Introducing Qt Designer -- Qt signals and slots -- Converting a UI file into Python code -- Adding a slot definition to PyQt code -- Operation of the Hello World GUI application -- Working with ChefBot's control GUI -- Installing and working with rqt in Ubuntu 16.04 LTS -- Summary -- Questions -- Further reading -- Assessments -- Other Books You May Enjoy -- Index…”

Tabla de Contenidos: “…Facing Interfaces 182 -- 9.13 Tracing a Packet through the Network 183 -- 9.14 Adding More Services 186 -- 9.15 Multicast Traffic 188 -- 9.16 Using Bandwidth Reservations 190 -- 9.17 Conclusion 191 -- Further Reading 191 -- 10 Case Study QOS in the Data Center 192 -- 10.1 The New Traffic Model for Modern Data Centers 192 -- 10.2 The Industry Consensus about Data Center Design 196 -- 10.3 What Causes Congestion in the Data Center? …”

Tabla de Contenidos: “…Configuring SNAT on Linux -- Enabling DNAT -- Forwarding Traffic to a Gateway -- DHCP Spoofing -- ARP Poisoning -- Final Words -- Chapter 5: Analysis from the Wire -- The Traffic-Producing Application: SuperFunkyChat -- Starting the Server -- Starting Clients -- Communicating Between Clients -- A Crash Course in Analysis with Wireshark -- Generating Network Traffic and Capturing Packets -- Basic Analysis -- Reading the Contents of a TCP Session -- Identifying Packet Structure with Hex Dump -- Viewing Individual Packets -- Determining the Protocol Structure -- Testing Our Assumptions -- Dissecting the Protocol with Python -- Developing Wireshark Dissectors in Lua -- Creating the Dissector -- The Lua Dissection -- Parsing a Message Packet -- Using a Proxy to Actively Analyze Traffic -- Setting Up the Proxy -- Protocol Analysis Using a Proxy -- Adding Basic Protocol Parsing -- Changing Protocol Behavior -- Final Words -- Chapter 6: Application Reverse Engineering -- Compilers, Interpreters, and Assemblers -- Interpreted Languages -- Compiled Languages -- Static vs. …”

Tabla de Contenidos: “…. -- Getting Started with Data Mining -- Scikit-learn tutorials -- Extending the Jupyter Notebook -- More datasets -- Other Evaluation Metrics -- More application ideas -- Classifying with scikit-learn Estimators -- Scalability with the nearest neighbor -- More complex pipelines -- Comparing classifiers -- Automated Learning -- Predicting Sports Winners with Decision Trees -- More complex features -- Dask -- Research -- Recommending Movies Using Affinity Analysis -- New datasets -- The Eclat algorithm -- Collaborative Filtering -- Extracting Features with Transformers -- Adding noise -- Vowpal Wabbit -- word2vec -- Social Media Insight Using Naive Bayes -- Spam detection -- Natural language processing and part-of-speech tagging -- Discovering Accounts to Follow Using Graph Mining -- More complex algorithms -- NetworkX -- Beating CAPTCHAs with Neural Networks -- Better (worse?) …”

Tabla de Contenidos: “…Explicit Razor expressions -- Expression encoding -- Directives -- Directive attributes -- Creating a Razor component -- Redesigning the login page using a Razor component -- The Model-View-ViewModel (MVVM) pattern in Blazor -- Dependency injection in Blazor -- CSS isolation -- Summary -- Chapter 8: Understanding the Blazor Layout and Routing -- Technical requirements -- Understanding client-side routing -- Setup of BlazorWebView -- Setup of Router -- Defining routes -- Using Blazor layout components -- Applying a layout to a component -- Nesting layouts -- Implementing navigation elements -- Implementing a list view -- Adding a new item and navigating back -- Summary -- Chapter 9: Implementing Blazor Components -- Technical requirements -- Understanding Razor components -- Inheritance -- Creating a Razor class library -- Using static assets in the Razor class library -- Creating reusable Razor components -- Creating a base modal dialog component -- Data binding -- Component parameters -- Nested components -- Two-way data binding -- Communicating with cascading values and parameters -- Understanding the component lifecycle -- SetParametersAsync -- OnInitialized and OnInitializedAsync -- OnParametersSet and OnParametersSetAsync -- ShouldRender -- OnAfterRender and OnAfterRenderAsync -- Implementing CRUD operations -- CRUD operations of items -- CRUD operations of fields -- Summary -- Chapter 10: Advanced Topics in Creating Razor Components -- Technical requirements -- Creating more Razor components -- Creating the Navbar component -- Creating a Dropdown component for the context menu -- Using templated components -- Creating a ListView component -- Using the ListView component -- Built-in components and validation -- Using built-in components -- Using the EditForm component -- Creating an EditFormDialog component -- Summary -- Further reading…”

Tabla de Contenidos: “…Performing data transformation tasks -- Creating a lake database -- Summary -- Chapter 7: Data Visualization with Power BI -- Technical requirements -- Introduction to the Power BI integration -- Creating a Power BI report -- Adding data sources to your Power BI report -- Connecting Power BI with your Azure Synapse workspace -- Authoring Power BI reports from Azure Synapse Studio -- Summary -- Chapter 8: Building Machine Learning Experiments -- Technical requirements -- Understanding the application of ML -- Introducing ML into your projects with AutoML -- Creating an Azure Machine Learning workspace -- Configuring the Azure Machine Learning integration -- Finding the best model with AutoML -- Exploring additional ML capabilities in Azure Synapse -- Using pre-trained models with Cognitive Services -- Finding patterns using KQL -- Training models with Apache Spark MLlib -- Building applications with SynapseML -- Summary -- Chapter 9: Exporting Data from Data Explorer Pools -- Technical requirements -- Understanding data export scenarios -- Exporting data with client tools -- Using server-side export to pull data -- Performing robust exports with server-side data push -- Exporting to cloud storage -- Exporting to SQL tables -- Exporting to external tables -- Configuring continuous data export -- Summary -- Part 3: Managing Azure Synapse Data Explorer -- Chapter 10: System Monitoring and Diagnostics -- Technical requirements -- Monitoring your environment -- Checking your Data Explorer pool capacity -- Monitoring query execution -- Reviewing object metadata and changes -- Setting up alerts -- Creating action groups -- Creating alert rules -- Summary -- Chapter 11: Tuning and Resource Management -- Technical requirements -- Implementing resource governance with workload groups -- Managing workload groups -- Classifying user requests…”

Tabla de Contenidos: “…Scheduling -- Notifications -- Passenger -- Identification -- Using asynchronous actions -- Benefits of asynchronous programming -- Asynchronous parallel processing -- Summary -- Questions -- Further reading -- Part 2: Testing and Deploying Microservices -- Chapter 5: Containerization and Local Environment Setup -- Technical requirements -- Reviewing containerization fundamentals -- Development benefits -- Setting up the local environment -- Creating local infrastructure using Docker -- Leveraging GitHub Codespaces and Dev Containers -- Using Dockerfiles to build and run locally -- Sequential versus multi-stage files -- Adding services to the Docker Compose file -- Summary -- Questions -- Further reading -- Chapter 6: Localized Testing and Debugging of Microservices -- Technical requirements -- Configuring orchestration and containers -- Everything as Code (EaC) -- Creating container images -- Debugging in containers -- Debugging individual microservices -- Orchestrating and debugging all services -- Fixing the Debug custom image -- Testing against containers -- Functionality testing -- Load testing -- Summary -- Questions -- Further reading -- Chapter 7: Microservice Observability -- Technical requirements -- Observability -- Metrics -- Logs -- Traces -- Liveness and readiness -- Liveness endpoints -- Readiness endpoints -- Aggregation of logs -- Creating an Azure Application Insights instance -- Streaming telemetry to Application Insights -- Streaming logs to Application Insights -- Correlation and causation -- Producing logging and an event payload with correlation and causation IDs -- Consumer logging with consistent correlation and causation IDs -- Summary -- Questions -- Further reading -- Chapter 8: CI/CD Pipelines and Integrated Testing -- Technical requirements -- Reviewing common CI/CD patterns -- Environment-based -- Artifact management…”

Tabla de Contenidos: “…-- How to utilize build tags -- Creating a pro, free, and dev version -- Adding build tags to enable pprof -- Building with tags…”

Tabla de Contenidos: “…Taxes on property are low by international standards -- Value added tax -- Figure 1.14. The standard VAT rate is high but the revenue base is narrow -- A more inclusive business sector -- Box 1.1. …”

Tabla de Contenidos: “…-- Establishing a governance model -- Sandboxing micro frontends -- General security concerns and mitigations -- Summary -- Chapter 18: Impact of Micro Frontends on UX and Screen Design -- Technical requirements -- Always adding one -- Learning to start at zero -- Sharing designs efficiently -- Creating designs without designers -- Summary -- Chapter 19: Building a Great Developer Experience -- Technical requirements -- Providing a minimum developer experience -- Supporting development in standard IDEs -- Improving the scaffolding experience -- Establishing a decent developer experience -- Centralizing code documentation -- Using videos -- Assisting with code analysis -- Improving testability -- Achieving the best developer experience -- Integrating error codes -- Providing an offline-first development environment -- Customizing via browser extensions -- Implementing a developer portal -- Summary -- Chapter 20: Case Studies -- Technical requirements -- A user-facing portal solution -- Problem description -- Team setup -- Solution -- Impact -- An administration portal solution -- Problem description -- Team setup -- Solution -- Impact…”

Tabla de Contenidos: “…-- MongoDB terminology -- Setting up MongoDB -- Initializing the MongoDB database -- Integrating microservices with MongoDB -- Working with user resources -- GET api/v1/users -- GET api/v1/users/[user_id] -- POST api/v1/users -- PUT api/v1/users/[user_id] -- DELETE api/v1/users -- Working with the tweets resources -- GET api/v2/tweets -- GET api/v2/tweets/[user_id] -- POST api/v2/tweets -- Summary -- Chapter 5: Building WebViews with React -- Understanding React -- Setting up the React environment -- Installing node -- Creating package.json -- Building webViews with React -- Integrating webView with microservices -- User authentication -- Login user -- Sign up user -- User profile -- Log out users -- Testing the React webViews -- Jest -- Selenium -- Summary -- Chapter 6: Creating UIs to Scale with Flux -- Understanding Flux -- Flux concepts -- Adding dates to UI -- Building user interfaces with Flux -- Actions and dispatcher -- Stores -- Summary -- Chapter 7: Learning Event Sourcing and CQRS -- Introduction -- Understanding Event Sourcing -- Laws of Event Sourcing -- Introduction to CQRS -- Advantages of the CQRS-ified architecture -- Challenges related to ES and CQRS -- Overcoming challenges -- Problem solving -- Explanation of the problem -- The solution -- Kafka as an eventstore -- Applying Event Sourcing with Kafka -- How it works -- Summary…”

Tabla de Contenidos: “…Denoising autoencoders -- An example of a denoising autoencoder with TensorFlow -- Sparse autoencoders -- Adding sparseness to the Fashion MNIST deep convolutional autoencoder -- Variational autoencoders -- An example of a variational autoencoder with TensorFlow -- Summary -- Chapter 12: Generative Adversarial Networks -- Adversarial training -- Example of DCGAN with TensorFlow -- Wasserstein GAN (WGAN) -- Example of WGAN with TensorFlow -- Summary -- Chapter 13: Deep Belief Networks -- MRF -- RBMs -- DBNs -- Example of unsupervised DBN in Python -- Example of Supervised DBN with Python -- Summary -- Chapter 14: Introduction to Reinforcement Learning -- Reinforcement Learning fundamentals -- Environment -- Rewards -- Checkerboard environment in Python -- Policy -- Policy iteration -- Policy iteration in the checkerboard environment -- Value iteration -- Value iteration in the checkerboard environment -- TD(0) algorithm -- TD(0) in the checkerboard environment -- Summary -- Chapter 15: Advanced Policy Estimation Algorithms -- TD(λ) algorithm -- TD(λ) in a more complex Checkerboard environment -- Actor-Critic TD(0) in the checkerboard environment -- SARSA algorithm -- SARSA in the checkerboard environment -- Q-learning -- Q-learning in the checkerboard environment -- Q-learning using a neural network -- Summary -- Other Books You May Enjoy -- Index…”

Tabla de Contenidos: “…. -- Mutating instance methods -- Adding new initializer -- Define subscripts -- Working with memory management and ARC -- Getting ready -- How to do it... -- How it works... -- There's more... -- Using error handling -- Getting ready -- How to do it... -- How it works... -- There's more... -- Multiple catch statements -- Disable error propagation -- Using generics to write generic and reusable code -- Getting ready -- How to do it... -- How it works... -- Chapter 2: The Essentials -- Introduction -- Using UIView via code or interface builder to build your own custom views -- Getting ready -- How to do it... -- How it works... -- There's more... -- Working with navigation controller and navigation bar -- Getting ready -- How to do it... -- How it works... -- There's more... -- Push and pop -- Hiding navigation bar -- Navigation bar color -- Working with stack views -- How to do it…”

Tabla de Contenidos: “…Fully-brokered route service -- Static-brokered route service -- User-provided route service -- Route service example -- Service integration strategies -- Summary -- Chapter 9: Buildpacks -- Buildpacks on Cloud Foundry -- Common buildpacks on Cloud Foundry -- Consuming and managing buildpacks on Cloud Foundry -- Offline versus online buildpacks -- Consuming external buildpacks on Cloud Foundry -- Adding a new buildpack to Cloud Foundry -- Updating a buildpack on Cloud Foundry -- Deleting a buildpack -- Existing cached droplets and maintaining installed buildpacks -- Deep-dive into buildpacks -- How buildpacks actually work with Cloud Foundry -- The detect script -- The compile script -- The release script -- The droplet -- Creating buildpacks -- Creating the Simple-HTTP buildpack -- Setting up Buildpack-packager -- Creating the buildpack -- Installing the buildpack -- Test driving the Simple-Http buildpack -- Summary -- Chapter 10: Troubleshooting Applications in Cloud Foundry -- Failure due to Org/Space quota settings -- Failures due to application crashes -- Exited with status 0 -- Exited with status 4 or status 64 -- Exited with status 6 or 65 -- Exited with status 255 -- Exited with status X -- References -- Summary -- Chapter 11: Continuous Integration and Continuous Deployment -- What is continuous integration? …”

Tabla de Contenidos: “…SBOM in Regulations: Failures and Successes -- NTIA: Evangelizing the Need for SBOM -- Industry Efforts: National Labs -- SBOM Formats -- Software Identification (SWID) Tags -- CycloneDX -- Software Package Data Exchange (SPDX) -- Vulnerability Exploitability eXchange (VEX) and Vulnerability Disclosures -- VEX Enters the Conversation -- VEX: Adding Context and Clarity -- VEX vs. VDR -- Moving Forward -- Using SBOM with Other Attestations -- Source Authenticity -- Build Attestations -- Dependency Management and Verification -- Sigstore -- Adoption -- Sigstore Components -- Commit Signing -- SBOM Critiques and Concerns -- Visibility for the Attacker -- Intellectual Property -- Tooling and Operationalization -- Summary -- Chapter 5 Challenges in Software Transparency -- Firmware and Embedded Software -- Linux Firmware -- Real-Time Operating System Firmware -- Embedded Systems -- Device-Specific SBOM -- Open Source Software and Proprietary Code -- User Software -- Legacy Software -- Secure Transport -- Summary -- Chapter 6 Cloud and Containerization -- Shared Responsibility Model -- Breakdown of the Shared Responsibility Model -- Duties of the Shared Responsibility Model -- The 4 Cs of Cloud Native Security -- Containers -- Kubernetes -- Serverless Model -- SaaSBOM and the Complexity of APIs -- CycloneDX SaaSBOM -- Tooling and Emerging Discussions -- Usage in DevOps and DevSecOps -- Summary -- Chapter 7 Existing and Emerging Commercial Guidance -- Supply Chain Levels for Software Artifacts -- Google Graph for Understanding Artifact Composition -- CIS Software Supply Chain Security Guide -- Source Code -- Build Pipelines -- Dependencies -- Artifacts -- Deployment -- CNCF's Software Supply Chain Best Practices -- Securing the Source Code -- Securing Materials -- Securing Build Pipelines -- Securing Artifacts -- Securing Deployments…”