Tabla de Contenidos: “…Cover -- Title Page -- Copyright -- Dedication -- Foreword -- Contributors -- Table of Contents -- Preface -- Part 1: Data Augmentation -- Chapter 1: Data Augmentation Made Easy -- Data augmentation role -- Data input types -- Image definition -- Text definition -- Audio definition -- Tabular data definition -- Python Notebook -- Google Colab -- Additional Python Notebook options -- Installing Python Notebook -- Programming styles -- Source control -- The PacktDataAug class -- Naming convention -- Extend base class -- Referencing a library -- Exporting Python code -- Pluto -- Summary -- Chapter 2: Biases in Data Augmentation -- Computational biases -- Human biases -- Systemic biases -- Python Notebook -- Python Notebook -- GitHub -- Pluto -- Verifying Pluto -- Kaggle ID -- Image biases -- State Farm distracted drivers detection -- Nike shoes -- Grapevine leaves -- Text biases -- Netflix -- Amazon reviews -- Summary -- Part 2: Image Augmentation -- Chapter 3: Image Augmentation for Classification -- Geometric transformations -- Flipping -- Cropping -- Resizing -- Padding -- Rotating -- Translation -- Noise injection -- Photometric transformations -- Basic and classic -- Advanced and exotic -- Random erasing -- Combining -- Reinforcing your learning through Python code -- Pluto and the Python Notebook -- Real-world image datasets -- Image augmentation library -- Geometric transformation filters -- Photographic transformations -- Random erasing -- Combining -- Summary -- Chapter 4: Image Augmentation for Segmentation -- Geometric and photometric transformations -- Real-world segmentation datasets -- Python Notebook and Pluto -- Real-world data -- Pandas -- Viewing data images -- Reinforcing your learning -- Horizontal flip -- Vertical flip -- Rotating -- Resizing and cropping -- Transpose -- Lighting -- FancyPCA -- Combining -- Summary…”

Tabla de Contenidos: “…Intro -- Title Page -- Copyright Page -- Table of Contents -- Introduction -- About This Book -- Foolish Assumptions -- Icons Used in This Book -- Where to Go from Here -- Chapter 1 Starting with Python -- Why Python Is Hot -- Choosing the Right Python -- Tools for Success -- Installing Python and VS Code -- Installing the Python extension -- Letting AI write your Python code -- Using GitHub Copilot -- Chapter 2 Using Interactive Mode, Getting Help, and Writing Apps -- Using Python's Interactive Mode -- Opening Terminal -- Going into the Python Interpreter -- Entering commands -- Using Python's built-in help -- Exiting interactive help -- Searching for specific help topics online -- Creating a Folder for Your Python Code -- Typing, Editing, and Debugging Python Code -- Writing Python code -- Saving your code -- Running Python in VS Code -- Learning simple debugging -- Closing a file -- Chapter 3 Python Elements and Syntax -- The Zen of Python -- Introducing Object-Oriented Programming -- Discovering Why Indentations Count, Big Time -- Using Python Modules -- Chapter 4 Building Your First Python Application -- Opening the Python App File -- Typing and Using Python Comments -- Understanding Python Data Types -- Numbers -- Integers -- Floats -- Words (strings) -- Booleans -- Working with Python Operators -- Arithmetic operators -- Comparison operators -- Boolean operators -- Creating and Using Variables -- Creating valid variable names -- Creating variables in code -- Manipulating variables -- Saving your work -- Running your Python app in VS Code -- Understanding What Syntax Is and Why It Matters -- Chapter 5 Working with Numbers, Text, and Dates -- Calculating Numbers with Functions -- Still More Math Functions -- Formatting Numbers -- Formatting with f-strings -- Showing dollar amounts -- Formatting percent numbers…”

Tabla de Contenidos: “…Cover -- Copyright -- Contributors -- Table of Contents -- Preface -- Chapter 1: Understanding Microservices -- The origins of service-oriented architecture -- The monolithic approach -- The microservice approach -- Microservice benefits -- Separation of concerns -- Smaller projects -- Scaling and deployment -- Pitfalls of microservices -- Illogical splitting -- More network interactions -- Data storing and sharing -- Compatibility issues -- Testing -- Implementing microservices with Python -- How web services work -- The WSGI standard -- Workers, threads, and synchronicity -- A worker pool approach -- Being asynchronous -- Twisted, Tornado, Greenlets, and Gevent -- Asynchronous Python -- Language performance -- Summary -- Chapter 2: Discovering Quart -- Making sure we have Python -- How Quart handles requests -- Routing -- Variables and converters -- The url_for function -- Request -- Response -- Quart's built-in features -- The session object -- Globals -- Signals -- Extensions and middleware -- Templates -- Configuration -- Blueprints -- Error handling -- Custom error handler -- A microservice skeleton -- Summary -- Chapter 3: Coding, Testing, and Documentation: the Virtuous Cycle -- Different kinds of tests -- Unit tests -- Functional tests -- Integration tests -- Load tests -- End-to-end tests -- Using pytest and tox -- Developer documentation -- Tools for documentation -- Version control -- Continuous Integration and Continuous Deployment -- GitHub Actions -- Documentation -- Coveralls -- Badges -- Summary -- Chapter 4: Designing Jeeves -- The Jeeves bot -- User stories -- Monolithic design -- Model -- View and template -- A human-readable view -- Slack workspaces -- Taking actions -- OAuth tokens -- Authentication and authorization -- Background tasks -- Putting together the monolithic design -- Summary -- Chapter 5: Splitting the Monolith…”

Tabla de Contenidos: “…Cover -- Copyright -- Credits -- About the Author -- www.PacktPub.com -- Customer Feedback -- Table of Contents -- Preface -- Chapter 1: Python Primer -- Python basic syntax and block structure -- Basic building blocks -- Functions -- Variables -- Expressions -- Classes -- Flow control statements -- Indentation -- Python's built-in data structures and comprehensions -- Dictionaries -- List -- Tuple -- Set -- Comprehension -- First-class functions and classes -- The defaultdict class -- Attributes -- The standard library -- Different types of packages -- What's new in modern Python -- The changes in the syntactic -- Changes in packages -- Other changes in Python packages -- Summary -- Chapter 2: Setting Up -- Downloading and installing Python -- Choosing a suitable version -- Installing Python -- Using the command line and the interactive shell -- Opening a command-line window -- Python interactive shell -- Installing packages with pip -- The pip tool for packages -- Managing installed packages -- Finding packages in the Python Package Index -- Using keywords -- Using Package Index -- Searching the Package Index with pip -- Legalities and licenses of the Python Package Index -- Summary -- Chapter 3: Making a Package -- Creating an empty package -- Turning a regular folder into a package -- Importing all package modules -- Adding modules to the package -- Module loading with namespace packages -- The Package structure and interface -- Accessing code from other modules -- Importing a cyclic dependency -- Resolving attribute errors raised due to cyclic dependencies -- Adding static data files to the package -- Summary -- Chapter 4: Basic Best Practices -- PEP 8 and writing readable code -- PEP 8 - guidelines for Python code -- Code indentation -- Formatting recommendations -- Naming conventions -- Using version control -- Initializing Git…”

Tabla de Contenidos: “…Seeing the Impact of Shared Resources on Goroutines -- Accessing Shared Resources Using Mutual Exclusion -- Modifying Shared Resources Using Atomic Counters -- Synchronizing Goroutines -- sync.WaitGroup and sync.Once -- Timeouts in Go -- Pooling Goroutines -- Hands-On Challenge -- Solution -- Summary -- Chapter 9: Tricks and Handy Tips -- Importing Packages -- Check What Packages Are Being Imported by Your Application -- Use goimports Instead of gofmt -- Code Organization -- To Use or Not to Use: Custom Constructors -- Modularizing and Organizing Code into Packages -- Dependency Package Management -- Compiler Optimizations -- Using Git's SHA to Set the Build ID -- The Case of Elegant Constants, aka IOTA -- Auto Increment -- Custom Types -- Skipping Values -- Expressions -- Tricky Constants -- Summary -- Index…”

Tabla de Contenidos: “…Using more sophisticated Shiny folder and file structures -- The www folder -- The global.R file -- Designing a user interface -- The head tag -- Adding a progress wheel -- Using a grid layout -- UI components of the marketing-campaign app -- Designing the server-side logic -- Variable scope -- Server components of the marketing-campaign app -- Deploying your Shiny app -- Located on GitHub -- Hosted on RStudio -- Hosted on a private web server -- Summary -- Appendix A: References -- Appendix B: Other Helpful R Functions -- Chapter 1 - Extract, Transform, and Load -- Chapter 2 - Data Cleaning -- Appendix C: R Packages Used in the Book -- Appendix D: R Code for Supporting Market Segment Business Case Calculations -- Index…”

Tabla de Contenidos: “…Encrypting and decrypting disks with LUKS -- Locking down sudo -- Summary -- Chapter 13: Troubleshooting Ubuntu Servers -- Evaluating the problem space -- Conducting a root-cause analysis -- Viewing system logs -- Tracing network issues -- Troubleshooting resource issues -- Diagnosing defective RAM -- Summary -- Chapter 14: Preventing and Recovering from Disasters -- Preventing disasters -- Utilizing Git for configuration management -- Implementing a backup plan -- Creating system images with Clonezilla live -- Utilizing bootable recovery media -- Summary -- Index…”

Tabla de Contenidos: “…-- Kotlin for Android - it's official -- Downloading and configuring Android Studio -- Setting up Android emulators -- Creating a new AVD instance -- Duplicating an existing AVD and modifying it by need -- Android Debug Bridge -- Other important tools -- Initializing a Git repository -- Creating an Android project -- Setting up Gradle -- Explaining directory structure -- Defining build types and flavors -- Additional libraries -- Getting familiar with Android Manifest -- Main Application class -- Your first screen -- Summary -- Chapter 2: Building and Running -- Running your first Android application -- Meet the Logcat -- First case -- Using the Gradle build tool -- Debug your application -- Summary -- Chapter 3: Screens -- Analyzing the mockup plan -- Defining application activities -- Android layouts -- Using EditText views -- The margins attribute -- The padding attribute -- Checking out the gravity attribute -- Looking at other attributes -- Understanding Android Context -- Understanding fragments -- Fragment manager -- Fragments stack -- Creating View Pager -- Making animations with transitions -- Dialog fragments -- Notifications -- Other important UI components -- Summary -- Chapter 4: Connecting Screen Flow -- Creating an application bar -- Using the navigation drawer -- Connecting activities -- Looking deeper into Android Intents -- Passing information between activities and fragments -- Summary -- Chapter 5: Look and Feel -- Themes in the Android Framework -- Styles in Android -- Working with assets -- Using custom fonts -- Applying coloring -- Make your buttons look pretty -- Setting animations…”

“…It's based on the experiences of the author, Yevgeniy (Jim) Brikman, as well as interviews with programmers from some of the most successful startups of the last decade, including Google, Facebook, LinkedIn, Twitter, GitHub, Stripe, Instagram, AdMob, Pinterest, and many others…”

“…A step-by-step guide to Istio Service Mesh implementation, with examples of complex and distributed workloads built using microservices architecture and deployed in Kubernetes Purchase of the print or Kindle book includes a free PDF eBook Key Features Learn the design, implementation, and troubleshooting of Istio in a clear and concise format Grasp concepts, ideas, and solutions that can be readily applied in real work environments See Istio in action through examples that cover Terraform, GitOps, AWS, Kubernetes, and Go Book Description Istio is a game-changer in managing connectivity and operational efficiency of microservices, but implementing and using it in applications can be challenging. …”

Tabla de Contenidos: “…-- Linux server multi-factor authentication (MFA) -- Server patching -- Enabling TLS/SSL -- Installing an SSL certificate -- Configuring SSL/TLS client connections -- SSL certificate validation -- Alternatives to Let's Encrypt SSL certificates -- Investigating firewalls -- Linux server firewalls -- Uncomplicated Firewall -- fail2ban -- Learning about exfiltration -- Exploring server immutability -- CI/CD with GitLab -- An introduction to containerization -- Summary -- Chapter 5: Endpoint Protection -- Technical requirements -- Malware -- What are rootkits? …”

Tabla de Contenidos: “…-- Junior CSA -- Senior CSA -- Principal CSA -- Understanding the market and your worth -- Making your resume stand out -- Summary section -- Skills section -- Achievements section -- Relevancy section -- LinkedIn -- Twitter -- GitHub -- Medium -- Preparing interview questions -- Summary -- Additional resources -- Chapter 7: Interviewing - Trust the Process -- Interview success strategies -- Common questions and scenarios worth preparing for -- What experience do you have with designing and implementing cloud-based solutions? …”

“…Suitable for professionals and students alike, this theoretical book explains how new approaches work for statistical applications and is accompanied with a GitHub repository hosting the R code for every new methodology presented…”

“…Get to grips with autogenerating code, deploying ML algorithms, and leveraging various ML lifecycle features on the Databricks Platform, guided by best practices and reusable code for you to try, alter, and build on Key Features Build machine learning solutions faster than peers only using documentation Enhance or refine your expertise with tribal knowledge and concise explanations Follow along with code projects provided in GitHub to accelerate your projects Purchase of the print or Kindle book includes a free PDF eBook Book Description Discover what makes the Databricks Data Intelligence Platform the go-to choice for top-tier machine learning solutions. …”

Tabla de Contenidos: “…. -- 11 End-user scripts and forms -- 11.1 Script frontends -- 11.1.1 SharePoint trial tenant -- 11.2 Creating a request form -- 11.2.1 Gathering data -- 11.2.2 Creating a SharePoint form -- 11.3 Processing requests -- 11.3.1 Permissions -- 11.3.2 Monitoring for new requests -- 11.3.3 Processing the request -- 11.4 Running PowerShell script on end-user devices -- 11.4.1 Custom Git install -- 11.4.2 Running as system versus the user -- 11.4.3 Using Active Setup with PowerShell -- Summary -- 12 Sharing scripts among a team -- 12.1 Sharing a script -- 12.1.1 Creating a gist -- 12.1.2 Editing a gist -- 12.1.3 Sharing a gist -- 12.1.4 Executing a gist -- 12.2 Creating a shared module -- 12.2.1 Uploading the module to a GitHub repository -- 12.2.2 Giving access to the shared module -- 12.2.3 Installing the shared module -- 12.3 Updating a shared module…”

Tabla de Contenidos: “…-- Installing Streamlit -- Organizing Streamlit apps -- Streamlit plotting demo -- Making an app from scratch -- Using user input in Streamlit apps -- Finishing touches - adding text to Streamlit -- Summary -- Chapter 2: Uploading, Downloading, and Manipulating Data -- Technical requirements -- The setup - Palmer's Penguins -- Exploring Palmer's Penguins -- Flow control in Streamlit -- Debugging Streamlit apps -- Developing in Streamlit -- Exploring in Jupyter and then copying to Streamlit -- Data manipulation in Streamlit -- An introduction to caching -- Persistence with Session State -- Summary -- Chapter 3: Data Visualization -- Technical requirements -- San Francisco Trees - a new dataset -- Streamlit visualization use cases -- Streamlit's built-in graphing functions -- Streamlit's built-in visualization options -- Plotly -- Matplotlib and Seaborn -- Bokeh -- Altair -- PyDeck -- Configuration options -- Summary -- Chapter 4: Machine Learning and AI with Streamlit -- Technical requirements -- The standard ML workflow -- Predicting penguin species -- Utilizing a pre-trained ML model in Streamlit -- Training models inside Streamlit apps -- Understanding ML results -- Integrating external ML libraries - a Hugging Face example -- Integrating external AI libraries - an OpenAI example -- Authenticating with OpenAI -- OpenAI API cost -- Streamlit and OpenAI -- Summary -- Chapter 5: Deploying Streamlit with Streamlit Community Cloud -- Technical requirements -- Getting started with Streamlit Community Cloud -- A quick primer on GitHub -- Deploying with Streamlit Community Cloud -- Debugging Streamlit Community Cloud -- Streamlit Secrets -- Summary -- Chapter 6: Beautifying Streamlit Apps…”

Tabla de Contenidos: “…-- How Docker benefits web developers -- Installing Docker on Windows 10 Pro -- Understanding Docker -- Running an ASP.NET Core application from Visual Studio 2017 inside Docker -- Adding Docker support to an existing ASP.NET Core application -- Using Docker Hub with GitHub -- Summary -- Other Books You May Enjoy -- Index…”

Tabla de Contenidos: “…-- Summary -- Chapter 2: Producing the Right Feedback When Failing -- Location, location, location -- Tests are living documentation -- Reliability -- The test automation team that works in isolation -- Oh, that test always flickers - don't worry about it -- Baking in reliability -- Git -- Subversion -- Continuous integration is key -- Setting up TeamCity -- Setting up Jenkins -- Extending our capabilities by using a Selenium-Grid -- A picture paints a thousand words -- Don't be afraid of the big bad stack trace -- Summary -- Chapter 3: Exceptions Are Actually Oracles -- NoSuchElementException -- NoSuchFrameException -- NoSuchWindowException -- ElementNotVisibleException -- StaleElementReferenceException -- InvalidElementStateException -- UnsupportedCommandException -- UnreachableBrowserException -- SessionNotFoundException -- WebDriverException - element is not clickable at point -- NoAlertPresentException -- Summary -- Chapter 4: The Waiting Game -- Are we nearly ready yet? …”

Tabla de Contenidos: “…The update-function-code command -- The get-function-configuration command -- The invoke command -- The delete-function command -- Versions and aliases -- Versioning -- FindAllMovies v1.0.0 -- FindAllMovies v1.1.0 -- Semantic Versioning -- Aliases -- Stage variables -- Summary -- Chapter 7: Implementing a CI/CD Pipeline -- Technical requirements -- Continuous Integration and deployment workflow -- Continuous Integration -- Continuous Deployment -- Continuous Delivery -- Automating the deployment of Lambda functions -- Continuous Deployment with CodePipeline and CodeBuild -- Source provider -- Build provider -- Deploy provider -- Continuous Pipeline with Jenkins -- Distributed builds -- Setting up a Jenkins job -- Git Hooks -- Continuous Integration with Circle CI -- Identity and access management -- Configuring the CI Pipeline -- Summary -- Questions -- Chapter 8: Scaling Up Your Application -- Technical requirements -- Load testing and scaling -- Lambda autoscaling -- Downstream resources -- Private Lambda functions -- Concurrent execution -- Lambda throttling -- Concurrency reservation -- Summary -- Chapter 9: Building the Frontend with S3 -- Technical requirements -- Single Page Application -- Developing web applications with Angular -- Generating your first Angular component -- Accessing Rest web services with Angular -- Cross Origin Resource Sharing -- S3 static website hosting -- Setting up an S3 bucket -- Setting up Route 53 -- Certificate Manager -- CloudFront distribution -- CI/CD workflow -- API documentation -- Summary -- Questions -- Chapter 10: Testing Your Serverless Application -- Technical requirements -- Unit testing -- Automated unit tests -- Integration testing -- RPC communications -- Serverless Application Model -- Load testing -- Summary -- Questions -- Chapter 11: Monitoring and Troubleshooting…”

Tabla de Contenidos: “…Chapter 6: Infinite Flyer -- Technical requirements -- Project setup -- Inputs -- Airplane scene -- Collision shapes -- Scripting the plane -- Building the world -- World objects -- Chunks -- Main scene -- Spawning new chunks -- Increasing difficulty -- Collisions -- Fuel and score -- Title screen -- Audio -- Saving a high score -- About file locations -- Accessing files -- Suggestions for additional features -- Summary -- Chapter 7: Next Steps and Additional Resources -- Using Godot's documentation -- Reading the API documentation -- Version control - using Git with Godot -- Using Blender with Godot -- Import hints -- Using blend files -- Exporting projects -- Getting the export templates -- Export presets -- Exporting -- Exporting for specific platforms -- Introduction to shaders -- Creating a 2D shader -- 3D shaders -- Learning more -- Using other programming languages in Godot -- C# -- Other languages - GDExtension -- Getting help - community resources -- Godot Recipes -- Contributing to Godot -- Contributing to the engine -- Writing documentation -- Donations -- Summary -- Final words -- Index -- Other Books You May Enjoy…”