Tabla de Contenidos: “…Cover; Copyright; Credits; About the Author; Acknowledgments; About the Reviewers; www.PacktPub.com; Table of Contents; Preface; Chapter 1: Getting Started with Play; Venturing into the world of Play; A sample Play app; Building a Play application using Activator; Creating a TaskTracker application; Adding a new task; Deleting a task; Summary; Chapter 2: Defining Actions; A dummy Artist model; Defining Actions; Actions with parameters; Request body parsers; Extending a parser; Exploring results; Asynchronous Actions; Content negotiation; Filters; Action composition…”

Tabla de Contenidos: “…Contents at a Glance; Table of Contents; Introduction; About This Book; Foolish Assumptions; Icons Used in This Book; Beyond the Book; Where to Go from Here; Book I: Getting Started with Mac Basics; Chapter 1: Starting to Use Your Mac; Examining Different Macintosh Models; Starting Your Mac; Turning Your Mac Off; Understanding Mac Processors; Exploring Your Mac's Inner Workings; Chapter 2: Getting Acquainted with the Mac User Interface; Looking at Menus, Dialogs, and Windows; Mastering the Mouse, Trackpad, and Keyboard; Getting to Know the Parts of the Desktop; Exploring the Dashboard…”

Tabla de Contenidos: “…; A New User Interface; Larger Worksheets; New File Formats; Worksheet Tables; Styles and Themes; Better Looking Charts; Page Layout View; Enhanced Conditional Formatting; Consolidated Options; SmartArt; Formula AutoComplete; Collaboration Features; Compatibility Checker; Improved Pivot Tables; New Worksheet Functions; Other New Features; Chapter 3: Entering and Editing Worksheet Data; Exploring the Types of Data You Can Use; Entering T ext and Values into Y our Workshets; Entering Dates and Times into Y our Workshets…”

Tabla de Contenidos: “…Avoiding Unpredictable Mobile DesignsPicking a Strategy for Different Devices; Optimizing Mobile Web Site Designs; Considering Device Differences; Making a Mobile Site Search-Engine-Friendly; Part II: Following Mobile Web Standards; Chapter 3: Creating a Simple Mobile Site; Planning a Simple Mobile Design; Creating a Simple Mobile Page Design; Chapter 4: Understanding XHTML and CSS; HTM-What? Exploring HTML and XHTML; Creating Page Designs with HTML Tables; Designing with Cascading Style Sheets; Chapter 5: Comparing Mobile Markup Languages; Reviewing Markup Languages…”

Tabla de Contenidos: “…Chapter 4: Editing Meshes and Creating Complex ObjectsCreating Openings in a Wall with Boolean Operations; Tracing a Sketch; Editing Meshes; Using Instanced Clones to Create Symmetrical Forms; Attaching Objects to a Mesh; Smoothing Meshes; Creating and Modifying Objects Using Box Modeling; Creating Clones with Array and Snapshot; The Bottom Line; Chapter 5: Working with External Design Data; Creating Topography with Splines; Setting Up an AutoCAD Plan for 3ds Max; Importing AutoCAD Plans into 3ds Max Design; Exploring the File Link Manager; Importing a Truss…”

Tabla de Contenidos: “…Use cases for mongosh -- Best practices for using mongosh -- MongoDB CLI -- Installation -- Configuration -- Working with MongoDB CLI -- mongocli auth -- Key features of MongoDB CLI -- Use cases for MongoDB CLI -- Best practices for MongoDB CLI -- MongoDB Compass -- Installation -- Configuration -- Visually explore data using Compass -- Key features of MongoDB Compass -- Use cases for MongoDB Compass -- Best practices for MongoDB Compass -- MongoDB for VS Code -- Installation -- Explore data using Playground -- Use Terraform to create an Atlas cluster -- Key features…”

Tabla de Contenidos: “…Part IV Lectometric methodology -- 7 Quantifying lectal structure and change -- 7.1 Measuring lectal distances -- 7.2 Standardization and informalization -- 7.3 Lexical diversity and lexical success -- The bottom line -- 8 Lectometry step by step -- 8.1 Selection of near-synonyms -- 8.2 Demarcation of the model space -- 8.3 Fine-tuning profiles -- 8.4 Selection of pruned models -- 8.5 Lectometric measures -- The bottom line -- Part V Lectometric explorations -- 9 Dimensions of standardization -- 9.1 Corpora and concepts -- 9.2 Modelling of token spaces and selection of profiles -- 9.3 Hierarchical standardization and destandardization -- 9.4 Formalization and informalization -- 9.5 Homogenization and dehomogenization -- 9.6 The evolution of Belgian and Netherlandic Dutch -- The bottom line -- 10 Pluricentricity from a quantitative point of view -- 10.1 Spanish as an international language -- 10.2 Corpus and concept selection -- 10.3 Distributional modelling -- 10.4 The impact of model retention -- 10.5 The impact of lexical fields -- 10.6 Pluricentricity and the plurality of models -- The bottom line -- Conclusions -- Software resources -- References -- Index…”

Tabla de Contenidos: “…Utilizing collaborative self-study to explore pedagogies for sustainability -- Chapter 20. …”

Tabla de Contenidos: “…-- A very high level overview of machine learning -- A brief history of the development of machine learning algorithms -- Generalizing with data -- Overfitting, underfitting and the bias-variance tradeoff -- Avoid overfitting with cross-validation -- Avoid overfitting with regularization -- Avoid overfitting with feature selection and dimensionality reduction -- Preprocessing, exploration, and feature engineering -- Missing values -- Label encoding -- One-hot-encoding -- Scaling -- Polynomial features -- Power transformations -- Binning -- Combining models -- Bagging -- Boosting -- Stacking -- Blending -- Voting and averaging -- Installing software and setting up -- Troubleshooting and asking for help -- Summary -- Chapter 2: Exploring the 20 Newsgroups Dataset with Text Analysis Algorithms -- What is NLP? …”

Tabla de Contenidos: “…-- Critical success factors for projects -- Project management processes checklist -- Chapter 5 Project definition -- Determining project objectives -- Exploring customer needs -- Discovering success criteria -- Defining a project's scope -- Exploring the iron triangle of time-cost-quality -- Tips for collecting requirements -- Filtering and prioritising between requirements -- Turning requirements into designs -- Chapter 6 Project initiation -- The project sponsor -- The project manager -- Choosing a project strategy and life cycle…”

Tabla de Contenidos: “…Reading the contents of a file -- Modules in Python -- Parsing a JSON file using the json module -- Exploring the contents of a data file -- Extracting the core content of the data -- Listing out all of the variables in the data -- Modifying a dataset -- Extracting data variables from the original dataset -- Using a for loop to iterate over the data -- Using a nested for loop to iterate over the data variables -- Outputting the modified data to a new file -- Specifying input and output file names in the Terminal -- Specifying the filenames from the Terminal -- Summary -- Chapter 4: Reading, Exploring, and Modifying Data - Part II -- Logistical overview -- File system setup -- Data -- Installing pandas -- Understanding the CSV format -- Introducing the CSV module -- Using the CSV module to read CSV data -- Using the CSV module to write CSV data -- Using the pandas module to read and process data -- Counting the total road length in 2011 revisited -- Handling non-standard CSV encoding and dialect -- Understanding XML -- XML versus JSON -- Using the XML module to parse XML data -- XPath -- Summary -- Chapter 5: Manipulating Text Data - An Introduction to Regular Expressions -- Logistical overview -- Data -- File structure setup -- Understanding the need for pattern recognition -- Introducting regular expressions -- Writing and using a regular expression -- Special characters -- Matching whitespace -- Matching the start of string -- Matching the end of a string -- Matching a range of characters -- Matching any one of several patterns -- Matching a sequence instead of just one character -- Putting patterns together -- Extracting a pattern from a string -- The regex split() function -- Python regex documentation -- Looking for patterns -- Quantifying the existence of patterns -- Creating a regular expression to match the street address…”

Tabla de Contenidos: “…Creating custom layouts -- Implementing a custom measure policy -- Summary -- Questions -- Chapter 5: Managing State of Your Composable Functions -- Technical requirements -- Understanding stateful and stateless composable functions -- Using state in a composable function -- Writing stateless composable functions -- Hoisting state and passing events -- Creating radio button groups -- Surviving configuration changes -- Using ViewModel -- Summary -- Questions -- Chapter 6: Building a Real-World App -- Technical requirements -- Styling a Compose app -- Defining colors, shapes, and text styles -- Using resource-based themes -- Integrating toolbars and menus -- Using Scaffold() to structure your screen -- Creating a top app bar -- Adding navigation -- Defining screens -- Using NavHostController and NavHost() -- Summary -- Questions -- Chapter 7: Exploring App Architecture -- Technical requirements -- Persisting and retrieving state -- Injecting objects into a ViewModel -- Using the factory -- Keeping your composables responsive -- Communicating with ViewModel instances -- Handling long-running tasks -- Understanding side effects -- Invoking suspending functions -- Cleaning up with DisposableEffect() -- Summary -- Questions -- Exercise -- Part 3: Advanced Topics -- Chapter 8: Working with Animations -- Technical requirements -- Using animation to visualize state changes -- Animating single value changes -- Animating multiple value changes -- Showing and hiding UI elements with animations -- Understanding AnimatedVisibility() -- Animating size changes -- Spicing up transitions through visual effects -- Crossfading composable functions -- Understanding animation specifications -- Summary -- Exercise -- Chapter 9: Exploring Interoperability APIs -- Technical requirements -- Showing Views in a Compose app -- Adding custom components to a Compose app…”

Tabla de Contenidos: “…Cover -- Contents -- Introduction -- CHAPTER 1: The History of the Future -- Assembling the Team -- Technical Specs -- The RED Phenomenon -- Public debut: NAB 2006 -- REDuser forum -- NAB 2007 -- RED Day -- Industry acceptance -- CHAPTER 2: Overview of the RED Workflow -- Comparing the RED with Other Cameras -- Video -- High definition -- Film -- Exploring the Tapeless Workflow -- Exploring the RAW Workflow -- Comparisons with DSLR RAW -- The REDCODE RAW native camera codec -- RED files, folders, and proxies -- Working with Metadata -- Upgrading Your Firmware -- First Person POV: Rodney Charters, ASC -- CHAPTER 3: Defining Your Project -- Project Length -- Feature films -- Documentaries -- Episodic television -- Music videos -- Commercials -- Short films -- Production Mode -- Multiple RED cameras -- Multiple formats -- Delivery Format -- Delivering in high definition -- Delivering for a film finish -- Delivering for the Internet -- Organizing Your Workflow -- First Person POV: Albert Hughes -- CHAPTER 4: Building a RED Package -- The RED ONE Camera Body -- Optics -- RED lenses -- Third-party prime lenses: ARRI and Cooke -- Zoom lenses -- 16mm lenses -- Still lenses -- Lens mount adaptors -- Storage Options -- RED CF cards -- RED-DRIVE and RED-RAM -- Matte Boxes -- Filters -- ND filters -- IR and polarizing filters -- Diffusion, softening, and color-correction filters -- Follow Focus and Remote Control -- Tripods and Camera Support -- Batteries and Power -- Cases and Carts -- Monitoring -- Electronic viewfinder (EVF) -- Onboard monitors -- Studio monitors -- Routing -- Transfer Equipment -- Working Within a Budget -- Scarlet and EPIC -- First Person POV: Mark L. …”

Tabla de Contenidos: “…Understanding the Player scene -- Gauging the Asteroid scene -- Unraveling the quest system -- Breaking down the World scene -- Logging the player in to the server -- Authenticating players -- Syncing the World scenes -- Separating server and client responsibilities -- Shooting bullets on all instances -- Calculating an asteroid's damage -- Storing and retrieving data on the server -- Implementing the quest system's client side -- Implementing the quest system's server side -- Summary -- Part 3: Optimizing the Online Experience -- Chapter 10: Debugging and Profiling the Network -- Technical requirements -- Introducing Godot's Debugger -- Mastering the Stack Trace tab -- Debugging with the Errors tab -- Exploring the Profiler tab -- Exploring the Visual Profiler tab -- Exploring the Monitors tab -- Getting to know the Video RAM tab -- Grasping the Misc tab -- Understanding the Network Profiler -- Identifying the project's bottlenecks -- Using the Network Profiler -- Using the Monitors tab -- Summary -- Chapter 11: Optimizing Data Requests -- Technical requirements -- Understanding network resources -- Decreasing the requests count -- Reducing the weapon fire count -- Decreasing Asteroid's syncing count -- Compressing data with the ENetConnection class -- Summary -- Chapter 12: Implementing Lag Compensation -- Technical requirements -- Introducing lag issues -- Dealing with unreliable packets -- Common compensation techniques -- Implementing server-side motion -- Bridging the gaps with interpolation -- Playing ahead with prediction -- Gazing into the future with extrapolation -- Summary -- Chapter 13: Caching Data to Decrease Bandwidth -- Technical requirements -- Understanding caching -- Setting up the HTTPRequest node -- Understanding the HTTP protocol -- Setting up the scenes and database -- Implementing texture caching…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright and Credits -- Foreword -- Contributors -- Table of Contents -- Preface -- Part 1: What Data-Centric Machine Learning Is and Why We Need It -- Chapter 1: Exploring Data-Centric Machine Learning -- Understanding data-centric ML -- The origins of data centricity -- The components of ML systems -- Data is the foundational ingredient -- Data-centric versus model-centric ML -- Data centricity is a team sport -- The importance of quality data in ML -- Identifying high-value legal cases with natural language processing -- Predicting cardiac arrests in emergency calls -- Summary -- References -- Chapter 2: From Model-Centric to Data-Centric - ML's Evolution -- Exploring why ML development ended up being mostly model-centric -- The 1940s to 1970s - the early days -- The 1980s to 1990s - the rise of personal computing and the internet -- The 2000s - the rise of tech giants -- 2010-now - big data drives AI innovation -- Model-centricity was the logical evolutionary outcome -- Unlocking the opportunity for small data ML -- Why we need data-centric AI more than ever -- The cascading effects of data quality -- Avoiding data cascades and technical debt -- Summary -- References -- Part 2: The Building Blocks of Data-Centric ML -- Chapter 3: Principles of Data-Centric ML -- Sometimes, all you need is the right data -- Principle 1 - data should be the center of ML development -- A checklist for data-centricity -- Principle 2 - leverage annotators and SMEs effectively -- Direct labeling with human annotators -- Verifying output quality with human annotators -- Codifying labeling rules with programmatic labeling -- Principle 3 - use ML to improve your data -- Principle 4 - follow ethical, responsible, and well-governed ML practices -- Summary -- References -- Chapter 4: Data Labeling Is a Collaborative Process…”

Tabla de Contenidos: “…-- Debugging projects in VS -- Understanding the technical aspects of debugging -- Differentiating between debug mode and release mode -- Project debugging initialization options -- Exploring breakpoints in VS -- Navigating between breakpoints -- Different types of breakpoints -- Breakpoint groups -- Quickly debugging with Run to click and Force to click -- Inspection tools for debugging -- The Watch window -- The Autos and Locals windows -- Measuring app performance with profiling tools…”

Tabla de Contenidos: “…Bidirectional Encoder Representations from Transformers -- Generative Pre-trained Transformer -- Summary -- Chapter 8: Exploring Large Language Models in Depth -- Technical requirements -- Introducing LLMs -- LLM architecture -- LLM attention variants -- Prefix decoder -- Transformer nuts and bolts -- Models -- Training LLMs -- Training datasets -- Pre-training properties -- FT with RLHF -- Emergent abilities of LLMs -- Introducing Hugging Face Transformers -- Summary -- Chapter 9: Advanced Applications of Large Language Models -- Technical requirements -- Classifying images with Vision Transformer -- Using ViT with Hugging Face Transformers -- Understanding the DEtection TRansformer -- Using DetR with Hugging Face Transformers -- Generating images with stable diffusion -- Autoencoder -- Conditioning transformer -- Diffusion model -- Using stable diffusion with Hugging Face Transformers -- Exploring fine-tuning transformers -- Harnessing the power of LLMs with LangChain -- Using LangChain in practice -- Summary -- Part 4: Developing and Deploying Deep Neural Networks -- Chapter 10: Machine Learning Operations (MLOps) -- Technical requirements -- Understanding model development -- Choosing an NN framework -- PyTorch versus TensorFlow versus JAX -- Open Neural Network Exchange -- Introducing TensorBoard -- Developing NN models for edge devices with TF Lite -- Mixed-precision training with PyTorch -- Exploring model deployment -- Deploying NN models with Flask -- Building ML web apps with Gradio -- Summary -- Index -- Other Books You May Enjoy…”

Tabla de Contenidos: “…-- Why API security is important -- The growth of the API economy -- APIs are popular with developers -- APIs are increasingly popular with attackers -- Your existing tools do not work well for APIs -- Developers often lack an understanding of API security -- Exploring API building blocks -- Rate limiting -- Cryptography -- Hashes, HMACs, and signatures -- Transport security -- Encoding -- Examining API data formats -- Understanding the elements of API security -- DevOps -- SAST, DAST, SCA, and WAFs -- API management and gateways -- API security platforms -- Setting API security goals -- The three pillars of security -- Abuse and misuse cases -- Data governance -- A positive security model -- Risk-based methodology -- Summary -- Further reading -- Chapter 2: Understanding APIs -- Understanding HTTP fundamentals -- Uniform Resource Locator -- Requests -- Responses -- Methods -- Status codes -- Sessions -- Exploring the types of APIs -- REST -- GraphQL -- RPC -- SOAP -- WebSockets -- Access control -- No authentication -- HTTP authentication -- AWS keyed-HMAC authentication -- Session cookies -- API keys -- OAuth 2.0 -- Access control best practices and methods -- Using JWTs for claims and identity -- Summary -- Further reading -- Chapter 3: Understanding Common API Vulnerabilities -- The importance of vulnerability classification -- Exploring the Open Worldwide Application Security Project API Security Top 10 -- Object-level vulnerabilities -- Authentication vulnerabilities -- Function-level vulnerabilities -- Data vulnerabilities -- Configuration vulnerabilities -- Implementation vulnerabilities -- Vulnerabilities versus abuse cases -- Exploring abuse cases…”

Tabla de Contenidos: “…Using a taxonomy to understand content structure -- Exploring a few taxonomy tools -- Utilizing your analytics work for content strategy -- Summarizing your research work -- Writing a current-state content story -- Summary -- Part 5: Tactics -- Chapter 15: Deliverables - You Wrapped the Research, Now What Do You Present? …”

Tabla de Contenidos: “…Logging options -- DFIR use cases for S3 monitoring -- AWS CloudTrail -- Creating a trail -- Event data stores -- Investigating CloudTrail events -- DFIR use cases for CloudTrail logging -- AWS CloudWatch -- CloudWatch versus CloudTrail -- Setting up CloudWatch logging -- Querying CloudWatch logs on the AWS console -- DFIR use cases for CloudWatch -- Amazon GuardDuty -- Amazon Detective -- Summary -- Further reading -- Part 2: Forensic Readiness: Tools, Techniques, and Preparation for Cloud Forensics -- Chapter 5: DFIR Investigations - Logs in Azure -- Azure Log Analytics -- Azure Virtual Networks -- NSG flow logs -- Azure Storage -- Azure Monitor -- Azure Virtual Machines log analysis -- Microsoft Defender for Cloud -- NSG flow logs -- Microsoft Sentinel -- Summary -- Further reading -- Chapter 6: DFIR Investigations - Logs in GCP -- GCP core services -- GCP IAM -- GCP's IAM roles and identities -- Policy Analyzer -- DFIR use cases for Policy Analyzer -- GCP Logs Explorer -- Overview of log buckets -- DFIR use cases for using Logs Explorer -- Familiarizing with Logs Explorer -- VPC Flow Logs -- Enabling VPC Flow Logs -- Hunting VPC Flow Logs for malicious activities -- Packet Mirroring -- Compute Engine logs -- GCP's logging platform -- GCP's default logging -- Logging Dataflow pipelines -- GCP storage logs -- Storage permissions -- Storage object logging -- Investigating GCP Cloud storage logs -- Cloud Security Command Center (Cloud SCC) -- IAM roles -- Threats and Findings dashboards -- GCP Cloud Shell -- Summary -- Further reading -- Chapter 7: Cloud Productivity Suites -- Overview of Microsoft 365 and Google Workspace core services -- Microsoft 365 -- Google Workspace -- IAM in Microsoft 365 and Google Workspace -- Microsoft 365 -- Google Workspace -- Auditing and compliance features in Microsoft 365 and Google Workspace…”