Tabla de Contenidos: “…Front Cover -- Federated Learning -- Copyright -- Contents -- Contributors -- Preface -- 1 Optimization fundamentals for secure federated learning -- 1 Gradient descent-type methods -- 1.1 Introduction -- 1.2 Basic components of GD-type methods -- 1.2.1 Search direction -- 1.2.2 Step-size -- 1.2.3 Proximal operator -- 1.2.4 Momentum -- 1.2.5 Dual averaging variant -- 1.2.6 Structure assumptions -- 1.2.7 Optimality certification -- 1.2.8 Unified convergence analysis -- 1.2.9 Convergence rates and complexity analysis -- 1.2.10 Initial point, warm-start, and restart -- 1.3 Stochastic gradient descent methods -- 1.3.1 The algorithmic template -- 1.3.2 SGD estimators -- 1.3.3 Unified convergence analysis -- 1.4 Concluding remarks -- Acknowledgments -- References -- 2 Considerations on the theory of training models with differential privacy -- 2.1 Introduction -- 2.2 Differential private SGD (DP-SGD) -- 2.2.1 Clipping -- 2.2.2 Mini-batch SGD -- 2.2.3 Gaussian noise -- 2.2.4 Aggregation at the server -- 2.2.5 Interrupt service routine -- 2.2.6 DP principles and utility -- 2.2.7 Normalization -- 2.3 Differential privacy -- 2.3.1 Characteristics of a differential privacy measure -- 2.3.2 (ε,δ)-differential privacy -- 2.3.3 Divergence-based DP measures -- 2.4 Gaussian differential privacy -- 2.4.1 Gaussian DP -- 2.4.2 Subsampling -- 2.4.3 Composition -- 2.4.4 Tight analysis of DP-SGD -- 2.4.5 Strong adversarial model -- 2.4.6 Group privacy -- 2.4.7 DP-SGD's trade-off function -- 2.5 Future work -- 2.5.1 Using synthetic data -- 2.5.2 Adaptive strategies -- 2.5.3 DP proof: a weaker adversarial model -- 2.5.4 Computing environment with less adversarial capabilities -- References -- 3 Privacy-preserving federated learning: algorithms and guarantees -- 3.1 Introduction -- 3.2 Background and preliminaries -- 3.2.1 The FedAvg algorithm…”

Tabla de Contenidos: “…-- Running Puppet inside containers -- Are containers mini-VMs or single processes? -- Configuring containers with Puppet -- Containers need Puppet too -- Summary -- Chapter 11: Orchestrating cloud resources -- Introducing the cloud -- Automating cloud provisioning -- Using CloudFormation…”

Tabla de Contenidos: “…. -- ... und ein paar Aufgaben -- Kapitel 15: Weblog für Kids: »Das Mini-CMS« -- Pflichtenheft: Zuerst planst du das Projekt -- Schickes Design: Die Ausgabe aller Daten -- Datenbankabfrage: Der MySQL-Teil im Überblick -- News von gestern? …”

Tabla de Contenidos: “…-- The power of an item -- Building your shop -- Laying out your inventory -- Rule of 99' -- Encumbrance systems -- Slot-based systems -- A mini game -- Real world -- Creating a shop and inventory -- Gathering shop assets -- Building the shop scene -- Creating inventory items -- Managing the shop -- Updating the player inventory definition -- Stocking the shop -- Linking up the buttons -- Turning off the Buy Button -- Entering the shop -- Leaving the shop -- Managing your inventory -- Adding objects to the player's inventory -- Going further -- Summary -- Chapter 12: Sound and Music -- Choosing the appropriate sound and music -- Where to get sound and music for your game -- Free resources -- Audio listeners and audio sources -- Adding background music -- Creating a splash screen -- Adding the audio source -- Transitioning to the next scene…”

Tabla de Contenidos: “…-- Running Puppet inside containers -- Are containers mini VMs or single processes? -- Configuring containers with Puppet -- Containers need Puppet too -- Summary…”

Tabla de Contenidos: “…Naming your document -- Exporting documents -- Collaboration with Sheets -- Tracking Versions of Your Spreadsheet -- Using Sheets Offline -- Chapter 10 Preparing Presentations -- Navigating Google Slides -- Creating your presentation -- Surveying the Slides menu area -- Customizing your view -- Styling Your Presentation -- Changing background color or background image -- Applying a different theme -- Importing a presentation theme -- Working with Text -- Adding and deleting text boxes -- Resizing, moving, and rotating a text box -- Copying and pasting text boxes -- Formatting text -- Aligning your text -- Clearing formatting -- Working with Images -- Adding images to your presentation -- Resizing, rotating, and relocating images -- Cropping images -- Viewing Presentations in Presentation Mode -- Presenting on additional displays -- Using Presenter View -- Saving Presentations -- Naming your presentation -- Exporting your presentation -- Collaborating in Slides -- Tracking Revisions -- Using Slides Offline -- Chapter 11 Using Other Office Tools -- Getting Started with Office Online -- Verifying your Office account -- OneDrive -- Outlook Email -- Outlook Calendar -- Outlook Contacts -- Word -- Excel -- PowerPoint -- OneNote -- Collaborating in OneDrive -- Skype -- Checking Out Apple's iCloud Suite -- iCloud file storage -- Pages -- Numbers -- Keynote -- Using Adobe Reader -- Part 3 The Chromebook Recreational Vehicle -- Chapter 12 Mustering Your Music -- Getting Started with Google Play -- Creating a Standard Account -- Upgrading to a Premium Account -- Accessing Music in Google Play -- Google Play Library -- Google Play Radio -- Mini Player -- Searching for an artist's station -- Purchasing music you hear on a radio station -- Uploading music -- Creating Playlists -- Sharing playlists -- Playing music on external devices…”

Tabla de Contenidos: “…Controller Based -- SSID, BSSID, MAC Address -- Beacons and Broadcasts -- Associating and Authenticating -- Encryption -- We've Covered -- The 11 security principles -- Wireless networking basic concepts -- Chapter 2: Wireless Tools and Gadgets -- We'll Cover -- A Lab of Your Own -- Client Devices -- Phones -- Printers -- Access Points -- DD-WRT -- WRT54G -- Apple Airport Express -- Mini Access Points -- Mobile Hotspots -- Smartphones -- Enterprise-Grade Access Points -- Antennas -- Types of Antennas -- Gadgets -- GPS -- Smartphones and PDAs -- Pocket Wireless Scanners -- Spectrum Analyzer -- Operating System of Choice -- We've Covered -- Creating a lab environment -- Client devices -- Access points -- Antennas -- Wireless gadgets -- Choosing a wireless operating system -- Part II: Know Thy Enemy…”

Tabla de Contenidos: “…Glassboro' (New Jersey) 'Mini-Summit', 23-25 June 1967. 13. Beijing (Sino-American) Summit 22-28 February 1972. 14. …”

Tabla de Contenidos: “…9.3.2 Nondeterminism of Communication Latency -- 9.4 Time Synchronization Protocols -- 9.4.1 Reference Broadcasts Using Global Sources of Time -- 9.4.2 Lightweight Tree-Based Synchronization -- 9.4.3 Timing-sync Protocol for Sensor Networks -- 9.4.4 Flooding Time Synchronization Protocol -- 9.4.5 Reference-Broadcast Synchronization -- 9.4.6 Time-Diffusion Synchronization Protocol -- 9.4.7 Mini-Sync and Tiny-Sync -- Exercises -- References -- 10 Localization -- 10.1 Overview -- 10.2 Ranging Techniques -- 10.2.1 Time of Arrival -- 10.2.2 Time Difference of Arrival -- 10.2.3 Angle of Arrival -- 10.2.4 Received Signal Strength -- 10.3 Range-Based Localization -- 10.3.1 Triangulation -- 10.3.2 Trilateration -- 10.3.3 Iterative and Collaborative Multilateration -- 10.3.4 GPS-Based Localization -- 10.4 Range-Free Localization -- 10.4.1 Ad Hoc Positioning System (APS) -- 10.4.2 Approximate Point in Triangulation -- 10.4.3 Localization Based on Multidimensional Scaling -- 10.5 Event-Driven Localization -- 10.5.1 The Lighthouse Approach -- 10.5.2 Multi-Sequence Positioning -- Exercises -- References -- 11 Security -- 11.1 Fundamentals of Network Security -- 11.2 Challenges of Security in Wireless Sensor Networks -- 11.3 Security Attacks in Sensor Networks -- 11.3.1 Denial-of-Service -- 11.3.2 Attacks on Routing -- 11.3.3 Attacks on Transport Layer -- 11.3.4 Attacks on Data Aggregation -- 11.3.5 Privacy Attacks -- 11.4 Protocols and Mechanisms for Security -- 11.4.1 Symmetric and Public Key Cryptography -- 11.4.2 Key Management -- 11.4.3 Defenses Against DoS Attacks -- 11.4.4 Defenses Against Aggregation Attacks -- 11.4.5 Defenses Against Routing Attacks -- 11.4.6 Security Protocols for Sensor Networks -- 11.4.7 TinySec -- 11.4.8 Localized Encryption and Authentication Protocol -- 11.5 IEEE 802.15.4 and ZigBee Security -- 11.6 Summary -- Exercises -- References…”

Tabla de Contenidos: “…. -- Chapter 3: Inventory and Advanced UIs -- Technical requirements -- Creating a simple 2D mini-game - SpaceGirl -- Getting ready -- How to do it... -- How it works... -- Displaying single object pickups with carrying and not-carrying text -- Getting ready -- How to do it... -- How it works... -- The PlayerInventory script class -- The PlayerInventoryDisplay script class -- There's more... -- Collecting multiple items and display the total number carried -- Alternative - combining all the responsibilities into a single script -- Displaying single-object pickups with carrying and not-carrying icons -- Getting ready -- How to do it... -- How it works…”

Tabla de Contenidos: “…-- Creating a Table -- Changing the Look of a Table -- Working with Tables -- Navigating in a table -- Selecting parts of a table -- Adding new rows or columns -- Deleting rows or columns -- Moving a table -- Working with the Total Row -- Removing duplicate rows from a table -- Sorting and filtering a table -- Sorting a table -- Filtering a table -- Filtering a table with slicers -- Converting a table back to a range -- Chapter 6: Worksheet Formatting -- Getting to Know the Formatting Tools -- Using the formatting tools on the Home tab -- Using the Mini toolbar -- Using the Format Cells dialog box -- Using Different Fonts to Format Your Worksheet -- Changing Text Alignment -- Choosing horizontal alignment options -- Choosing vertical alignment options -- Wrapping or shrinking text to fit the cell -- Merging worksheet cells to create additional text space -- Displaying text at an angle -- Controlling the text direction -- Using Colors and Shading -- Adding Borders and Lines -- Adding a Background Image to a Worksheet -- Using Named Styles for Easier Formatting -- Applying styles -- Modifying an existing style -- Creating new styles -- Merging styles from other workbooks -- Controlling styles with templates…”

Tabla de Contenidos: “…-- Root versus everybody else -- sudo -- What is a group? -- Mini project: user and group management -- Creating a user -- Create a group -- Modifying a Linux user -- Adding a Linux user to a group -- Removing a user from a group -- Removing a Linux user -- Remove a Linux group -- Advanced: what is a user, really? …”

Tabla de Contenidos: “…Peripherals and Specialty PCs -- Objective 10.01 Input Devices -- Keyboards -- Pointing Devices -- Imaging Tools -- Scanners -- Digital Cameras -- Camcorders -- Web Cameras -- Multimedia Devices -- Game Controllers -- Specialty Input Devices -- Biometric Devices -- Bar Code Readers -- Touch Screens -- Graphics Tablets -- KVM Switches -- Objective 10.02 Adapter Cards -- PCI -- AGP -- PCI-X -- Mini-PCI -- PCI Express -- Installing Expansion Cards -- Step 1: Knowledge -- Step 2: Physical Installation -- Step 3: Device Drivers and Other Software -- Step 4: Verification -- Troubleshooting Expansion Cards -- Device Manager -- Objective 10.03 Output Devices -- Sound -- Video -- Video Cards -- Monitors -- CRT Monitors -- Resolution -- LCD Monitors -- LCD Resolution -- LCD Technologies -- LCD Components -- Contrast Ratio…”

Tabla de Contenidos: “…Chapter 10: Semantic Role Labeling with BERT-Based Transformers -- Getting started with SRL -- Defining semantic role labeling -- Visualizing SRL -- Running a pretrained BERT-based model -- The architecture of the BERT-based model -- Setting up the BERT SRL environment -- SRL experiments with the BERT-based model -- Basic samples -- Sample 1 -- Sample 2 -- Sample 3 -- Difficult samples -- Sample 4 -- Sample 5 -- Sample 6 -- Questioning the scope of SRL -- The limit of predicate analysis -- Redefining SRL -- Summary -- Questions -- References -- Chapter 11: Let Your Data Do the Talking: Story, Questions, and Answers -- Methodology -- Transformers and methods -- Method 0: Trial and error -- Method 1: NER first -- Using NER to find questions -- Location entity questions -- Person entity questions -- Method 2: SRL first -- Question-answering with ELECTRA -- Project management constraints -- Using SRL to find questions -- Next steps -- Exploring Haystack with a RoBERTa model -- Exploring Q&amp -- A with a GTP-3 engine -- Summary -- Questions -- References -- Chapter 12: Detecting Customer Emotions to Make Predictions -- Getting started: Sentiment analysis transformers -- The Stanford Sentiment Treebank (SST) -- Sentiment analysis with RoBERTa-large -- Predicting customer behavior with sentiment analysis -- Sentiment analysis with DistilBERT -- Sentiment analysis with Hugging Face's models' list -- DistilBERT for SST -- MiniLM-L12-H384-uncased -- RoBERTa-large-mnli -- BERT-base multilingual model -- Sentiment analysis with GPT-3 -- Some Pragmatic I4.0 thinking before we leave -- Investigating with SRL -- Investigating with Hugging Face -- Investigating with the GPT-3 playground -- GPT-3 code -- Summary -- Questions -- References -- Chapter 13: Analyzing Fake News with Transformers -- Emotional reactions to fake news…”

Tabla de Contenidos: “…Sub-corpus 4: sharing visual gags and interactive mini-stories -- 6.4.5. Sub-corpus 5: sharing of inter-iconic images and double narratives -- 6.4.6. …”

Tabla de Contenidos: “…. -- Further reading -- Chapter 3: Inventory and Advanced UIs -- Creating a simple 2D mini-game - SpaceGirl -- Getting ready -- How to do it... -- How it works... -- Displaying single object pickups with carrying and not-carrying text -- Getting ready -- How to do it... -- How it works... -- The PlayerInventory script class -- The PlayerInventoryDisplay script class -- There's more... -- Collecting multiple items and displaying the total number carried -- Alternative - combining all the responsibilities into a single script -- Displaying single-object pickups with carrying and not-carrying icons -- Getting ready -- How to do it... -- How it works... -- Displaying multiple pickups of the same object with multiple status icons -- Getting ready -- How to do it... -- How it works... -- There's more…”

Tabla de Contenidos: “…Conclusions -- Acknowledgment -- References -- 5 - The use of xylanases as additives to feeds: a mini-review of their effect on feed digestion and growth performa ... -- 1. …”