TinyML Cookbook. Combine machine learning with microcontrollers to solve real-world problems - Second Edition

Gian Marco Iodice

Discover the incredible world of tiny Machine Learning (tinyML) and create smart projects using real-world data sensors with the Arduino Nano 33 BLE Sense, Raspberry Pi Pico, and SparkFun RedBoard Artemis Nano.TinyML Cookbook, Second Edition, will show you how to build unique end-to-end ML applications using temperature, humidity, vision, audio, and accelerometer sensors in different scenarios. These projects will equip you with the knowledge and skills to bring intelligence to microcontrollers. You'll train custom models from weather prediction to real-time speech recognition using TensorFlow and Edge Impulse.Expert tips will help you squeeze ML models into tight memory budgets and accelerate performance using CMSIS-DSP.This improved edition includes new recipes featuring an LSTM neural network to recognize music genres and the Faster-Objects-More-Objects (FOMO) algorithm for detecting objects in a scene. Furthermore, you’ll work on scikit-learn model deployment on microcontrollers, implement on-device training, and deploy a model using microTVM, including on a microNPU. This beginner-friendly and comprehensive book will help you stay up to date with the latest developments in the tinyML community and give you the knowledge to build unique projects with microcontrollers!

Amazon S3 Essentials. Get started with Amazon S3 for virtually unlimited cloud and Internet storage

Sunil Gulabani

Amazon Simple Storage Service (Amazon S3), provides developers and IT teams with secure, durable, and highly-scalable object storage. Amazon S3 is easy to use, with a simple web services interface to store and retrieve any amount of data from anywhere on the web.S3 is automatically web scalable and responds to the requirements of your application and traffic, and therefore offers a key element to help companies deal dynamically with any spike in traffic for their application (such as a free e-book offer).This book starts with the basics of the Amazon S3 and its features, and you will quickly get an understanding how to use the Amazon Management Console for Amazon S3 which is the simplest way to manage Amazon S3. Next, we will cover basic operations on bucket, folder, objects. Once the basic operations are understood, you will know how to use Amazon S3 using Java SDK. Following that, you will learn about Copy Objects and Multipart copy objects for large objects size. You will also learn to manage the life cycle of bucket and how to share resources to the different domain by configuring CORS. The book will then guide you through the development and deployment of a static website on Amazon S3 using different services of Amazon.By the end of the book, you will be able to create a scalable application using Amazon S3.

Practical Hardware Pentesting. A guide to attacking embedded systems and protecting them against the most common hardware attacks

Jean-Georges Valle

If you’re looking for hands-on introduction to pentesting that delivers, then Practical Hardware Pentesting is for you. This book will help you plan attacks, hack your embedded devices, and secure the hardware infrastructure.Throughout the book, you will see how a specific device works, explore the functional and security aspects, and learn how a system senses and communicates with the outside world. You’ll set up a lab from scratch and then gradually work towards an advanced hardware lab—but you’ll still be able to follow along with a basic setup. As you progress, you’ll get to grips with the global architecture of an embedded system and sniff on-board traffic, learn how to identify and formalize threats to the embedded system, and understand its relationship with its ecosystem. You’ll discover how to analyze your hardware and locate its possible system vulnerabilities before going on to explore firmware dumping, analysis, and exploitation. The reverse engineering chapter will get you thinking from an attacker point of view; you’ll understand how devices are attacked, how they are compromised, and how you can harden a device against the most common hardware attack vectors. By the end of this book, you will be well-versed with security best practices and understand how they can be implemented to secure your hardware.

Python Scripting in Blender. Extend the power of Blender using Python to create objects, animations, and effective add-ons

Paolo Acampora

Blender, a powerful open source 3D software, can be extended and powered up using the Python programming language. This book teaches you how to automate laborious operations using scripts, and expand the set of available commands, graphic interfaces, tools, and event responses, which will enable you to add custom features to meet your needs and bring your creative ideas to life.The book begins by covering essential Python concepts and showing you how to create a basic add-on. You’ll then gain a solid understanding of the entities that affect the look of Blender’s objects such as modifiers, constraints, and materials. As you advance, you’ll get to grips with the animation system in Blender and learn how to set up its behavior using Python. The examples, tools, patterns, and best practices present throughout the book will familiarize you with the Python API and build your knowledge base, along with enabling you to produce valuable code that empowers the users and is ready for publishing or production.By the end of this book, you’ll be able to successfully design add-ons that integrate seamlessly with the software and its ecosystem.

Learning Joomla! 3 Extension Development. If you have ideas for additional Joomla 3! features, this book will allow you to realize them. It's a complete practical guide to building and extending plugins, modules, and components. Ideal for professional developers and enthusiasts. - Third Edition

Tim Plummer, Timothy John Plummer

Joomla 3 is the first of the major open source content management systems that was meant to be mobile friendly by default. Joomla uses object-oriented principles, is database agnostic, and has the best mix of functionality, extensibility, and user friendliness. Add to that the fact that Joomla is completely community driven, and you have a winning combination that is available to everyone, and is the perfect platform to build your own custom applications.Learning Joomla! 3 Extension Development is an integrated series of practical, hands-on tutorials that guide you through building and extending Joomla plugins, modules, and components. With Joomla having been downloaded well over 35 million times, there is a huge market for Joomla extensions, so you could potentially earn some extra cash in your spare time using your newly acquired Joomla extension development skills.We will start with developing simple plugins and modules, and then progress to more complex backend and frontend component development. Then we will try our hand at ethical hacking, so you will learn about common security vulnerabilities and what you can do to avoid them. After that we will look at how you can prepare your extensions for distribution and updates, as well as how you can extend your components with various plugins and modules. Finally, you will end up with a fully functioning package of extensions that you can use on your own site or share with others.If you want to build your own custom applications in Joomla, then Learning Joomla! 3 Extension Development will teach you everything you need to know in a practical, hands-on manner.

The Successful Software Manager. The definitive guide to growing from developer to manager

Herman Fung

The Successful Software Manager is a comprehensive and practical guide to managing software developers, software customers, and the process of deciding what software needs to be built. It explains in detail how to develop a management mindset, lead a high-performing developer team, and meet all the expectations of a good manager.The book will help you whether you’ve chosen to pursue a career in management or have been asked to act up as a manager. Whether you’re a Development Manager, Product Manager, Team Leader, Solution Architect, or IT Director, this is your indispensable guide to all aspects of running your team and working within an organization and dealing with colleagues, customers, potential customers, and technologists, to ensure you build the product your organization needs.This book is the must-have authoritative guide to managing projects, managing people, and preparing yourself to be an effective manager. The intuitive real-life examples will act as a desk companion for any day-to-day challenge, and beyond that, Herman will show you how to prepare for the next stages and how to achieve career success.

Effortless Cloud-Native App Development Using Skaffold. Simplify the development and deployment of cloud-native Spring Boot applications on Kubernetes with Skaffold

Ashish Choudhary

Kubernetes has become the de facto standard for container orchestration, drastically improving how we deploy and manage cloud-native apps. Although it has simplified the lives of support professionals, we cannot say the same for developers who need to be equipped with better tools to increase productivity. An automated workflow that solves a wide variety of problems that every developer faces can make all the difference!Enter Skaffold – a command-line tool that automates the build, push, and deploy steps for Kubernetes applications.This book is divided into three parts, starting with common challenges encountered by developers in building apps with Kubernetes. The second part covers Skaffold features, its architecture, supported container image builders, and more. In the last part, you'll focus on practical implementation, learning how to deploy Spring Boot apps to cloud platforms such as Google Cloud Platform (GCP) using Skaffold. You'll also create CI/CD pipelines for your cloud-native apps with Skaffold. Although the examples covered in this book are written in Java and Spring Boot, the techniques can be applied to apps built using other technologies too.By the end of this Skaffold book, you'll develop skills that will help accelerate your inner development loop and be able to build and deploy your apps to the Kubernetes cluster with Skaffold.

Instant StyleCop Code Analysis How-to. Learn how to analyze and maintain code for your projects using StyleCop

Franck Leveque

In medium-sized and big projects, coding conventions are defined in order to improve readability and maintainability for all the developers of the team. Stylecop analyzes your code and detects coding rule violations during all the phases of your project lifecycle.Instant StyleCop Code Analysis How-to allows you to take advantage of the features of Stylecop by guiding you through how to configure it, how to integrate it in your project environment, and finally how to personalize it in order to fit your needs.Instant StyleCop Code Analysis How-to teaches you how to configure and integrate Stylecop in your programming environment. The book will do this by showing you how to configure Stylecop on the developers IDE to the continuous integration server.You will also learn how to customize Stylecop to fit your coding style by creating new rules as well as learning how to personalize your headers file. You will also see how to embed it in your own tools, using as an example the creation of a real time analysis add-on for Monodevelop.With Instant StyleCop Code Analysis How-to, you will have an overview of all the required steps to successfully integrate your programming team and enforce your own coding rules.

ZBrush 4 Sculpting for Games: Beginner's Guide. Sculpt machines, environments, and creatures for your game development projects

Manuel Scherer

ZBrush is a fantastic tool for creating models for use in computer games. Using a wide range of powerful tools you can create models for vehicles, props, environments, and characters.This book makes creating game art in ZBrush fast and easy. It covers everything you need to create models of all kinds for your game projects, even if you've never used ZBrush before.Built around four complete ZBrush projects, the book gives you everything you need to sculpt props, vehicles, and creatures in ZBrush. You'll start by creating a spooky tree model, mastering the sculpting, texturing, and decoration skills that are essential for all ZBrush topics. Next you'll move to man-made objects with a sci-fi drone. Next you'll see how to sculpt monsters and other creatures, deal with cloth and other soft materials, and prepare the model to become an animated, controllable character in a game. The final project returns to machines, building a complete, detailed spaceship for use in your sci-fi games.

HTML5 and CSS3: Building Responsive Websites. One-stop guide for Responsive Web Design

Ben Frain, Thoriq Firdaus, Benjamin LaGrone

Responsive web design is an explosive area of growth in modern web development due to the huge volume of different device sizes and resolutions that are now commercially available. The Internet is going mobile. Desktop-only websites just aren’t good enough anymore. With mobile internet usage still rising and tablets changing internet consumption habits, you need to know how to build websites that will just “work,” regardless of the devices used to access them. This Learning Path course explains all the key approaches necessary to create and maintain a modern responsive design using HTML5 and CSS3.Our first module is a step-by-step introduction to ease you into the responsive world, where you will learn to build engaging websites. With coverage of Responsive Grid System, Bootstrap, and Foundation, you will discover three of the most robust frameworks in responsive web design. Next, you’ll learn to create a cool blog page, a beautiful portfolio site, and a crisp professional business site and make them all totally responsive.Packed with examples and a thorough explanation of modern techniques and syntax, the second module provides a comprehensive resource for all things “responsive.” You’ll explore the most up-to-date techniques and tools needed to build great responsive designs, ensuring that your projects won’t just be built “right” for today, but in the future too.The last and the final module is your guide to obtaining full access to next generation devices and browser technology. Create responsive applications that make snappy connections for mobile browsers and give your website the latest design and development advantages to reach mobile devices. At the end of this course, you will learn to get and use all the tools you need to build and test your responsive web project performance and take your website to the next level.This Learning Path combines some of the best that Packt has to offer in one complete, curated package. It includes content from the following Packt products:?Responsive Web Design by Example: Beginner’s Guide - Second Edition by Thoriq Firdaus?Responsive Web Design with HTML5 and CSS3 - Second Edition by Ben Frain?HTML5 and CSS3 Responsive Web Design Cookbook by Benjamin LaGrone

BeagleBone for Secret Agents. Browse anonymously, communicate secretly, and create custom security solutions with open source software, the BeagleBone Black, and cryptographic hardware

Joshua Datko

Programming Windows Workflow Foundation: Practical WF Techniques and Examples using XAML and C#

K. Scott Allen, Kenneth Scott Allen

Windows Workflow Foundation (WF) is a technology for defining, executing, and managing workflows. It is part of the .NET Framework 3.0 and will be available natively in the Windows Vista operating system.Windows Workflow Foundation might be the most significant piece of middleware to arrive on the Windows platform since COM+ and the Distributed Transaction Coordinator. The difference is, not every application needs a distributed transaction, but nearly every application does have a workflow encoded inside it.In this book, K Scott Allen, author of renowned .NET articles at www.odetocode.com, provides you with all the information needed to develop successful products with Windows Workflow.From the basics of how Windows Workflow can solve the difficult problems inherent in workflow solutions, through authoring workflows in code, learning about the base activity library in Windows Workflow and the different types of workflow provided, and on to building event-driven workflows using state machines, workflow communications, and finally rules and conditions in Windows Workflow, this book will give you the in-depth information you need. Throughout the book, an example bug reporting workflow system is developed, showcasing the technology and techniques used.

Nmap Essentials. Harness the power of Nmap, the most versatile network port scanner on the planet, to secure large scale networks

David Shaw

AngularJS: Maintaining Web Applications. Learn AngularJS and full-stack web development

Amos Q. Haviv, Rodrigo Branas, Matthew Frisbie, Chandermani Arora

The AngularJS course is a journey to help you improve and scale your current web applications with the existing version of Angular without having to worry about migration to Angular 2. The course is divided into four modules. The first part—AngularJS Essentials is like a practical guide, filled with many step-by-step examples that will lead you through the best practices of AngularJS. After a brief introduction, you will learn how to create reusable components with directives. You will then take a look at many data handling techniques, discover a complete set of technologies that are capable to accomplish any challenge related to present, transform, and validate data on the user's interface. Finally, you will discover the best way to deal with the scope and how to break up the application into separate modules, giving rise to reusable and interchangeable libraries.With this you've crossed a milestone and are about to enter the world of learning by example. In the next part—Learning AngularJS By Example, you will learn how to effectively build apps using the AngularJS platform. You will be building multiple apps on this platform ranging from simple ones to more complex ones. In this module, you will roll up your coding sleeves and create a serious AngularJS application by example – a rich featured workout app. Take the coding a step at a time at first, then once you’re coding a full app in this module, a lot of AngularJS will fall right into place for you.The third module—AngularJS Web Application Development Cookbook, will get you accustomed to the AngularJS concept armed with a solid understanding of how it works, insight into the best ways to wield it in real-world applications, and annotated code examples. It is a rich library of AngularJS coding solutions that you can use straight away in your own code projects.You are just a step away from completing this learning path of AngularJS. The name of the next part—MEAN Web Development itself assures that you are nearing the destination. The idea is simple with this part, you'll take MongoDB as the database, Express as the web framework, AngularJS as the frontend framework, and Node.js as the platform, and combine them together in a modular approach that will ensure the flexibility needed in modern software development. This is also your graduation to full-stack web development, which can open many new coding and career opportunities for you!

Building a Next-Gen SOC with IBM QRadar. Accelerate your security operations and detect cyber threats effectively

Ashish M Kothekar, Sandeep Patil

This comprehensive guide to QRadar will help you build an efficient security operations center (SOC) for threat hunting and need-to-know software updates, as well as understand compliance and reporting and how IBM QRadar stores network data in real time.The book begins with a quick introduction to QRadar components and architecture, teaching you the different ways of deploying QRadar. You’ll grasp the importance of being aware of the major and minor upgrades in software and learn how to scale, upgrade, and maintain QRadar. Once you gain a detailed understanding of QRadar and how its environment is built, the chapters will take you through the features and how they can be tailored to meet specifi c business requirements. You’ll also explore events, flows, and searches with the help of examples. As you advance, you’ll familiarize yourself with predefined QRadar applications and extensions that successfully mine data and find out how to integrate AI in threat management with confidence. Toward the end of this book, you’ll create different types of apps in QRadar, troubleshoot and maintain them, and recognize the current security challenges and address them through QRadar XDR.By the end of this book, you’ll be able to apply IBM QRadar SOC’s prescriptive practices and leverage its capabilities to build a very efficient SOC in your enterprise.

NumPy Essentials. Click here to enter text

Jaidev Deshpande, Leo (Liang-Huan) Chin, Tanmay Dutta, Shane Holloway

In today’s world of science and technology, it’s all about speed and flexibility. When it comes to scientific computing, NumPy tops the list. NumPy gives you both the speed and high productivity you need.This book will walk you through NumPy using clear, step-by-step examples and just the right amount of theory. We will guide you through wider applications of NumPy in scientific computing and will then focus on the fundamentals of NumPy, including array objects, functions, and matrices, each of them explained with practical examples. You will then learn about different NumPy modules while performing mathematical operations such as calculating the Fourier Transform; solving linear systems of equations, interpolation, extrapolation, regression, and curve fitting; and evaluating integrals and derivatives. We will also introduce you to using Cython with NumPy arrays and writing extension modules for NumPy code using the C API. This book will give you exposure to the vast NumPy library and help you build efficient, high-speed programs using a wide range of mathematical features.