Hands-on Machine Learning with Python
Here is the perfect comprehensive guide for readers with basic to intermediate level knowledge of machine learning and deep learning. It introduces tools such as NumPy for numerical processing, Pandas for panel data analysis, Matplotlib for visualization, Scikit-learn for machine learning, and Pytorch for deep learning with Python. It also serves as a long-term reference manual for the practitioners who will find solutions to commonly occurring scenarios. The book is divided into three sections. The first section introduces you to number crunching and data analysis tools using Python with in-depth explanation on environment configuration, data loading, numerical processing, data analysis, and visualizations. The second section covers machine learning basics and Scikit-learn library. It also explains supervised learning, unsupervised learning, implementation, and classification of regression algorithms, and ensemble learning methods in an easy manner with theoretical and practical le ...
Here is the perfect comprehensive guide for readers with basic to intermediate level knowledge of machine learning and deep learning. It introduces tools such as NumPy for numerical processing, Pandas for panel data analysis, Matplotlib for visualization, Scikit-learn for machine learning, and Pytorch for deep learning with Python. It also serves as a long-term reference manual for the practitioners who will find solutions to commonly occurring scenarios. The book is divided into three sections. The first section introduces you to number crunching and data analysis tools using Python with in-depth explanation on environment configuration, data loading, numerical processing, data analysis, and visualizations. The second section covers machine learning basics and Scikit-learn library. It also explains supervised learning, unsupervised learning, implementation, and classification of regression algorithms, and ensemble learning methods in an easy manner with theoretical and practical le ...
WPF Debugging and Performance Succinctly
WPF allows you to build modern desktop applications for Windows, and part of building an application is debugging code and optimizing performance. In Alessandro Del Sole's WPF Debugging and Performance Succinctly, you will learn how to debug a WPF application by leveraging all the powerful tools in Visual Studio, including the most recent additions that allow you to investigate the behavior of the UI at runtime. Also, you will learn how to analyze and improve an application's performance in order to provide your customers with the best possible experience and thereby make them happy. ...
WPF allows you to build modern desktop applications for Windows, and part of building an application is debugging code and optimizing performance. In Alessandro Del Sole's WPF Debugging and Performance Succinctly, you will learn how to debug a WPF application by leveraging all the powerful tools in Visual Studio, including the most recent additions that allow you to investigate the behavior of the UI at runtime. Also, you will learn how to analyze and improve an application's performance in order to provide your customers with the best possible experience and thereby make them happy. ...
Distributed .NET with Microsoft Orleans
Building distributed applications in this modern era can be a tedious task as customers expect high availability, high performance, and improved resilience. With the help of this book, you'll discover how you can harness the power of Microsoft Orleans to build impressive distributed applications. Distributed .NET with Microsoft Orleans will demonstrate how to leverage Orleans to build highly scalable distributed applications step by step in the least possible time and with minimum effort. You'll explore some of the key concepts of Microsoft Orleans, including the Orleans programming model, runtime, virtual actors, hosting, and deployment. As you advance, you'll become well-versed with important Orleans assets such as grains, silos, timers, and persistence. Throughout the book, you'll create a distributed application by adding key components to the application as you progress through each chapter and explore them in detail. By the end of this book, you'll have developed the confid ...
Building distributed applications in this modern era can be a tedious task as customers expect high availability, high performance, and improved resilience. With the help of this book, you'll discover how you can harness the power of Microsoft Orleans to build impressive distributed applications. Distributed .NET with Microsoft Orleans will demonstrate how to leverage Orleans to build highly scalable distributed applications step by step in the least possible time and with minimum effort. You'll explore some of the key concepts of Microsoft Orleans, including the Orleans programming model, runtime, virtual actors, hosting, and deployment. As you advance, you'll become well-versed with important Orleans assets such as grains, silos, timers, and persistence. Throughout the book, you'll create a distributed application by adding key components to the application as you progress through each chapter and explore them in detail. By the end of this book, you'll have developed the confid ...
CMake Best Practices
CMake is a powerful tool used to perform a wide variety of tasks, so finding a good starting point for learning CMake is difficult. This book cuts to the core and covers the most common tasks that can be accomplished with CMake without taking an academic approach. While the CMake documentation is comprehensive, it is often hard to find good examples of how things fit together, especially since there are lots of dirty hacks and obsolete solutions available on the internet. This book focuses on helping you to tie things together and create clean and maintainable projects with CMake. You'll not only get to grips with the basics but also work through real-world examples of structuring large and complex maintainable projects and creating builds that run in any programming environment. You'll understand the steps to integrate and automate various tools for improving the overall software quality, such as testing frameworks, fuzzers, and automatic generation of documentation. And since writ ...
CMake is a powerful tool used to perform a wide variety of tasks, so finding a good starting point for learning CMake is difficult. This book cuts to the core and covers the most common tasks that can be accomplished with CMake without taking an academic approach. While the CMake documentation is comprehensive, it is often hard to find good examples of how things fit together, especially since there are lots of dirty hacks and obsolete solutions available on the internet. This book focuses on helping you to tie things together and create clean and maintainable projects with CMake. You'll not only get to grips with the basics but also work through real-world examples of structuring large and complex maintainable projects and creating builds that run in any programming environment. You'll understand the steps to integrate and automate various tools for improving the overall software quality, such as testing frameworks, fuzzers, and automatic generation of documentation. And since writ ...
Computer Vision Projects with PyTorch
Design and develop end-to-end, production-grade computer vision projects for real-world industry problems. This book discusses computer vision algorithms and their applications using PyTorch. The book begins with the fundamentals of computer vision: convolutional neural nets, RESNET, YOLO, data augmentation, and other regularization techniques used in the industry. And then it gives you a quick overview of the PyTorch libraries used in the book. After that, it takes you through the implementation of image classification problems, object detection techniques, and transfer learning while training and running inference. The book covers image segmentation and an anomaly detection model. And it discusses the fundamentals of video processing for computer vision tasks putting images into videos. The book concludes with an explanation of the complete model building process for deep learning frameworks using optimized techniques with highlights on model AI explainability. After reading th ...
Design and develop end-to-end, production-grade computer vision projects for real-world industry problems. This book discusses computer vision algorithms and their applications using PyTorch. The book begins with the fundamentals of computer vision: convolutional neural nets, RESNET, YOLO, data augmentation, and other regularization techniques used in the industry. And then it gives you a quick overview of the PyTorch libraries used in the book. After that, it takes you through the implementation of image classification problems, object detection techniques, and transfer learning while training and running inference. The book covers image segmentation and an anomaly detection model. And it discusses the fundamentals of video processing for computer vision tasks putting images into videos. The book concludes with an explanation of the complete model building process for deep learning frameworks using optimized techniques with highlights on model AI explainability. After reading th ...
Design Management
Designers are more in-demand than ever, and companies all over the world are creating new leadership roles to manage them. With only a few select institutions teaching effective design management skills, self-taught design managers are on the rise and resources are needed to guide them. This book will help you hone your leadership skills and magnify your team's potential. Eager designers will learn the behavioral abilities required to lead and manage impactful and efficient teams using a systemic, context-agnostic, and therefore repeatable approach. While effective design management is vital in these times of complexity and fast change in organizations, the available literature on design management is insufficient, predominately informative, and unfortunately, not actionable. This book fills that gap by illuminating the soft skills you need to lead your team to success. You'll gain confidence about how to optimize meetings, run successful kickoffs, manage yourself, and how to bes ...
Designers are more in-demand than ever, and companies all over the world are creating new leadership roles to manage them. With only a few select institutions teaching effective design management skills, self-taught design managers are on the rise and resources are needed to guide them. This book will help you hone your leadership skills and magnify your team's potential. Eager designers will learn the behavioral abilities required to lead and manage impactful and efficient teams using a systemic, context-agnostic, and therefore repeatable approach. While effective design management is vital in these times of complexity and fast change in organizations, the available literature on design management is insufficient, predominately informative, and unfortunately, not actionable. This book fills that gap by illuminating the soft skills you need to lead your team to success. You'll gain confidence about how to optimize meetings, run successful kickoffs, manage yourself, and how to bes ...
Accelerating DevSecOps on AWS
Continuous integration and continuous delivery (CI/CD) has never been simple, but these days the landscape is more bewildering than ever; its terrain riddled with blind alleys and pitfalls that seem almost designed to trap the less-experienced developer. If you're determined enough to keep your balance on the cutting edge, this book will help you navigate the landscape with ease. This book will guide you through the most modern ways of building CI/CD pipelines with AWS, taking you step-by-step from the basics right through to the most advanced topics in this domain. The book starts by covering the basics of CI/CD with AWS. Once you're well-versed with tools such as AWS Codestar, Proton, CodeGuru, App Mesh, SecurityHub, and CloudFormation, you'll focus on chaos engineering, the latest trend in testing the fault tolerance of your system. Next, you'll explore the advanced concepts of AIOps and DevSecOps, two highly sought-after skill sets for securing and optimizing your CI/CD syste ...
Continuous integration and continuous delivery (CI/CD) has never been simple, but these days the landscape is more bewildering than ever; its terrain riddled with blind alleys and pitfalls that seem almost designed to trap the less-experienced developer. If you're determined enough to keep your balance on the cutting edge, this book will help you navigate the landscape with ease. This book will guide you through the most modern ways of building CI/CD pipelines with AWS, taking you step-by-step from the basics right through to the most advanced topics in this domain. The book starts by covering the basics of CI/CD with AWS. Once you're well-versed with tools such as AWS Codestar, Proton, CodeGuru, App Mesh, SecurityHub, and CloudFormation, you'll focus on chaos engineering, the latest trend in testing the fault tolerance of your system. Next, you'll explore the advanced concepts of AIOps and DevSecOps, two highly sought-after skill sets for securing and optimizing your CI/CD syste ...
Low-Code Application Development with Appian
This book is an exhaustive overview of how the Appian Low-Code BPM Suite enables tech-savvy professionals to rapidly automate business processes across their organization, integrating people, software bots, and data. This is crucial as 80% of all software development is expected to be carried out in low code by 2024. This practical guide helps you master business application development with Appian as a beginner low-code developer. You'll learn to automate business processes using Appian low-code, records, processes, and expressions quickly and on an enterprise scale. In a fictional development project, guided by step-by-step explanations of the concepts and practical examples, this book will empower you to transform complex business processes into software. At first, you'll learn the power of no-code with Appian Quick Apps to solve some of your most crucial business challenges. You'll then get to grips with the building blocks of an Appian, starting with no-code and advancing to ...
This book is an exhaustive overview of how the Appian Low-Code BPM Suite enables tech-savvy professionals to rapidly automate business processes across their organization, integrating people, software bots, and data. This is crucial as 80% of all software development is expected to be carried out in low code by 2024. This practical guide helps you master business application development with Appian as a beginner low-code developer. You'll learn to automate business processes using Appian low-code, records, processes, and expressions quickly and on an enterprise scale. In a fictional development project, guided by step-by-step explanations of the concepts and practical examples, this book will empower you to transform complex business processes into software. At first, you'll learn the power of no-code with Appian Quick Apps to solve some of your most crucial business challenges. You'll then get to grips with the building blocks of an Appian, starting with no-code and advancing to ...
Wearable Tech Projects
We've gathered up the best bits of wearable technology from the first two years of HackSpace magazine for this amazing book. Its 164 pages are packed with step-by-step tutorials and inspirational projects to help you add a unique look to your wardrobe! Ditch the circuit board, step away from the computer: it's time to use your tech skills to make your clothes electronic. You'll find projects for sewing, 3D printing, laser cutting and programming, so whatever medium you choose, you'll find inspiration and help getting started. - Get started with electronics and programming; - Sew your own circuits with wearable components; - Stand out from the crowd with light-up clothes; - Make replica sci-fi accessories. ...
We've gathered up the best bits of wearable technology from the first two years of HackSpace magazine for this amazing book. Its 164 pages are packed with step-by-step tutorials and inspirational projects to help you add a unique look to your wardrobe! Ditch the circuit board, step away from the computer: it's time to use your tech skills to make your clothes electronic. You'll find projects for sewing, 3D printing, laser cutting and programming, so whatever medium you choose, you'll find inspiration and help getting started. - Get started with electronics and programming; - Sew your own circuits with wearable components; - Stand out from the crowd with light-up clothes; - Make replica sci-fi accessories. ...
Accurate Layer Selections Using Photoshop's Selection Tools
Take your hand-drawn illustrations to the next level by using various selection tools in Photoshop to clean up the artwork, and Illustrator for final refinement. Also, learn to save your artwork as vector images to be used for web, print, or even stills for character animation. Author Jennifer Harder begins by showing you how to use basic tools in Photoshop to clean up your artwork, followed by Marquee tools and more. Next, you will see how to use more advanced tools such as Lasso, Magic Wand, the Object Selection tool, and so on. You'll then get a demonstration of how to control the type of selection using the selection main menu, how to copy selections to another layer, and how to use the focus area. This is followed by a chapter that covers paths, channels, and layer masks that you will master to clean up your artwork. To round things out, you will learn how to use Illustrator's different features to further enhance your artwork. On completing the book, you will have mastered ...
Take your hand-drawn illustrations to the next level by using various selection tools in Photoshop to clean up the artwork, and Illustrator for final refinement. Also, learn to save your artwork as vector images to be used for web, print, or even stills for character animation. Author Jennifer Harder begins by showing you how to use basic tools in Photoshop to clean up your artwork, followed by Marquee tools and more. Next, you will see how to use more advanced tools such as Lasso, Magic Wand, the Object Selection tool, and so on. You'll then get a demonstration of how to control the type of selection using the selection main menu, how to copy selections to another layer, and how to use the focus area. This is followed by a chapter that covers paths, channels, and layer masks that you will master to clean up your artwork. To round things out, you will learn how to use Illustrator's different features to further enhance your artwork. On completing the book, you will have mastered ...