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fastai is an easy-to-use deep learning framework built on top of PyTorch that lets you rapidly create complete deep learning solutions with as few as 10 lines of code. Both predominant low-level deep learning frameworks, TensorFlow and PyTorch, require a lot of code, even for straightforward applications. In contrast, fastai handles the messy details for you and lets you focus on applying deep learning to actually solve problems.The book begins by summarizing the value of fastai and showing you how to create a simple 'hello world' deep learning application with fastai. You'll then learn how to use fastai for all four application areas that the framework explicitly supports: tabular data, text data (NLP), recommender systems, and vision data. As you advance, you'll work through a series of practical examples that illustrate how to create real-world applications of each type. Next, you'll learn how to deploy fastai models, including creating a simple web application that predicts what object is depicted in an image. The book wraps up with an overview of the advanced features of fastai.By the end of this fastai book, you'll be able to create your own deep learning applications using fastai. You'll also have learned how to use fastai to prepare raw datasets, explore datasets, train deep learning models, and deploy trained models.
As technology rapidly evolves, many developers are looking for valuable tools to assist them with their daily tasks. When dealing with databases, a clean, easy-to-navigate interface for working and browsing is essential. Oracle SQL Developer is a graphical user interface that makes life much easier by allowing you to browse database objects, run SQL statements and scripts, and create, edit, and debug PL/SQL statements in the most efficient way. It enhances productivity and simplifies your database development tasks. Although the SQL Developer journey looks simple and easy, there are many areas that can go undiscovered, leaving you just scratching the surface.It's easy to get started and master this powerful tool with this book to hand. It will provide you with in-depth details about all aspects of using SQL Developer to assist you in your day-to-day database tasks and activities. You will learn to utilize SQL Developer's extensible environment to support your ongoing needsThis book offers detailed instructions for installing, configuring, and effectively using Oracle SQL Developer. You will learn how to utilize every feature of this development tool and make the most out of it. While none of the tasks are complex, the book progresses from the easy, most commonly used features, such as browsing objects and writing queries in the SQL Worksheet, to the more involved and possibly less frequently used features, such as Tuning and Testing SQL and PL/SQL, and adding User Extensions, and finally to those features used by a smaller more targeted audience, such as Migrations, Oracle APEX, and the Data Modeler. Throughout the book there are tips and suggestions gathered as a result of working with the current SQL Developer user base. This book will also show you how to assess the health of your database with built-in as well as customized reports.By the end of the book you will be confident in making the best use of SQL Developer, and be able to set up and maintain a productive environment for quick and easy database development.
The Jupyter Notebook allows you to create and share documents that contain live code, equations, visualizations, and explanatory text. The Jupyter Notebook system is extensively used in domains such as data cleaning and transformation, numerical simulation, statistical modeling, and machine learning. Learning Jupyter 5 will help you get to grips with interactive computing using real-world examples.The book starts with a detailed overview of the Jupyter Notebook system and its installation in different environments. Next, you will learn to integrate the Jupyter system with different programming languages such as R, Python, Java, JavaScript, and Julia, and explore various versions and packages that are compatible with the Notebook system. Moving ahead, you will master interactive widgets and namespaces and work with Jupyter in a multi-user mode.By the end of this book, you will have used Jupyter with a big dataset and be able to apply all the functionalities you’ve explored throughout the book. You will also have learned all about the Jupyter Notebook and be able to start performing data transformation, numerical simulation, and data visualization.
As cloud applications are becoming more complex, multiple tools and services have emerged to cater to the challenges of running reliable solutions. Although infrastructure as code, containers, and orchestration tools, such as Kubernetes, have proved to be efficient in solving these challenges, AWS CDK represents a paradigm shift in building easily developed, extended, and maintained applications.With AWS CDK in Practice, you’ll start by setting up basic day-to-day infrastructure while understanding the new prospects that CDK offers. You’ll learn how to set up pipelines for building CDK applications on the cloud that are long-lasting, agile, and maintainable. You’ll also gain practical knowledge of container-based and serverless application development. Furthermore, you’ll discover how to leverage AWS CDK to build cloud solutions using code instead of configuration files. Finally, you’ll explore current community best practices for solving production issues when dealing with CDK applications.By the end of this book, you’ll have practical knowledge of CDK, and you’ll be able to leverage the power of AWS with code that is simple to write and maintain using AWS CDK.
C++ has come a long way to be one of the most widely used general-purpose languages that is fast, efficient, and high-performance at its core.The updated second edition of Modern C++ Programming Cookbook addresses the latest features of C++20, such as modules, concepts, coroutines, and the many additions to the standard library, including ranges and text formatting. The book is organized in the form of practical recipes covering a wide range of problems faced by modern developers.The book also delves into the details of all the core concepts in modern C++ programming, such as functions and classes, iterators and algorithms, streams and the file system, threading and concurrency, smart pointers and move semantics, and many others. It goes into the performance aspects of programming in depth, teaching developers how to write fast and lean code with the help of best practices.Furthermore, the book explores useful patterns and delves into the implementation of many idioms, including pimpl, named parameter, and attorney-client, teaching techniques such as avoiding repetition with the factory pattern. There is also a chapter dedicated to unit testing, where you are introduced to three of the most widely used libraries for C++: Boost.Test, Google Test, and Catch2.By the end of the book, you will be able to effectively leverage the features and techniques of C++11/14/17/20 programming to enhance the performance, scalability, and efficiency of your applications.
Game development has traditionally only been accessible to those with experience in computer science and access to the best or most expensive development tools. However, with the advent of technologies such as HTML5 and the ability to self-publish, web-based games such as those on Facebook and smartphones are becoming more attractive to develop than ever before. Through the use of open technologies such as HTML5, anyone with even a basic understanding of games development can begin to develop video games in their spare time and publish them to the Web or as an application for mobile devices.Instant HTML5 2D Platformer is a practical, hands-on guide that provides you with a number of clear, step-by-step, task-based exercises, which are used to discuss game development and put into practice development techniques through the use of HTML5 and JavaScript. This book looks at the creation of a 2D platform-based game using the HTML5 canvas element.Instant HTML5 2D Platformer introduces you to HTML5 canvas through a number of exercises, which show what the canvas is capable of. The book contains a number of clear, practical, hands-on tasks that incrementally build on the concepts of game creation and result in a 2D HTML5 platform-based game.By undertaking the tasks within this book, you will learn how to develop your own 2D HTML5 game framework that you can use in the creation of your own video games, not just the game developed within this book. Alongside this framework you will learn how to develop and understand 2D animation, game logic, and how to handle user input devices.
Refactoring with C++. Explore modern ways of developing maintainable and efficient applications
Despite the prevalence of higher-level languages, C++ is still running the world, from bare-metal embedded systems to distributed cloud-native systems. C++ is on the frontline whenever there is a need for a performance-sensitive tool supporting complex data structures. The language has been actively evolving for the last two decades.This book is a comprehensive guide that shows you how to implement SOLID principles and refactor legacy code using the modern features and approaches of C++, the standard library, Boost library collection, and Guidelines Support Library by Microsoft. The book begins by describing the essential elements of writing clean code and discussing object-oriented programming in C++. You’ll explore the design principles of software testing with examples of using popular unit testing frameworks such as Google Test. The book also guides you through applying automated tools for static and dynamic code analysis using Clang Tools.By the end of this book, you’ll be proficient in applying industry-approved coding practices to design clean, sustainable, and readable real-world C++ code.
Google has been one of the top players in the public cloud domain thanks to its agility and performance capabilities. This book will help you design, develop, and manage robust, secure, and dynamic solutions to successfully meet your business needs.You'll learn how to plan and design network, compute, storage, and big data systems that incorporate security and compliance from the ground up. The chapters will cover simple to complex use cases for devising solutions to business problems, before focusing on how to leverage Google Cloud's Platform-as-a-Service (PaaS) and Software-as-a-Service (SaaS) capabilities for designing modern no-operations platforms. Throughout this book, you'll discover how to design for scalability, resiliency, and high availability. Later, you'll find out how to use Google Cloud to design modern applications using microservices architecture, automation, and Infrastructure-as-Code (IaC) practices. The concluding chapters then demonstrate how to apply machine learning and artificial intelligence (AI) to derive insights from your data. Finally, you will discover best practices for operating and monitoring your cloud solutions, as well as performing troubleshooting and quality assurance.By the end of this Google Cloud book, you'll be able to design robust enterprise-grade solutions using Google Cloud Platform.
Binary analysis is the process of examining a binary program to determine information security actions. It is a complex, constantly evolving, and challenging topic that crosses over into several domains of information technology and security. This binary analysis book is designed to help you get started with the basics, before gradually advancing to challenging topics. Using a recipe-based approach, this book guides you through building a lab of virtual machines and installing tools to analyze binaries effectively. You'll begin by learning about the IA32 and ELF32 as well as IA64 and ELF64 specifications. The book will then guide you in developing a methodology and exploring a variety of tools for Linux binary analysis. As you advance, you'll learn how to analyze malicious 32-bit and 64-bit binaries and identify vulnerabilities. You'll even examine obfuscation and anti-analysis techniques, analyze polymorphed malicious binaries, and get a high-level overview of dynamic taint analysis and binary instrumentation concepts. By the end of the book, you'll have gained comprehensive insights into binary analysis concepts and have developed the foundational skills to confidently delve into the realm of binary analysis.
Practical UX Design. Click here to enter text
Written in an easy-to-read style, this book provides real-world examples, a historical perspective, and a holistic approach to design that will ground you in the fundamental essentials of interactive design, allow you to make more informed design decisions, and increase your understanding of UX in order to reach the highest levels of UX maturity. As you will see, UX is more than just delighting customers and users. It is also about thinking like a UX practitioner, making time for creativity, recognizing good design when you see it, understanding Information Architecture as more than just organizing and labeling websites, using design patterns to influence user behavior and decision making, approaching UX from a business perspective, transforming your client’s and company’s fundamental understanding of UX and its true value, and so much more.This book is an invaluable resource of knowledge, perspective, and inspiration for those seeking to become better UX designers, increase their confidence, become more mature design leaders, and deliver solutions that provide measurable value to stakeholders, customers, and users regardless of project type, size, and delivery method.
With advanced cyber attacks severely impacting industry giants and the constantly evolving threat landscape, organizations are adopting complex systems to maintain robust and secure environments. Network Security Strategies will help you get well-versed with the tools and techniques required to protect any network environment against modern cyber threats.You’ll understand how to identify security vulnerabilities across the network and how to effectively use a variety of network security techniques and platforms. Next, the book will show you how to design a robust network that provides top-notch security to protect against traditional and new evolving attacks. With the help of detailed solutions and explanations, you'll be able to monitor networks skillfully and identify potential risks. Finally, the book will cover topics relating to thought leadership and the management aspects of network security.By the end of this network security book, you'll be well-versed in defending your network from threats and be able to consistently maintain operational efficiency, security, and privacy in your environment.
Discover the user-friendly interface and versatility of Tinkercad and find out how it’s revolutionizing digital creation. This comprehensive guide explores Tinkercad’s 3D design features, equipping you with the skills to harness its full potential for advanced projects and creations. Written by a patented inventor and Tinkercad expert with over a decade of experience in technology education, this book offers an accessible, yet thorough approach to mastering Tinkercad for users of all levels.You'll enhance your 3D design skills as you delve into professional modeling topics and techniques in Tinkercad. As you progress, you’ll build your skills by mastering essential tools for 3D modeling, such as technical drawings and measurement methods, paving the way for efficient constructive solid geometry abilities. Advanced Tinkercad modeling techniques, including ruler and workplane tools, patterns, and shape generators, will guide you in bringing your designs to life through 3D printing. You'll also learn about advanced concepts such as tolerances, dimensions, material choice, and practical applications with step-by-step guides for creating items like threaded containers, puzzles, phone cases, and more.By the end of the book, you’ll be proficient in crafting intricate designs ready for successful production through 3D printing.
The Ultimate Docker Container Book, 3rd edition enables you to leverage Docker containers for streamlined software development. You’ll uncover Docker fundamentals and how containers improve software supply chain efficiency and enhance security.You’ll start by learning practical skills such as setting up Docker environments, handling stateful components, running and testing code within containers, and managing Docker images. You’ll also explore how to adapt legacy applications for containerization and understand distributed application architecture. Next, you’ll delve into Docker's networking model, software-defined networks for secure applications, and Docker compose for managing multi-service applications along with tools for log analysis and metrics. You’ll further deepen your understanding of popular orchestrators like Kubernetes and Docker swarmkit, exploring their key concepts, and deployment strategies for resilient applications. In the final sections, you’ll gain insights into deploying containerized applications on major cloud platforms, including Azure, AWS, and GCE and discover techniques for production monitoring and troubleshooting.By the end of this book, you’ll be well-equipped to manage and scale containerized applications effectively.
Innovative techniques and practices for managing and engaging the new generation of workers.As the new generation of employees enters the workforce, they bring with them a distinctive set of attitudes, behaviors and expectations. Coupled with rapid changes to social and business life, this has created a situation of fast transformation in workplace and organizational culture. For some it may be troubling, and difficult to contend with, but the creativity and energy of Generation Y presents should be regarded as an opportunity, not a challenge. When managed and cultivated in the right way, Generation Y can play a key role in your organization and can push you forward towards future success.This engaging guide, thoughtful and practical in equal measure, takes the mystery and confusion out of managing and working with Generation Y. Carolin Munro, Associate Professor at the Faculty of management at Royal Roads University, BC., offers an unconventional roadmap to navigate through the uncultivated terrain of attracting, engaging, and retaining Generation Y talent in your organization. Carolin addresses the burning questions you have about Generation Y and proposes specific strategies that you can use to build collaborative working relationships with a new generation of employees. From attracting Generation Y to your organization, dealing with any multi-generational differences, to inspiring and coaching new employees towards success, Caroliun draws on her expertise in management and leadership to demonstrate that the future will be safe in the hands of Generation Y.