Create a real-world application in Go and explore various frameworks and methodologies for full-stack development Key Features * Organize your isomorphic codebase to enhance the maintainability of your application * Build web APIs and middleware in the Go language by making use of the popular Gin framework * Implement real-time web application functionality with WebSockets Book Description The Go programming language has been rapidly adopted by developers for building web applications. With its impressive performance and ease of development, Go enjoys the support of a wide variety of open source frameworks, for building scalable and high-performant web services and apps. Hands-On Full Stack Development with Go is a comprehensive guide that covers all aspects of full stack development with Go. This clearly written, example-rich book begins with a practical exposure to Go development and moves on to build a frontend with the popular React framework. From there, you will build RESTful web APIs utilizing the Gin framework. After that, we will dive deeper into important software backend concepts, such as connecting to the database via an ORM, designing routes for your services, securing your services, and even charging credit cards via the popular Stripe API. We will also cover how to test, and benchmark your applications efficiently in a production environment. In the concluding chapters, we will cover isomorphic developments in pure Go by learning about GopherJS. As you progress through the book, you'll gradually build a musical instrument online store application from scratch. By the end of the book, you will be confident in taking on full stack web applications in Go. What you will learn * Understand Go programming by building a real-world application * Learn the React framework to develop a frontend for your application * Understand isomorphic web development utilizing the GopherJS framework * Explore methods to write RESTful web APIs in Go using the Gin framework * Learn practical topics such as ORM layers, secure communications, and Stripe's API * Learn methods to benchmark and test web APIs in Go Who this book is for Hands-On Full Stack Development with Go will appeal to developers who are looking to start building amazing full stack web applications in Go. Basic knowhow of Go language and JavaScript is expected. The book targets web developers who are looking to move to the Go language.

Learn how to build complete machine learning systems with IBM Cloud and Watson Machine learning services Key Features * Implement data science and machine learning techniques to draw insights from real-world data * Understand what IBM Cloud platform can help you to implement cognitive insights within applications * Understand the role of data representation and feature extraction in any machine learning system Book Description IBM Cloud is a collection of cloud computing services for data analytics using machine learning and artificial intelligence (AI). This book is a complete guide to help you become well versed with machine learning on the IBM Cloud using Python. Hands-On Machine Learning with IBM Watson starts with supervised and unsupervised machine learning concepts, in addition to providing you with an overview of IBM Cloud and Watson Machine Learning. You'll gain insights into running various techniques, such as K-means clustering, K-nearest neighbor (KNN), and time series prediction in IBM Cloud with real-world examples. The book will then help you delve into creating a Spark pipeline in Watson Studio. You will also be guided through deep learning and neural network principles on the IBM Cloud using TensorFlow. With the help of NLP techniques, you can then brush up on building a chatbot. In later chapters, you will cover three powerful case studies, including the facial expression classification platform, the automated classification of lithofacies, and the multi-biometric identity authentication platform, helping you to become well versed with these methodologies. By the end of this book, you will be ready to build efficient machine learning solutions on the IBM Cloud and draw insights from the data at hand using real-world examples. What you will learn * Understand key characteristics of IBM machine learning services * Run supervised and unsupervised techniques in the cloud * Understand how to create a Spark pipeline in Watson Studio * Implement deep learning and neural networks on the IBM Cloud with TensorFlow * Create a complete, cloud-based facial expression classification solution * Use biometric traits to build a cloud-based human identification system Who this book is for This beginner-level book is for data scientists and machine learning engineers who want to get started with IBM Cloud and its machine learning services using practical examples. Basic knowledge of Python and some understanding of machine learning will be useful.

Leverage the power of MongoDB 4.x to build and administer fault-tolerant database applications Key Features * Master the new features and capabilities of MongoDB 4.x * Implement advanced data modeling, querying, and administration techniques in MongoDB * Includes rich case-studies and best practices followed by expert MongoDB developers Book Description MongoDB is the best platform for working with non-relational data and is considered to be the smartest tool for organizing data in line with business needs. The recently released MongoDB 4.x supports ACID transactions and makes the technology an asset for enterprises across the IT and fintech sectors. This book provides expertise in advanced and niche areas of managing databases (such as modeling and querying databases) along with various administration techniques in MongoDB, thereby helping you become a successful MongoDB expert. The book helps you understand how the newly added capabilities function with the help of some interesting examples and large datasets. You will dive deeper into niche areas such as high-performance configurations, optimizing SQL statements, configuring large-scale sharded clusters, and many more. You will also master best practices in overcoming database failover, and master recovery and backup procedures for database security. By the end of the book, you will have gained a practical understanding of administering database applications both on premises and on the cloud; you will also be able to scale database applications across all servers. What you will learn * Perform advanced querying techniques such as indexing and expressions * Configure, monitor, and maintain a highly scalable MongoDB environment * Master replication and data sharding to optimize read/write performance * Administer MongoDB-based applications on premises or on the cloud * Integrate MongoDB with big data sources to process huge amounts of data * Deploy MongoDB on Kubernetes containers * Use MongoDB in IoT, mobile, and serverless environments Who this book is for This book is ideal for MongoDB developers and database administrators who wish to become successful MongoDB experts and build scalable and fault-tolerant applications using MongoDB. It will also be useful for database professionals who wish to become certified MongoDB professionals. Some understanding of MongoDB and basic database concepts is required to get the most out of this book.

A practical guide for developing end-to-end serverless microservices in Python for developers, DevOps, and architects. Key Features * Create a secure, cost-effective, and scalable serverless data API * Use identity management and authentication for a user-specific and secure web application * Go beyond traditional web hosting to explore the full range of cloud hosting options Book Description Over the last few years, there has been a massive shift from monolithic architecture to microservices, thanks to their small and independent deployments that allow increased flexibility and agile delivery. Traditionally, virtual machines and containers were the principal mediums for deploying microservices, but they involved a lot of operational effort, configuration, and maintenance. More recently, serverless computing has gained popularity due to its built-in autoscaling abilities, reduced operational costs, and increased productivity. Building Serverless Microservices in Python begins by introducing you to serverless microservice structures. You will then learn how to create your first serverless data API and test your microservice. Moving on, you'll delve into data management and work with serverless patterns. Finally, the book introduces you to the importance of securing microservices. By the end of the book, you will have gained the skills you need to combine microservices with serverless computing, making their deployment much easier thanks to the cloud provider managing the servers and capacity planning. What you will learn * Discover what microservices offer above and beyond other architectures * Create a serverless application with AWS * Gain secure access to data and resources * Run tests on your configuration and code * Create a highly available serverless microservice data API * Build, deploy, and run your serverless configuration and code Who this book is for If you are a developer with basic knowledge of Python and want to learn how to build, test, deploy, and secure microservices, then this book is for you. No prior knowledge of building microservices is required.

Your one-stop guide to learning and implementing artificial neural networks with Keras effectively Key Features * Design and create neural network architectures on different domains using Keras * Integrate neural network models in your applications using this highly practical guide * Get ready for the future of neural networks through transfer learning and predicting multi network models Book Description Neural networks are used to solve a wide range of problems in different areas of AI and deep learning. Hands-On Neural Networks with Keras will start with teaching you about the core concepts of neural networks. You will delve into combining different neural network models and work with real-world use cases, including computer vision, natural language understanding, synthetic data generation, and many more. Moving on, you will become well versed with convolutional neural networks (CNNs), recurrent neural networks (RNNs), long short-term memory (LSTM) networks, autoencoders, and generative adversarial networks (GANs) using real-world training datasets. We will examine how to use CNNs for image recognition, how to use reinforcement learning agents, and many more. We will dive into the specific architectures of various networks and then implement each of them in a hands-on manner using industry-grade frameworks. By the end of this book, you will be highly familiar with all prominent deep learning models and frameworks, and the options you have when applying deep learning to real-world scenarios and embedding artificial intelligence as the core fabric of your organization. What you will learn * Understand the fundamental nature and workflow of predictive data modeling * Explore how different types of visual and linguistic signals are processed by neural networks * Dive into the mathematical and statistical ideas behind how networks learn from data * Design and implement various neural networks such as CNNs, LSTMs, and GANs * Use different architectures to tackle cognitive tasks and embed intelligence in systems * Learn how to generate synthetic data and use augmentation strategies to improve your models * Stay on top of the latest academic and commercial developments in the field of AI Who this book is for This book is for machine learning practitioners, deep learning researchers and AI enthusiasts who are looking to get well versed with different neural network architecture using Keras. Working knowledge of Python programming language is mandatory.

Create advanced applications with Python and OpenCV, exploring the potential of facial recognition, machine learning, deep learning, web computing and augmented reality. Key Features * Develop your computer vision skills by mastering algorithms in Open Source Computer Vision 4 (OpenCV 4)and Python * Apply machine learning and deep learning techniques with TensorFlow, Keras, and PyTorch * Discover the modern design patterns you should avoid when developing efficient computer vision applications Book Description OpenCV is considered to be one of the best open source computer vision and machine learning software libraries. It helps developers build complete projects in relation to image processing, motion detection, or image segmentation, among many others. OpenCV for Python enables you to run computer vision algorithms smoothly in real time, combining the best of the OpenCV C++ API and the Python language. In this book, you'll get started by setting up OpenCV and delving into the key concepts of computer vision. You'll then proceed to study more advanced concepts and discover the full potential of OpenCV. The book will also introduce you to the creation of advanced applications using Python and OpenCV, enabling you to develop applications that include facial recognition, target tracking, or augmented reality. Next, you'll learn machine learning techniques and concepts, understand how to apply them in real-world examples, and also explore their benefits, including real-time data production and faster data processing. You'll also discover how to translate the functionality provided by OpenCV into optimized application code projects using Python bindings. Toward the concluding chapters, you'll explore the application of artificial intelligence and deep learning techniques using the popular Python libraries TensorFlow, and Keras. By the end of this book, you'll be able to develop advanced computer vision applications to meet your customers' demands. What you will learn * Handle files and images, and explore various image processing techniques * Explore image transformations, including translation, resizing, and cropping * Gain insights into building histograms * Brush up on contour detection, filtering, and drawing * Work with Augmented Reality to build marker-based and markerless applications * Work with the main machine learning algorithms in OpenCV * Explore the deep learning Python libraries and OpenCV deep learning capabilities * Create computer vision and deep learning web applications Who this book is for This book is designed for computer vision developers, engineers, and researchers who want to develop modern computer vision applications. Basic experience of OpenCV and Python programming is a must.

Write efficient, reusable scripts to build custom characters, game environments, and control enemy AI Key Features * Build captivating multiplayer games using Unreal Engine and C++ * Incorporate existing C++ libraries into your game to add extra functionality such as hardware integration * Practical solutions for memory management, error handling, inputs, and collision for your game codebase Book Description Unreal Engine 4 (UE4) is a popular and award-winning game engine that powers some of the most popular games. A truly powerful tool for game development, there has never been a better time to use it for both commercial and independent projects. With more than 100 recipes, this book shows how to unleash the power of C++ while developing games with Unreal Engine. This book takes you on a journey to jumpstart your C++ and UE4 development skills. You will start off by setting up UE4 for C++ development and learn how to work with Visual Studio, a popular code editor. You will learn how to create C++ classes and structs the Unreal way. This will be followed by exploring memory management, smart pointers, and debugging your code. You will then learn how to make your own Actors and Components through code and how to handle input and collision events. You will also get exposure to many elements of game development including creating user interfaces, artificial intelligence, and writing code with networked play in mind. You will also learn how to add on to the Unreal Editor itself. With a range of task-oriented recipes, this book provides actionable information about writing code for games with UE4 using C++. By the end of the book, you will be empowered to become a top-notch developer with UE4 using C++ as your scripting language! What you will learn * Create C++ classes and structs that integrate well with UE4 and the Blueprints editor * Discover how to work with various APIs that Unreal Engine already contains * Utilize advanced concepts such as events, delegates, and interfaces in your UE4 projects * Build user interfaces using Canvas and UMG through C++ * Extend the Unreal Editor by creating custom windows and editors * Implement AI tasks and services using C++, Blackboard, and Behavior Trees * Write C++ code with networking in mind and replicate properties and functions Who this book is for If you are really passionate game developer looking for solutions to common scripting problems, then this is the book for you. Understanding of the fundamentals of game design and C++ is expected to get the most from this book.

A practical guide to getting the most out of Excel, using it for data preparation, applying machine learning models (including cloud services) and understanding the outcome of the data analysis. Key Features * Use Microsoft's product Excel to build advanced forecasting models using varied examples * Cover range of machine learning tasks such as data mining, data analytics, smart visualization, and more * Derive data-driven techniques using Excel plugins and APIs without much code required Book Description We have made huge progress in teaching computers to perform difficult tasks, especially those that are repetitive and time-consuming for humans. Excel users, of all levels, can feel left behind by this innovation wave. The truth is that a large amount of the work needed to develop and use a machine learning model can be done in Excel. The book starts by giving a general introduction to machine learning, making every concept clear and understandable. Then, it shows every step of a machine learning project, from data collection, reading from different data sources, developing models, and visualizing the results using Excel features and offerings. In every chapter, there are several examples and hands-on exercises that will show the reader how to combine Excel functions, add-ins, and connections to databases and to cloud services to reach the desired goal: building a full data analysis flow. Different machine learning models are shown, tailored to the type of data to be analyzed. At the end of the book, the reader is presented with some advanced use cases using Automated Machine Learning, and artificial neural network, which simplifies the analysis task and represents the future of machine learning. What you will learn * Use Excel to preview and cleanse datasets * Understand correlations between variables and optimize the input to machine learning models * Use and evaluate different machine learning models from Excel * Understand the use of different visualizations * Learn the basic concepts and calculations to understand how artificial neural networks work * Learn how to connect Excel to the Microsoft Azure cloud * Get beyond proof of concepts and build fully functional data analysis flows Who this book is for This book is for data analysis, machine learning enthusiasts, project managers, and someone who doesn't want to code much for performing core tasks of machine learning. Each example will help you perform end-to-end smart analytics. Working knowledge of Excel is required.

Use Ansible to configure your systems, deploy software, and orchestrate advanced IT tasks Key Features * Get familiar with the fundamentals of Ansible 2.7 * Understand how to use Ansible Tower to scale your IT automation * Gain insights into how to develop and test Ansible playbooks Book Description Ansible is an open source automation platform that assists organizations with tasks such as application deployment, orchestration, and task automation. With the release of Ansible 2.7, even complex tasks can be handled much more easily than before. Learning Ansible 2.7 will help you take your first steps toward understanding the fundamentals and practical aspects of Ansible by introducing you to topics such as playbooks, modules, and the installation of Linux, Berkeley Software Distribution (BSD), and Windows support. In addition to this, you will focus on various testing strategies, deployment, and orchestration to build on your knowledge. The book will then help you get accustomed to features including cleaner architecture, task blocks, and playbook parsing, which can help you to streamline automation processes. Next, you will learn how to integrate Ansible with cloud platforms such as Amazon Web Services (AWS) before gaining insights into the enterprise versions of Ansible, Ansible Tower and Ansible Galaxy. This will help you to use Ansible to interact with different operating systems and improve your working efficiency. By the end of this book, you will be equipped with the Ansible skills you need to automate complex tasks for your organization. What you will learn * Create a web server using Ansible * Write a custom module and test it * Deploy playbooks in the production environment * Troubleshoot networks using Ansible * Use Ansible Galaxy and Ansible Tower during deployment * Deploy an application with Ansible on AWS, Azure and DigitalOcean Who this book is for This beginner-level book is for system administrators who want to automate their organization's infrastructure using Ansible 2.7. No prior knowledge of Ansible is required

Harness the power of the latest edition with this in-depth and comprehensive guide to the Swift language Key Features * Fifth edition of this bestselling book, improved and updated to cover the latest version of the Swift 5 programming language * Get to grips with popular and modern design techniques to write easy-to-manage Swift code * Learn how to use core Swift features such as concurrency, generics, and copy-on-write in your code Book Description Over the years, the Mastering Swift book has established itself amongst developers as a popular choice as an in-depth and practical guide to the Swift programming language. The latest edition is fully updated and revised to cover the new version: Swift 5. Inside this book, you'll find the key features of Swift 5 easily explained with complete sets of examples. From the basics of the language to popular features such as concurrency, generics, and memory management, this definitive guide will help you develop your expertise and mastery of the Swift language. Mastering Swift 5, Fifth Edition will give you an in-depth knowledge of some of the most sophisticated elements in Swift development, including protocol extensions, error handling, and closures. It will guide you on how to use and apply them in your own projects. Later, you'll see how to leverage the power of protocol-oriented programming to write flexible and easier-to-manage code. You will also see how to add the copy-on-write feature to your custom value types and how to avoid memory management issues caused by strong reference cycles. What you will learn * Understand core Swift components, including operators, collections, control flows, and functions * Learn how and when to use classes, structures, and enumerations * Understand how to use protocol-oriented design with extensions to write easier-to-manage code * Use design patterns with Swift, to solve commonly occurring design problems * Implement copy-on-write for you custom value types to improve performance * Add concurrency to your applications using Grand Central Dispatch and Operation Queues * Implement generics to write flexible and reusable code Who this book is for This book is for developers who want to delve into the newest version of Swift. If you are a developer and learn best by looking at and working with code, then this book is for you. A basic understanding of Apple's tools would be beneficial but not mandatory. All examples should work on the Linux platform as well.

An unrivalled introduction to the pioneers of educational theory that you won't be able to get through your studies without. This must-have book includes profiles on Vygotsky, Steiner, Montessori and Froebel, as well as 24 other theorists.

How to set up and ensure that a key person approach works in practice. Covering common issues; from working with parents, to supporting transitions, and providing for the emotional wellbeing of young children. This book offers practical advice on: the importance of attachment for children's emotional well being, implications for early years practitioners and the need for a key person system in group settings, details of the role of key person for children and families, dealing with uncertainty about how the key person system should work and how managers can support practitioners in their key person role.

What Does It Mean To Be Three, from child psychologist Jennie Lindon, will give you the tools you need to ensure that your work with children, whether in a school, nursery or home setting, is relevant to their individual stages of development.This books looks at the six areas of learning in the EYFS and focusses on what each area means for three-year olds. Each area of development is backed up with examples of how real children learn, what good practice looks like and working in partnership with parents. A must-have for anyone working with three-year olds.

Make it a YES! With so much competition, JUMP INTO AUDITION is the must-have guide for your audition. You only get one chance to make a FIRST IMPRESSION so let it count! FULFILL your POTENTIAL! Learn the art of preparing for auditions, tips on appropriate dress and etiquette and how to CONQUER your nerves. This book uncovers the true procedures and expectations behind auditions, so you will know exactly what to expect before you set foot on the stage. Quite simply, if you want to SUCCEED, make sure you don't attend another audition before reading this book. Including tips from choreographers, theatrical producers, singing coaches and seasoned audition professionals, JUMP INTO AUDITION will ensure you enter your audition fully prepared and ready to give the performance of your life. With sections dedicated to musicals, theatre, talent shows, dance companies and TV/film, specific advice is given for your individual type of audition, covering aspects of movement, microphone handling, supporting musical accompaniment, translation, choice of song and cold reading. There are also specific tips on breathing exercises and vocal warm-up techniques, designed to strengthen your voice and ensure a powerful delivery which will impress the judges.

The ultimate guide for breaking into the music industry. You've heard the songs, you went to the gigs, you bought the t-shirts and you read the biographies, but now it's your turn, right? The music industry is seen by many as a direct path to the ultimate party lifestyle of the rich and famous. But there is more to being a successful recording artist than just standing up in front of a crowd and singing, or spending your cash in the glamorous nightspots of London, New York and LA. As an industry that employs thousands of people in producing, marketing, publishing, and promoting musicians, there's a lot of hard work that goes into making recording artists a success. Take a look inside the world of the music business, see how it works and plot YOUR PATH TO FAME! Break down the barriers by knowing how the business works. Knowledge is power and 'Jump into Fame' will help you prepare. In each of these titles you will find advice on the key aspects of the music industry from an artist's perspective, including song writing, rehearsing and choreography to copyright, royalties and merchandising. This eBook covers a series of topics you will need to understand and address within the music industry. Save yourself a lot of time by preparing professionally and with a clear understanding of what's involved. Learn what to expect from others and also, importantly, what the music industry expects from you. Beyond the traditional image of sex, drugs and rock n' roll there is a whole industry generating tens of billions of dollars worldwide, so what does it take to become a part of it? Read advice from professional musicians and choreographers, and get to grips with the basics of the business side of the music industry. Learn about the mysterious rules of music copyright and find out where exactly your riches will come flooding in from with our section on royalties. Get yourself noticed by making your own music video, and protect your assets by retaining ownership of your material, seeking advice from the Musician's Union on the way. Learn how to put together the professional support team you will need. Many of the decisions you make now will be crucial to your chances of success in the future. With so many pitfalls you need to be aware of how the industry works, what to look out for and how to make yourself stand out from the crowd. If you're serious about making a career from your talent, then jump in and take the first step on the road to fame!

Draw Across the Curriculum is a collection of 50 photocopiable art worksheets, designed to provide a handy cross-curricular drawing resource for the busy primary classroom teacher. Perfect for getting pupils to put pencil to paper, this collection of artsheets is brimming with humorous designs to copy and patterns to make.

Are you a fan of Bruno Mars? If so, do you know how he came by his stage name? What was his debut album called and what are the titles of his best-selling singles? If you think you know all about the talented American singer-songwriter or would like to find out more, The Bruno Mars Quiz Book is for you. What awards has Bruno been nominated for? What were his early musical influences and how did he get started in the business? Where did he grow up and what was his family life like as a child? With 100 questions all about your favourite singer including many personal details, this book is both entertaining and educational and you are certain to learn something new. This book is a fitting tribute to a diverse performer who has made a lasting impression on the music industry in recent months and looks set to continue to make his mark for some time to come. This is a must-have for everyone who enjoys Bruno Mars unique style of music.

Brief Description: Are you a regular commuter on the London Underground? Do you use the tube to get around for business or pleasure? Or maybe you have travelled on the underground during a visit to the UK capital? If so, just how much can you remember about the world's oldest underground system? Which tube station is the busiest, with 77 million passengers each year? If you were travelling on the Piccadilly Line, which tube station would you get off at if you were visiting Arsenal Football Club? In which year during the 1940s did the central line extend from Liverpool Street to Stratford? The answers to these and many more brain-teasing questions are all in this quiz book. Find out how well you know your way around the tube or challenge your colleagues, family and friends to discover who is the most knowledgeable about London Underground. Full of fascinating facts The London Underground Quiz Book is both fun and informative and an excellent way to help pass away the hours you spend travelling.

Are you a fan of Adele? Have you followed her meteoric rise to fame from the release of her first album '19' through to global superstardom? Do you, like millions of others, know all the words to her soulful, heartfelt lyrics and can't help singing along. If so, you are guaranteed to enjoy this fun and informative new quiz book.Which two awards did Adele win at the 51st Grammy Awards in 2009? Who wrote Adele's 2008 song 'Make You Feel My Love'? How many weeks did Adele's single 'Someone Like You' spend in the number 1 position in the UK charts? All the answers can be found in The Adele Quiz Book.Packed full of facts about Adele's amazing career to date, this tribute contains 100 questions about the multi-award winning superstar and covers all aspects of Adele's professional life, together with one or two surprising personal details. You are certain to learn something new about the popular singer-songwriter. This is a must have book for anyone who would like to know more about the huge success story that is Adele.

Is Liverpool your favourite football team? Have you watched every match? Are you an expert on all the facts, figures and fixtures that have shaped the club's long history? Then the time has come to find out how much you really know about the people and places that have helped to define the Reds through the years.With 250 testing questions covering every aspect of the club, from unforgettable players, top goalscorers, memorable managers and difficult opponents to League positions, honours and awards, this book can't fail to turn up one or two surprises alongside all the well documented facts.Packed full of information, The Liverpool Quiz Book is certain to prove a hit with football fans of all ages, whether you want to impress family and friends with your knowledge or simply find out more about the team you support.This tribute to Liverpool FC is a must-have for all fans of the Reds and anyone who is interested in learning more about this successful football club.

Do you have in interest in politics? Are you familiar with the different roles in British government? Can you recall Britain's most famous prime ministers and the years they were in office? If you would like to find out more about the history of British politics, you are certain to enjoy this quiz book.Which year did James Harold Wilson first become prime minister? What is the first thing a new government forms? Who was leader of the Liberal Party from 1967 to 1976? The answers to these and many similar questions can all be found in The Politics Quiz Book.This informative new quiz book is a simple way for the whole family to learn more about British politics and with 100 questions covering all aspects of government you are sure to learn something new. Whether you want to test your memory of the great movers and shakers of days gone past or improve your knowledge of the basic facts of politics in Britain today this book is certain to have broad appeal.