Build smart applications by implementing real-world artificial intelligence projects Key Features *Explore a variety of AI projects with Python *Get well-versed with different types of neural networks and popular deep learning algorithms *Leverage popular Python deep learning libraries for your AI projects Book Description Artificial Intelligence (AI) is the newest technology that’s being employed among varied businesses, industries, and sectors. Python Artificial Intelligence Projects for Beginners demonstrates AI projects in Python, covering modern techniques that make up the world of Artificial Intelligence. This book begins with helping you to build your first prediction model using the popular Python library, scikit-learn. You will understand how to build a classifier using an effective machine learning technique, random forest, and decision trees. With exciting projects on predicting bird species, analyzing student performance data, song genre identification, and spam detection, you will learn the fundamentals and various algorithms and techniques that foster the development of these smart applications. In the concluding chapters, you will also understand deep learning and neural network mechanisms through these projects with the help of the Keras library. By the end of this book, you will be confident in building your own AI projects with Python and be ready to take on more advanced projects as you progress What you will learn *Build a prediction model using decision trees and random forest *Use neural networks, decision trees, and random forests for classification *Detect YouTube comment spam with a bag-of-words and random forests *Identify handwritten mathematical symbols with convolutional neural networks *Revise the bird species identifier to use images *Learn to detect positive and negative sentiment in user reviews Who this book is for Python Artificial Intelligence Projects for Beginners is for Python developers who want to take their first step into the world of Artificial Intelligence using easy-to-follow projects. Basic working knowledge of Python programming is expected so that you’re able to play around with code

Real-world examples of cross-browser, mobile, and data-driven testing with all the latest features of Selenium WebDriver 3 Key Features *Unlock the full potential of Selenium to test your web applications *Use Selenium Grid for faster, parallel running, and cross-browser testing *Test iOS and Android Apps with Appium Book Description Selenium WebDriver is an open source automation tool implemented through a browser-specific driver, which sends commands to a browser and retrieves results. The latest version of Selenium 3 brings with it a lot of new features that change the way you use and setup Selenium WebDriver. This book covers all those features along with the source code, including a demo website that allows you to work with an HMTL5 application and other examples throughout the book. Selenium WebDriver 3 Practical Guide will walk you through the various APIs of Selenium WebDriver, which are used in automation tests, followed by a discussion of the various WebDriver implementations available. You will learn to strategize and handle rich web UI using advanced WebDriver API along with real-time challenges faced in WebDriver and solutions to handle them. You will discover different types and domains of testing such as cross-browser testing, load testing, and mobile testing with Selenium. Finally, you will also be introduced to data-driven testing using TestNG to create your own automation framework. By the end of this book, you will be able to select any web application and automate it the way you want. What you will learn *Understand what Selenium 3 is and how is has been improved than its predecessor *Use different mobile and desktop browser platforms with Selenium 3 *Perform advanced actions, such as drag-and-drop and action builders on web page *Learn to use Java 8 API and Selenium 3 together *Explore remote WebDriver and discover how to use it *Perform cross browser and distributed testing with Selenium Grid *Use Actions API for performing various keyboard and mouse actions Who this book is for Selenium WebDriver 3 Practical Guide is for software quality assurance/testing professionals, software project managers, or software developers interested in using Selenium for testing their applications. Prior programming experience in Java is necessary.

Build optimized applications in Kotlin by learning how to make use of the standard library features the smart way Key Features *Get the most out of the Kotlin library to develop high-quality portable applications *Explore the powerful support for data processing and I/O operations *Discover ways to enhance your Android application development Book Description Given the verbosity of Java, developers have turned to Kotlin for effective software development. The Kotlin standard library provides vital tools that make day-to-day Kotlin programming easier. This library features the core attributes of the language, such as algorithmic problems, design patterns, data processing, and working with files and data streams. The recipes in this book offer coding solutions that can be readily executed. The book covers various topics related to data processing, I/O operations, and collections transformation. We'll walk through effective design patterns in Kotlin and you'll understand how coroutines add new features to JavaScript. As you make your way through the chapters, you'll learn how to implement clean, reusable functions and scalable interfaces containing default implementations. In the concluding chapters, we'll provide recipes on functional programming concepts, such as lambdas, monads, functors, and Kotlin scoping functions. By the end of the book, you'll be able to address a range of problems that Kotlin developers face by implementing easy-to-follow solutions. What you will learn *Work with ranges, progressions, and sequences in use cases *Add new functionalities to current classes with Kotlin extensions *Understand elements such as lambdas, closures, and monads *Build a REST API consumer with Retrofit and a coroutine adapter *Discover useful tips and solutions for making your Android projects *Explore the benefits of standard library features Who this book is for This book is for software developers who are familiar with Kotlin’s basics and want to discover more advanced features and concepts, especially those provided by the Kotlin standard library. It’s also ideal for experienced software developers who are familiar with the functional programming paradigm and other programming languages who want to switch to Kotlin. It will also help Java developers switch to Kotlin and integrate it into existing Java Virtual Machine (JVM) projects.

Make web applications run faster by using advanced PHP, SQL and JavaScript techniques About This Book ? Use a customized PHP stack to create efficient data-driven web applications ? Ensure seamless implementation of a JavaScript & HTML 5 CSS based frontend and PHP based backend. ? Learn about problem identification, best strategies, and UI design patterns as well to build a clean, fast web application Who This Book Is For The audience for this book would be PHP developers who have some basic knowledge of PHP programming and Web technologies. JavaScript programming knowledge is not necessary. What You Will Learn ? Install, confgure, and use profling and benchmarking testing tools ? Understand how to recognize optimizable data structures and functions to effectively optimize a PHP7 application ? Diagnose bad SQL query performance and discover ways to optimize it ? Grasp modern SQL techniques to optimize complex SQL queries ? Identify and simplify overly complex JavaScript code ? Explore and implement UI design principles that effectively enhance the performance ? Combine web technologies to boost web server performance In Detail This book will get you started with the latest benchmarking, profiling and monitoring tools for PHP, MySQL and JavaScript using Docker-based technologies. From optimizing PHP 7 code to learning asynchronous programming, from implementing Modern SQL solutions to discovering Functional JavaScript techniques, this book covers all the latest developments in Faster Web technologies. You will not only learn to determine the best optimization strategies, but also how to implement them. Along the way, you will learn how to profile your PHP scripts with Blackfire.io, monitor your Web applications, measure database performance, optimize SQL queries, explore Functional JavaScript, boost Web server performance in general and optimize applications when there is nothing left to optimize by going beyond performance. After reading this book, you will know how to boost the performance of any Web application and make it part of what has come to be known as the Faster Web. Style and approach The book has a step by step practical approach to developing highly efficient Web applications, with many practical and useful code snippets.

Develop rich and scalable web applications with Node.js, Express.js, and MongoDB About This Book ? Learn the advanced features of Aurelia to build responsive web applications ? Write clean, modular, and testable code that will be easy to maintain and evolve ? Harness the power of JavaScript on the client and server side to build full-stack applications Who This Book Is For Hands-On Full Stack Web Development with Aurelia is for you if you are a web or full-stack JavaScript developer who has experience with traditional stacks such as LAMP, MEAN, or MERN and wish to explore the power of Aurelia and new stack with modern web technologies. What You Will Learn ? Employ best practices and modern approaches to create frontend applications ? Learn about modern CSS preprocessors and improve the readability of your application ? Use the Aurelia framework to create navigable web applications ? Write your own tests, making your application secure and fault-tolerant ? Create solid RESTful APIs using the microservice architecture ? Understand the NoSQL paradigm and get the best performance from your database ? Integrate third-party libraries such as Gmail for Single Sign On ? Write UI testing scripts and integration tests to build extensible apps In Detail Hands-On Full Stack Web Development with Aurelia begins with a review of basic JavaScript concepts and the structure of an Aurelia application generated with the Aurelia-CLI tool. You will learn how to create interesting and intuitive application using the Aurelia-Materialize plugin, which implements the material design approach. Once you fully configure a FIFA World Cup 2018 app, you'll start creating the initial components through TDD practices and then develop backend services to process and store all the user data. This book lets you explore the NoSQL model and implement it using one of the most popular NoSQL databases, MongoDB, with some exciting libraries to make the experience effortless. You'll also be able to add some advanced behavior to your components, from managing the lifecycle properly to using dynamic binding, field validations, and the custom service layer. You will integrate your application with Google OAuth Service and learn best practices to secure your applications. Furthermore, you'll write UI Testing scripts to create high-quality Aurelia Apps and explore the most used tools to run end-to-end tests. In the concluding chapters, you'll be able to deploy your application to the Cloud and Docker containers. By the end of this book, you will have learned how to create rich applications using best practices and modern approaches. Style and approach This is a comprehensive example-based book that guides you to create highly scalable applications using the new MEAN Stack.

Kate West is the author of The Real Witches' Handbook and The Real Witches' Kitchen. She is Media Officer for The Children of Artemis and High Priestess of the Hearth of Hecate, which runs a popular email support and enquiry service for Witches around the world. A practising Wiccan for over 30 years, she has excellent international contacts.

Victoria Stilwell is an actress-turned-dog-trainer who has founded training schools in New York, New Jersey, and Britain. She stars in the U.K.’s Channel 4 television series It’s Me or the Dog. Since 1999, Victoria has lived in the United States, and is now based in New York.

Adrian has a unique gift for understanding drivers and racing cars. He is ultra competitive but never forgets to have fun. An immensely likeable man.' Damon Hill The world’s foremost designer in Formula One, Adrian Newey OBE is arguably one of Britain’s greatest engineers and this is his fascinating, powerful memoir. How to Build a Car explores the story of Adrian’s unrivalled 35-year career in Formula One through the prism of the cars he has designed, the drivers he has worked alongside and the races in which he’s been involved. A true engineering genius, even in adolescence Adrian’s thoughts naturally emerged in shape and form – he began sketching his own car designs at the age of 12 and took a welding course in his school summer holidays. From his early career in IndyCar racing and on to his unparalleled success in Formula One, we learn in comprehensive, engaging and highly entertaining detail how a car actually works. Adrian has designed for the likes of Mario Andretti, Nigel Mansell, Alain Prost, Damon Hill, David Coulthard, Mika Hakkinen, Mark Webber and Sebastian Vettel, always with a shark-like purity of purpose: to make the car go faster. And while his career has been marked by unbelievable triumphs, there have also been deep tragedies; most notably Ayrton Senna’s death during his time at Williams in 1994. Beautifully illustrated with never-before-seen drawings, How to Build a Car encapsulates, through Adrian’s remarkable life story, precisely what makes Formula One so thrilling – its potential for the total synchronicity of man and machine, the perfect combination of style, efficiency and speed.

Imagine a world where the past, present and future have collided. A world that is timeless. This is the world Diego was born into… For fans of Rick Riordan and Brian Selznick, author-artist Armand Baltazar introduces the first book in a new fantasy adventure series. Over 150 full-colour illustrations bring this cinematic story to life! You’ve never seen Earth like this before: continents reshaped, oceans re-formed, cities rebuilt. Dinosaurs roam the plains alongside herds of buffalo, and giant robots navigate the same waters as steam-powered ships. In New Chicago, Diego’s middle school hallways buzz with kids from all eras of history and from cultures all over the world. The pieces do not always fit together neatly, but this is the world he loves. There are those, however, who do not share his affection. On his thirteenth birthday, Diego learns of a special gift he has, a secret that is part of something much bigger. When his father, New Chicago’s top engineer, is taken by the Aeternum, Diego must rescue him and prevent this evil group from disrupting the fragile peace humanity has forged.

Paul Sterry is author of Complete British Wildlife, which has sold over half a million copies, as well as numerous other titles in the successful Collins Complete Photoguide series, including Complete British Birds and Complete British Wild Flowers. He owns the photo library Nature Photographers.

Paula Byrne is the author the bestselling biographies ‘Perdita’, ‘Mad World’, ‘The Real Jane Austen’, ‘Belle’ and ‘Kick’. She is founder and chief executive of ReLit, the Bibliotherapy Foundation, a charity devoted to the mental health benefits of reading. She is married to Sir Jonathan Bate and lives in Oxford.

When Milly (aka actress Nicola Millbank of Mount Pleasant, Mr. Selfridge and Silent Witness) moved to London aged 18 to become an actress she had to learn to fend for herself and that included improving her cooking skills. With a love for home-cooked dishes, she wanted to make them her own but a bit fresher, lighter and more exciting. So followed a 10-year full-blown love affair with home cooking that became her food blog MILLY COOKBOOK.

Dan Hancox is a native Londoner who writes about music, politics, gentrification, social exclusion, protest and the margins of urban life, chiefly for the Guardian, but also the New York Times, Vice, The Fader, Dazed & Confused and XXL. He is the author of The Village Against the World (Verso).

Painstakingly restored from Tolkien’s manuscripts and presented for the first time as a continuous and standalone story, the epic tale of Beren and Lúthien will reunite fans of The Hobbit and The Lord of the Rings with Elves and Men, Dwarves and Orcs and the rich landscape and creatures unique to Tolkien’s Middle-earth. The tale of Beren and Lúthien was, or became, an essential element in the evolution of The Silmarillion, the myths and legends of the First Age of the World conceived by J.R.R. Tolkien. Returning from France and the battle of the Somme at the end of 1916, he wrote the tale in the following year. Essential to the story, and never changed, is the fate that shadowed the love of Beren and Lúthien: for Beren was a mortal man, but Lúthien was an immortal Elf. Her father, a great Elvish lord, in deep opposition to Beren, imposed on him an impossible task that he must perform before he might wed Lúthien. This is the kernel of the legend; and it leads to the supremely heroic attempt of Beren and Lúthien together to rob the greatest of all evil beings, Melkor, called Morgoth, the Black Enemy, of a Silmaril. In this book Christopher Tolkien has attempted to extract the story of Beren and Lúthien from the comprehensive work in which it was embedded; but that story was itself changing as it developed new associations within the larger history. To show something of the process whereby this legend of Middle-earth evolved over the years, he has told the story in his father's own words by giving, first, its original form, and then passages in prose and verse from later texts that illustrate the narrative as it changed. Presented together for the first time, they reveal aspects of the story, both in event and in narrative immediacy, that were afterwards lost.

“You have the luck of Croesus on stilts (as my Auntie Vi would have said) if you’ve had the sort of career, ups and downs, warts and all that I have in that wondrous little corner of show business called musical theatre.” One of the most successful and distinguished artists of our time, Andrew Lloyd Webber has reigned over the musical theatre world for nearly five decades. The winner of numerous awards, including multiple Tonys and an Oscar, Lloyd Webber has enchanted millions worldwide with his music and numerous hit shows, including Jesus Christ Superstar, Evita, Cats, The Phantom of the Opera―Broadway’s longest running show―and most recently, School of Rock. In Unmasked, written in his own inimitable, quirky voice, the revered, award-winning composer takes stock of his achievements, the twists of fate and circumstance which brought him both success and disappointment, and the passions that inspire and sustain him. The son of a music professor and a piano teacher, Lloyd Webber reveals his artistic influences, from his idols Rodgers and Hammerstein and the perfection of South Pacific’s ‘Some Enchanted Evening,’ to the pop and rock music of the 1960s and Puccini’s Tosca, to P. G. Wodehouse and T. S. Eliot. Lloyd Webber recalls his bohemian London youth, reminiscing about the happiest place of his childhood, his homemade Harrington Pavilion―a make-believe world of musical theatre in which he created his earliest entertainments. A record of several exciting and turbulent decades of British and American musical theatre and the transformation of popular music itself, Unmasked is ultimately a chronicle of artistic creation. Lloyd Webber looks back at the development of some of his most famous works and illuminates his collaborations with luminaries such as Tim Rice, Robert Stigwood, Harold Prince, Cameron Mackintosh, and Trevor Nunn. Taking us behind the scenes of his productions, Lloyd Webber reveals fascinating details about each show, including the rich cast of characters involved with making them, and the creative and logistical challenges and artistic political battles that ensued. Lloyd Webber shares his recollections of the works that have become cultural touchstones for generations of fans: writings songs for a school production that would become his first hit, Joseph and the Amazing Technicolor Dreamcoat; finding the coterie of performers for his classic rock opera Jesus Christ Superstar; developing his first mega-hit, Evita, which would win seven Tonys Awards, including Best Musical; staking his reputation and fortune on the groundbreaking Cats; and making history with the dazzling The Phantom of the Opera. Reflecting a life that included many passions (from architecture to Turkish Swimming Cats), full of witty and revealing anecdotes, and featuring cameo appearances by numerous celebrities―Elaine Paige, Sarah Brightman, David Frost, Julie Covington, Judi Dench, Richard Branson, A.R. Rahman, Mandy Patinkin, Patti LuPone, Richard Rodgers, Norman Jewison, Milos Forman, Plácido Domingo, Barbra Streisand, Michael Crawford, Gillian Lynne, Betty Buckley, and more―Unmasked at last reveals the true face of the extraordinary man beneath the storied legend.

Roy Porter is Professor of the Social History of Medicine at the Wellcome Institute for the History of Medicine. He is the editor of the Fontana History of Science series, and the author of over sixty-five books, including the acclaimed bestseller ‘London: A Social History’. His book on the history of madness in England, ‘Mind Forg’d Manacles’, won the Leo Gershoy Prize.

Operation Marriage… Prince Quinton Carlow’s life was turned upside down the day his divorce was filed and his military papers were executed. Seven years later, the embittered soldier returns, only to walk straight back into his ex-wife! But when Quinn discovers he’s still married to the one woman who could claim his heart, he realises he must tackle the past for the future he wants…the future Anais wants too. But can he convince his Cinderella bride to fight for their love?

John Harris, author of ‘Britpop!: Cool Britannia and the Spectacular Demise of English Rock’, has written for Rolling Stone, Mojo, Q, Independent, NME, Select, and New Statesman. He lives in Hay on Wye, England.

A captivating historical novel from the national bestselling author, as Ariana Franklin, of Mistress of the Art of Death. Makepeace Burke serves Patriots at her late father's tavern on the Boston waterfront in 1765 and hates the redcoats with a vengeance. But even she can't watch an angry mob drown an Englishman. She rescues him and nurses him back to health-and falls in love. In Patriot Boston, hers is an unforgivable sin-made worse by the fact that her Englishman turns out be the aristocratic Sir Philip Dapifer. Philip must smuggle Makepeace aboard a ship bound for London and save her life at the expense of the world she knows. Rich in period detail, bringing the years of colonial rebellion to vivid life, A Catch of Consequence is a stylish novel of Boston and England, and of a woman who defies convention in both worlds.

Following on from the 1950s collection, this is the second collection of Brian Aldiss’ short stories, taken from the 1960s. A must-have for collectors. Part four of four. This collection gathers together, for the very first time, Brian Aldiss’ complete catalogue of short stories from the 1960s, in four parts. Taken from diverse and often rare sources, the works in this collection chart the blossoming career of one of Britain’s most beloved authors. From the first robot to commit suicide to the tale of a little boy who finds more companionship from his robot Teddy than from his parents – a story which was the literary basis for the first act of Steven Spielberg’s blockbuster feature film A.I. ARTIFICIAL INTELLIGENCE. This book proves once again that Aldiss’ gifted prose and unparalleled imagination never fail to challenge and delight. The four books of the 1960s short story collection are must-have volumes for all Aldiss fans, and an excellent introduction to the work of a true master. THE BRIAN ALDISS COLLECTION INCLUDES OVER 50 BOOKS AND SPANS THE AUTHOR’S ENTIRE CAREER, FROM HIS DEBUT IN 1955 TO HIS MORE RECENT WORK.

The moving true story of a little girl with Asperger syndrome, controlled and abused by the one person she called her friend. Taylor had always struggled to make friends – she felt ‘different’. Taylor never knew her father and her mother wasn’t around much. She just didn’t understand people, and was alone and scared most of the time. That was until, aged just 11, an older married man called Tom befriended her. She loved having someone who would talk to her, listen to her, a protector. But when he moved away a few months later she was easy prey to the gang of drug dealers and petty criminals who groomed and abused her, using her as a form of currency to appease their debtors and amuse their friends. Increasingly isolated and desperate, it began to look as though the pattern of Taylor's life had been set – until she started to fight back, determined to build a safe future for herself, however long it took.