Speed up the design and implementation of deep learning solutions using Apache Spark Key Features * Explore the world of distributed deep learning with Apache Spark * Train neural networks with deep learning libraries such as BigDL and TensorFlow * Develop Spark deep learning applications to intelligently handle large and complex datasets Book Description Deep learning is a subset of machine learning where datasets with several layers of complexity can be processed. Hands-On Deep Learning with Apache Spark addresses the sheer complexity of technical and analytical parts and the speed at which deep learning solutions can be implemented on Apache Spark. The book starts with the fundamentals of Apache Spark and deep learning. You will set up Spark for deep learning, learn principles of distributed modeling, and understand different types of neural nets. You will then implement deep learning models, such as convolutional neural networks (CNNs), recurrent neural networks (RNNs), and long short-term memory (LSTM) on Spark. As you progress through the book, you will gain hands-on experience of what it takes to understand the complex datasets you are dealing with. During the course of this book, you will use popular deep learning frameworks, such as TensorFlow, Deeplearning4j, and Keras to train your distributed models. By the end of this book, you'll have gained experience with the implementation of your models on a variety of use cases. What you will learn * Understand the basics of deep learning * Set up Apache Spark for deep learning * Understand the principles of distribution modeling and different types of neural networks * Obtain an understanding of deep learning algorithms * Discover textual analysis and deep learning with Spark * Use popular deep learning frameworks, such as Deeplearning4j, TensorFlow, and Keras * Explore popular deep learning algorithms Who this book is for If you are a Scala developer, data scientist, or data analyst who wants to learn how to use Spark for implementing efficient deep learning models, Hands-On Deep Learning with Apache Spark is for you. Knowledge of the core machine learning concepts and some exposure to Spark will be helpful.

Implement defensive techniques in your ecosystem successfully with Python Key Features * Identify and expose vulnerabilities in your infrastructure with Python * Learn custom exploit development . * Make robust and powerful cybersecurity tools with Python Book Description With the current technological and infrastructural shift, penetration testing is no longer a process-oriented activity. Modern-day penetration testing demands lots of automation and innovation; the only language that dominates all its peers is Python. Given the huge number of tools written in Python, and its popularity in the penetration testing space, this language has always been the first choice for penetration testers. Hands-On Penetration Testing with Python walks you through advanced Python programming constructs. Once you are familiar with the core concepts, you’ll explore the advanced uses of Python in the domain of penetration testing and optimization. You’ll then move on to understanding how Python, data science, and the cybersecurity ecosystem communicate with one another. In the concluding chapters, you’ll study exploit development, reverse engineering, and cybersecurity use cases that can be automated with Python. By the end of this book, you’ll have acquired adequate skills to leverage Python as a helpful tool to pentest and secure infrastructure, while also creating your own custom exploits. What you will learn * Get to grips with Custom vulnerability scanner development * Familiarize yourself with web application scanning automation and exploit development * Walk through day-to-day cybersecurity scenarios that can be automated with Python * Discover enterprise-or organization-specific use cases and threat-hunting automation * Understand reverse engineering, fuzzing, buffer overflows , key-logger development, and exploit development for buffer overflows. * Understand web scraping in Python and use it for processing web responses * Explore Security Operations Centre (SOC) use cases * Get to understand Data Science, Python, and cybersecurity all under one hood Who this book is for If you are a security consultant , developer or a cyber security enthusiast with little or no knowledge of Python and want in-depth insight into how the pen-testing ecosystem and python combine to create offensive tools , exploits , automate cyber security use-cases and much more then this book is for you. Hands-On Penetration Testing with Python guides you through the advanced uses of Python for cybersecurity and pen-testing, helping you to better understand security loopholes within your infrastructure .

Explore powerful Azure DevOps solutions to develop and deploy your software faster and more efficiently. Key Features * Build modern microservice-based systems with Azure architecture * Learn to deploy and manage cloud services and virtual machines * Configure clusters with Azure Service Fabric for deployment Book Description This Learning Path helps you understand microservices architecture and leverage various services of Microsoft Azure Service Fabric to build, deploy, and maintain highly scalable enterprise-grade applications. You will learn to select an appropriate Azure backend structure for your solutions and work with its toolkit and managed apps to share your solutions with its service catalog. As you progress through the Learning Path, you will study Azure Cloud Services, Azure-managed Kubernetes, and Azure Container Services deployment techniques. To apply all that you’ve understood, you will build an end-to-end Azure system in scalable, decoupled tiers for an industrial bakery with three business domains. Toward the end of this Learning Path, you will build another scalable architecture using Azure Service Bus topics to send orders between decoupled business domains with scalable worker roles processing these orders. By the end of this Learning Path, you will be comfortable in using development, deployment, and maintenance processes to build robust cloud solutions on Azure. This Learning Path includes content from the following Packt products: * Learn Microsoft Azure by Mohamed Wali * Implementing Azure Solutions - Second Edition by Florian Klaffenbach, Oliver Michalski, Markus Klein * Microservices with Azure by Namit Tanasseri and Rahul Rai What you will learn * Study various Azure Service Fabric application programming models * Create and manage a Kubernetes cluster in Azure Kubernetes Service * Use site-to-site VPN and ExpressRoute connections in your environment * Design an Azure IoT app and learn to operate it in various scenarios * Implement a hybrid Azure design using Azure Stack * Build Azure SQL databases with Code First Migrations * Integrate client applications with Web API and SignalR on Azure * Implement the Azure Active Directory (Azure AD) across the entire system Who this book is for If you are an IT system architect, network admin, or a DevOps engineer who wants to implement Azure solutions for your organization, this Learning Path is for you. Basic knowledge of the Azure Cloud platform will be beneficial.

Set sail with the funniest pirate on the seven seas in this hilarious adventure for readers of 7+ with brilliant pictures throughout from ALIENS LOVE UNDERPANTS illustrator Ben Cort. Pirate Blunderbeard is on a voyage with his cousin Redruth and Grandpa Greybeard. Blunderbeard hopes it will be like a holiday cruise, ice-cream, deck chairs and maybe a bit of swimming. But Grandpa Greybeard is on a mission. He wants to get his favourite ship back from the Scariest Pirate on the high seas he wants Blunderbeard to help. What could possibly go wrong? Pirate Blunderbeard on might be on the worst mission ever but it’s also the funniest – laugh-out-loud fun for readers of 7+

Set sail with the funniest pirate on the seven seas in this hilarious adventure for readers of 7+ with brilliant pictures throughout from ALIENS LOVE UNDERPANTS illustrator Ben Cort. Pirate Blunderbeard is on a voyage with his cousin Redruth and Grandpa Greybeard. Blunderbeard hopes it will be like a holiday cruise, ice-cream, deck chairs and maybe a bit of swimming. But Grandpa Greybeard is on a mission. He wants to get his favourite ship back from the Scariest Pirate on the high seas he wants Blunderbeard to help. What could possibly go wrong? Pirate Blunderbeard on might be on the worst mission ever but it’s also the funniest – laugh-out-loud fun for readers of 7+

Set sail with the funniest pirate on the seven seas in this hilarious adventure for readers of 7+ with brilliant pictures throughout from ALIENS LOVE UNDERPANTS illustrator Ben Cort. Pirate Blunderbeard is on a voyage with his cousin Redruth and Grandpa Greybeard. Blunderbeard hopes it will be like a holiday cruise, ice-cream, deck chairs and maybe a bit of swimming. But Grandpa Greybeard is on a mission. He wants to get his favourite ship back from the Scariest Pirate on the high seas he wants Blunderbeard to help. What could possibly go wrong? Pirate Blunderbeard on might be on the worst mission ever but it’s also the funniest – laugh-out-loud fun for readers of 7+

Set sail with the funniest pirate on the seven seas in this hilarious adventure for readers of 7+ with brilliant pictures throughout from ALIENS LOVE UNDERPANTS illustrator Ben Cort. Pirate Blunderbeard is on a voyage with his cousin Redruth and Grandpa Greybeard. Blunderbeard hopes it will be like a holiday cruise, ice-cream, deck chairs and maybe a bit of swimming. But Grandpa Greybeard is on a mission. He wants to get his favourite ship back from the Scariest Pirate on the high seas he wants Blunderbeard to help. What could possibly go wrong? Pirate Blunderbeard on might be on the worst mission ever but it’s also the funniest – laugh-out-loud fun for readers of 7+

Set sail with the funniest pirate on the seven seas in this hilarious adventure for readers of 7+ with brilliant pictures throughout from ALIENS LOVE UNDERPANTS illustrator Ben Cort. Pirate Blunderbeard is on a voyage with his cousin Redruth and Grandpa Greybeard. Blunderbeard hopes it will be like a holiday cruise, ice-cream, deck chairs and maybe a bit of swimming. But Grandpa Greybeard is on a mission. He wants to get his favourite ship back from the Scariest Pirate on the high seas he wants Blunderbeard to help. What could possibly go wrong? Pirate Blunderbeard on might be on the worst mission ever but it’s also the funniest – laugh-out-loud fun for readers of 7+

The Earl’s Convenient Wife by Marion Lennox The terms of the will are simple: to keep his family’s Scottish castle, Alasdair McBride, Earl of Duncairn, must marry his housekeeper Jeanie Lochlan. Given their past, there’s no love lost between them…but their chemistry is undeniable! As their barriers start to crumble, suddenly they’re wondering, will one year be enough…? In the Boss’s Castle by Jessica Gilmore Maddison Carter is determined to build her perfect life. But arriving in London she’s tempted by a man who’s totally off-limits – her delectable boss, Kit Buchanan. When Kit whisks Maddison to his Scottish castle she wonders if they could have the perfect future…together! Her Hot Highland Doc by Annie O’Neil Dr Brodie McClellan has only recently returned to the Isle of Dunregan and already the demons of his past are pushing him to the edge. Running from her own troubled past, this remote posting is perfect for Kali O’Shea. And Brodie makes her long to find her true home in Scotland…in her new boss’s arms!

The only authorised biography, and the only one written by an author who actually met J.R.R. Tolkien, with a redesigned cover to match the distinctive paperback editions of The Lord of the Rings, The Silmarillion and Unfinished Tales. In the 25 years since Tolkien's death in September 1973, millions have read The Hobbit, The Lord of the Rings and The Silmarillion and become fascinated about the very private man behind the books. Born in Bloemfontein in January 1892, John Ronald Reuel Tolkien was orphaned in childhood, brought up in near-poverty and almost thwarted in adolescent romance. He served in the First World War, surviving the Battle of the Somme, where he lost some of his closest friends, and returned to academic life, achieving high repute as a scholar and university teacher, eventually becoming Merton Professor of English at Oxford. Then suddenly his life changed dramatically. One day while marking essay papers he found himself writing 'In a hole in the ground there lived a hobbit' -- and worldwide renown awaited him. Humphrey Carpenter was given unrestricted access to all Tolkien's papers, and interviewed his friends and family. From these sources he follows the long and painful process of creation that produced The Lord of the Rings and The Silmarillion and offers a wealth of information about the life and work of the twentieth century's most cherished author.

Since 1989, award-winning journalist Lynne McTaggart has shaken the British medical establishment and earned the loyalty of many thousands of readers as editor of her monthly newsletter, ‘What Doctors Don’t Tell You’. She has written a book of the same title and is now researching further into alternative and vibrational medicine. She lives in North London.

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.