When friendship becomes love, two people must face their greatest fear – being hurt again…The powerful bestseller from the country’s number one storyteller. Luke Hammond: handsome, rich, charismatic, cursed by private tragedy. Amy Atkinson: humble and kind with a good – but wounded – heart. When they meet by chance, a spark of love takes hold of their hearts. But neither are sure that they can dare to love again. And what of Luke's public life, hidden from Amy? The owner of a large factory, he is a pillar of the community, married – though in name only. Amy is torn between her head and her heart, but her sense of honour is paramount – and when she discovers his true identity, she is thrown into even greater turmoil. Then disaster strikes and the future looks troubled indeed ….

Another page-turning story of tragedy and triumph from the No.1 bestselling author of The Loner and The Journey. In the sleepy Lancashire village of Salmesbury, childhood sweethearts Emily and John are secretly planning a life together when they are cruelly forced apart. Already abandoned by her father, and unhappy at home, Emily is heartbroken when John leaves the village. Her life takes a devastating turn for the worse when she gives birth to a child. She dare not reveal the identity of the child's father or there will be a terrible price to pay. Many miles away, John is trying to forget Emily and forge a new life. Having carried her in his heart for years, a chance encounter leads him to believe she has forgotten him. Emily has never been able to banish thoughts of John. But when it looks as though history is about to repeat itself, Emily must put the past – and John – behind her and safeguard her daughter. But can she forget him?

This bestseller from the country’s number one storyteller is a deeply moving and powerful tale of love and courage and a sacrifice no man should be asked to make. Three strangers are thrown together by chance. It’s an encounter which is destined to change all of their lives for ever. When Ben Morris comes to the aid of Lucy Baker and her daughter Mary, he is intrigued by the story behind their frequent visits to the local graveyard. Later, invited into their home, an old Edwardian place suffused with secrets of the past, Ben hears Lucy’s remarkable tale – one she must tell before it’s too late. The story of Barney Davidson, his family and the part Lucy played in his extraordinary life, is one of a deep, abiding love and an incredible sacrifice.

From the Pulitzer Prize-winning author of ‘The Hours’ and new novel ‘The Snow Queen’, time, technology and love are the central concerns of a provocative novel that calls to mind David Mitchell’s ‘Cloud Atlas’. Lucas, Catherine, Simon: three characters meet time and again in the three linked narratives that form ‘Specimen Days’. The first, a science fiction of the past, tells of a boy whose brother was ‘devoured’ by the machine he operated. The second is a noirish thriller set in our century, as a police psychologist attempts to track down a group of terrorists. And the third and final strand accompanies two strange beings into the future. A novel of connecting and reconnecting, inspired by the writings of the great visionary poet Walt Whitman, ‘Specimen Days’ is a genre-bending, haunting ode to life itself – a work of surpassing power and beauty by one of the most original and daring writers at work today.

A romance-filled page-turner for any Austen fanatic who’s ever dreamt of spending a weekend with Mr Darcy… Katherine Roberts is fed up with men. As a lecturer specialising in the works of Jane Austen, she knows that the ideal man only exists within the pages of Pride & Prejudice and that in real life there is no such thing. Determined to go it alone, she finds all the comfort she needs reading her guilty pleasure – regency romances from the pen of Lorna Warwick – with whom she has now struck up an intimate correspondence. Austen fanatic, Robyn Love, is blessed with a name full of romance, but her love life is far from perfect. Stuck in a rut with a bonehead boyfriend, Jace, and a job she can do with her eyes shut – her life has hit a dead end. Robyn would love to escape from it all but wouldn't know where to start. They both decide to attend the annual Jane Austen Conference at sumptuous Purley Hall, overseen by the actress and national treasure, Dame Pamela Harcourt. Robyn is hoping to escape from Jace for the weekend and indulge in her passion for all things Austen. Katherine is hoping that Lorna Warwick will be in attendance and is desperate to meet her new best friend in the flesh. But nothing goes according to plan and Robyn is aghast when Jace insists on accompanying her, whilst Katherine is disappointed to learn that Lorna won't be coming. However, an Austen weekend wouldn't be the same without a little intrigue, and Robyn and Katherine are about to get much more than they bargained for. Because where Jane Austen is concerned, romance is never very far away…

‘A writer of extraordinary strengths’ Guardian Set in the mythical small city of Sparta, New York, this searing, vividly rendered exploration of the mysterious conjunction of erotic romance and tragic violence in late 20th-century America. When a young wife and mother named Zoe Kruller is found brutally murdered, the Sparta police target two primary suspects: her estranged husband Delray and her longtime lover Eddy Diehl. In turn, the Krullers's son Aaron and Eddy's daughter Krista become obsessed with one another, each believing the other's father is guilty. Told in halves in the very different voices of Krista and Aaron, Little Bird of Heaven is classic Joyce Carol Oates, in which the lyricism of intense sexual love is intertwined with the anguish of loss, and tenderness is barely distinguishable from cruelty. By the novel's end, the fated lovers, meeting again as adults, are at last ready to exorcise the ghosts of the past and come to terms with their legacy of guilt, misplaced love and redemptive yearning. With Little Bird of Heaven, Joyce Carol Oates once again confirms her place as one of the most outstanding writers at work today.

This book carries on the tradition of the solo village witch emphasizing white rather than black magic. It is a practical manual of instruction for those who choose the solo path of study and particularly stresses the importance of being in tune with nature. As there are approximately 13 moons each year – the book is divided into 13 parts. Each section is aimed at lasting from the new moon to the dark to make the student fully aware of the changing power in the tides of the sea and the tides of the self. The moon-long sections deal with a variety of traditional arts, skills and mental exercises which enables the aspiring witch to discover the inner world of magic inside him/herself. Note that it has not been possible to include the same picture content that appeared in the original print version.

Become an advanced practitioner with this progressive set of master classes on application-oriented machine learning About This Book ? Comprehensive coverage of key topics in machine learning with an emphasis on both the theoretical and practical aspects ? More than 15 open source Java tools in a wide range of techniques, with code and practical usage. ? More than 10 real-world case studies in machine learning highlighting techniques ranging from data ingestion up to analyzing the results of experiments, all preparing the user for the practical, real-world use of tools and data analysis. Who This Book Is For This book will appeal to anyone with a serious interest in topics in Data Science or those already working in related areas: ideally, intermediate-level data analysts and data scientists with experience in Java. Preferably, you will have experience with the fundamentals of machine learning and now have a desire to explore the area further, are up to grappling with the mathematical complexities of its algorithms, and you wish to learn the complete ins and outs of practical machine learning. What You Will Learn ? Master key Java machine learning libraries, and what kind of problem each can solve, with theory and practical guidance. ? Explore powerful techniques in each major category of machine learning such as classification, clustering, anomaly detection, graph modeling, and text mining. ? Apply machine learning to real-world data with methodologies, processes, applications, and analysis. ? Techniques and experiments developed around the latest specializations in machine learning, such as deep learning, stream data mining, and active and semi-supervised learning. ? Build high-performing, real-time, adaptive predictive models for batch- and stream-based big data learning using the latest tools and methodologies. ? Get a deeper understanding of technologies leading towards a more powerful AI applicable in various domains such as Security, Financial Crime, Internet of Things, social networking, and so on. In Detail Java is one of the main languages used by practicing data scientists; much of the Hadoop ecosystem is Java-based, and it is certainly the language that most production systems in Data Science are written in. If you know Java, Mastering Machine Learning with Java is your next step on the path to becoming an advanced practitioner in Data Science. This book aims to introduce you to an array of advanced techniques in machine learning, including classification, clustering, anomaly detection, stream learning, active learning, semi-supervised learning, probabilistic graph modeling, text mining, deep learning, and big data batch and stream machine learning. Accompanying each chapter are illustrative examples and real-world case studies that show how to apply the newly learned techniques using sound methodologies and the best Java-based tools available today. On completing this book, you will have an understanding of the tools and techniques for building powerful machine learning models to solve data science problems in just about any domain. Style and approach A practical guide to help you explore machine learning—and an array of Java-based tools and frameworks—with the help of practical examples and real-world use cases.

Build, Manage and Improve your infrastructure effortlessly. About This Book ? An up-to-date and comprehensive resource on Terraform that lets you quickly and efficiently launch your infrastructure ? Learn how to implement your infrastructure as code and make secure, effective changes to your infrastructure ? Learn to build multi-cloud fault-tolerant systems and simplify the management and orchestration of even the largest scale and most complex cloud infrastructures Who This Book Is For This book is for developers and operators who already have some exposure to working with infrastructure but want to improve their workflow and introduce infrastructure as a code practice. Knowledge of essential Amazon Web Services components (EC2, VPC, IAM) would help contextualize the examples provided. Basic understanding of Jenkins and Shell *s will be helpful for the chapters on the production usage of Terraform. What You Will Learn ? Understand what Infrastructure as Code (IaC) means and why it matters ? Install, configure, and deploy Terraform ? Take full control of your infrastructure in the form of code ? Manage complete infrastructure, starting with a single server and scaling beyond any limits ? Discover a great set of production-ready practices to manage infrastructure ? Set up CI/CD pipelines to test and deliver Terraform stacks ? Construct templates to simplify more complex provisioning tasks In Detail Terraform is a tool used to efficiently build, configure, and improve the production infrastructure. It can manage the existing infrastructure as well as create custom in-house solutions. This book shows you when and how to implement infrastructure as a code practices with Terraform. It covers everything necessary to set up the complete management of infrastructure with Terraform, starting with the basics of using providers and resources. It is a comprehensive guide that begins with very small infrastructure templates and takes you all the way to managing complex systems, all using concrete examples that evolve over the course of the book. The book ends with the complete workflow of managing a production infrastructure as code—this is achieved with the help of version control and continuous integration. The readers will also learn how to combine multiple providers in a single template and manage different code bases with many complex modules. It focuses on how to set up continuous integration for the infrastructure code. The readers will be able to use Terraform to build, change, and combine infrastructure safely and efficiently. Style and approach This book will help and guide you to implement Terraform in your infrastructure. The readers will start by working on very small infrastructure templates and then slowly move on to manage complex systems, all by using concrete examples that will evolve during the course of the book.

This book covers the fundamentals of machine learning with Python in a concise and dynamic manner. It covers data mining and large-scale machine learning using Apache Spark. About This Book ? Take your first steps in the world of data science by understanding the tools and techniques of data analysis ? Train efficient Machine Learning models in Python using the supervised and unsupervised learning methods ? Learn how to use Apache Spark for processing Big Data efficiently Who This Book Is For If you are a budding data scientist or a data analyst who wants to analyze and gain actionable insights from data using Python, this book is for you. Programmers with some experience in Python who want to enter the lucrative world of Data Science will also find this book to be very useful, but you don't need to be an expert Python coder or mathematician to get the most from this book. What You Will Learn ? Learn how to clean your data and ready it for analysis ? Implement the popular clustering and regression methods in Python ? Train efficient machine learning models using decision trees and random forests ? Visualize the results of your analysis using Python’s Matplotlib library ? Use Apache Spark’s MLlib package to perform machine learning on large datasets In Detail Join Frank Kane, who worked on Amazon and IMDb’s machine learning algorithms, as he guides you on your first steps into the world of data science. Hands-On Data Science and Python Machine Learning gives you the tools that you need to understand and explore the core topics in the field, and the confidence and practice to build and analyze your own machine learning models. With the help of interesting and easy-to-follow practical examples, Frank Kane explains potentially complex topics such as Bayesian methods and K-means clustering in a way that anybody can understand them. Based on Frank’s successful data science course, Hands-On Data Science and Python Machine Learning empowers you to conduct data analysis and perform efficient machine learning using Python. Let Frank help you unearth the value in your data using the various data mining and data analysis techniques available in Python, and to develop efficient predictive models to predict future results. You will also learn how to perform large-scale machine learning on Big Data using Apache Spark. The book covers preparing your data for analysis, training machine learning models, and visualizing the final data analysis. Style and approach This comprehensive book is a perfect blend of theory and hands-on code examples in Python which can be used for your reference at any time.

Leverage the power of Python to collect, process, and mine deep insights from social media data About This Book ? Acquire data from various social media platforms such as Facebook, Twitter, YouTube, GitHub, and more ? Analyze and extract actionable insights from your social data using various Python tools ? A highly practical guide to conducting efficient social media analytics at scale Who This Book Is For If you are a programmer or a data analyst familiar with the Python programming language and want to perform analyses of your social data to acquire valuable business insights, this book is for you. The book does not assume any prior knowledge of any data analysis tool or process. What You Will Learn ? Understand the basics of social media mining ? Use PyMongo to clean, store, and access data in MongoDB ? Understand user reactions and emotion detection on Facebook ? Perform Twitter sentiment analysis and entity recognition using Python ? Analyze video and campaign performance on YouTube ? Mine popular trends on GitHub and predict the next big technology ? Extract conversational topics on public internet forums ? Analyze user interests on Pinterest ? Perform large-scale social media analytics on the cloud In Detail Social Media platforms such as Facebook, Twitter, Forums, Pinterest, and YouTube have become part of everyday life in a big way. However, these complex and noisy data streams pose a potent challenge to everyone when it comes to harnessing them properly and benefiting from them. This book will introduce you to the concept of social media analytics, and how you can leverage its capabilities to empower your business. Right from acquiring data from various social networking sources such as Twitter, Facebook, YouTube, Pinterest, and social forums, you will see how to clean data and make it ready for analytical operations using various Python APIs. This book explains how to structure the clean data obtained and store in MongoDB using PyMongo. You will also perform web scraping and visualize data using Scrappy and Beautifulsoup. Finally, you will be introduced to different techniques to perform analytics at scale for your social data on the cloud, using Python and Spark. By the end of this book, you will be able to utilize the power of Python to gain valuable insights from social media data and use them to enhance your business processes. Style and approach This book follows a step-by-step approach to teach readers the concepts of social media analytics using the Python programming language. To explain various data analysis processes, real-world datasets are used wherever required.

Build scalable, reliable, and cost-effective applications with a serverless architecture About This Book ? Design a real-world serverless application from scratch ? Learn about AWS Lambda function and how to use Lambda functions to glue other AWS Services ? Use the Java programming language and well-known design patterns. Although Java is used for the examples in this book, the concept is applicable across all languages ? Learn to migrate your JAX-RS application to AWS Lambda and API Gateway Who This Book Is For This book is for developers and software architects who are interested in designing on the back end. Since the book uses Java to teach concepts, knowledge of Java is required. What You Will Learn ? Learn to form microservices from bigger Softwares ? Orchestrate and scale microservices ? Design and set up the data flow between cloud services and custom business logic ? Get to grips with cloud provider’s APIs, limitations, and known issues ? Migrate existing Java applications to a serverless architecture ? Acquire deployment strategies ? Build a highly available and scalable data persistence layer ? Unravel cost optimization techniques In Detail Over the past years, all kind of companies from start-ups to giant enterprises started their move to public cloud providers in order to save their costs and reduce the operation effort needed to keep their shops open. Now it is even possible to craft a complex software system consisting of many independent micro-functions that will run only when they are needed without needing to maintain individual servers. The focus of this book is to design serverless architectures, and weigh the advantages and disadvantages of this approach, along with decision factors to consider. You will learn how to design a serverless application, get to know that key points of services that serverless applications are based on, and known issues and solutions. The book addresses key challenges such as how to slice out the core functionality of the software to be distributed in different cloud services and cloud functions. It covers basic and advanced usage of these services, testing and securing the serverless software, automating deployment, and more. By the end of the book, you will be equipped with knowledge of new tools and techniques to keep up with this evolution in the IT industry. Style and approach The book takes a pragmatic approach, showing you all the examples you need to build efficient serverless applications.

A secret history of scent, memory and desire from the Sunday Times bestselling author of ELEGANCE and THE DEBUTANTE. One letter will turn newly-married Grace Munroe’s life upside down: ‘Our firm is handling the estate of the deceased Mrs Eva D’Orsey and it is our duty to inform you that you are named as the chief beneficiary in her will. We request your presence at our offices at your earliest convenience, so that we may go through the details of your inheritance.’ There is only one problem. Grace has never heard of Eva D’Orsey. So begins a journey which leads Grace through the streets of Paris and into the seductive world of perfumers and their muses. An abandoned perfume shop on the Left Bank will lead her to unravel the heartbreaking story of her mysterious benefactor, an extraordinary woman who bewitched high society in 1920s New York and Paris.

No-one thought she had the courage… Those looking in from the outside think Lucy Lovejoy’s life is like any other, but at the centre of her family there is a big empty hole where all the love and warmth should be. Over the years, her children have watched while their father chipped away at Lucy’s self-confidence. Now the children are following their own paths, and Lucy has never felt more alone. When tragedy strikes at the heart of the family, it’s a wake-up call for Lucy. Everyone has taken a little piece of her, and she isn’t sure who she is anymore. So when Lucy faces a betrayal from those she loves deepest, she knows that it’s time to make a choice. Is she brave enough to find herself again?

The brand new dramatic novel about the power of a father’s love, a little boy’s journey,and the desperate search for a place to call home, from Number 1 best-selling author Josephine Cox. Eight-year-old Casey’s mother Ruth is a cruel woman, with a weakness for other women’s husbands. Casey’s father is gentle and hard-working and, though Tom Denton has long suspected his wife of having sordid affairs, he has chosen to turn a blind eye to keep the peace. But then, out of the blue, Tom’s world is cruelly shattered when he receives two bits of devastating news. Because of this, Tom realises that from now on their lives must change, forever. Tom is made to fight for his son, determined to keep him safe. But, when fate takes a hand, life can be unbearably cruel, and Casey is made to remember his father’s prophetic words… ‘It’s done. The dice is thrown, and nobody wins.’ But, unbeknown to Casey, there are three letters penned by his father, that may just change his destiny forever.

You can indulge without guilt! Enjoy delicious desserts, perfect pastries, cookies and cakes, breads and bakes as part of a healthy lifestyle. Who says you can’t have it all? The third title from Sally Bee. Busy mum, home cook and heart-attack survivor Sally Bee knows better than anyone how to incorporate healthy eating into a busy lifestyle with her gorgeous, flavoursome and balanced recipes. In her new book, Have Your Cake and Eat it Too, Sally turns her attention to the sweet things in life to show that you don’t have to give up your favourite treats to maintain a healthy lifestyle or slimmer waistline. In fact, Sally claims that depriving yourself of these little pleasures makes it harder to stick to a nutritious and balanced diet long term. Sally shows how to make your favourite treats a little less naughty with healthier versions of much loved puddings, bakes, cakes and desserts. You can rest assured that they won’t be as sinful as they taste; a sensible attitude and a bit of creative cooking is all that’s needed to spoil yourself the healthier way. Sally also shares her helpful tips, advice and experience to show you how to enjoy little luxuries sensibly. She also reveals some of her culinary secrets and how to make compensations for 'naughty' ingredients by adding more of the good stuff. At the age of 36 Sally Bee suffered three major heart attacks in a single week. Sally defied all odds and, 5 years on, is glowing with health. She is the ultimate endorsement for living a sustainable healthy life, and is living proof that her recipes work. Recipes Include… Hot Choccy Soufflé Raspberry Muffins Low-fat Zesty Lemon Buttercream Pineapple, Raspberry and Amaretti Parfaits Chocolate Vanilla Mousse Peach and Strawberry Sorbet Soda Bread Spicy Apple Muffins Almond and Hazelnut Gateau Gooey Chocolate Orange Cookies Caramelised Apples Almond Macaroons Oatmeal Fruit Bread Chocolate Pistachio Biscuits Passionate Pear Crumble

In a twisting, fast-moving adventure, ex-Navy Seal Nolan Kilkenny finds himself on a dangerous mission where he must recover a priceless artifact of human existence. The key to all life has suddenly become worth killing for… Deep in the frozen wasteland of Antarctica, a remote NASA research lab rests atop a two-mile thick glacier, covering a vast underground water resevoir. But the true discovery isn’t the lake buried in ice - it’s what has been found within its boundaries. Something amazing. Something alive. And it may hold the answers to existence itself. When the lab is attacked and its scientists murdered, Nolan Kilkenny realises that there is more than science at stake - there’s power, money, and what may be another step in evolution. Racing around the globe, Kilkenny must stop the machinations of a diabolical adversary and recover a priceless artifact of human existence - or die trying…

Three crazy, funny stories, featuring the two clumsiest talking mice you’ll ever meet… ‘The mouse started to trundle away, glancing at Howard over its shoulder, nervously. “You may well glance at me nervously," said Howard, picking up an empty water glass and placing it over the mouse. "You'll stay in there so I can eat my breakfast in peace. I shall deal with you afterwards…”’ But you can't really deal with the Clumsies, afterwards or at any time. Once you've got them, you're stuck with them. From the moment when Howard Armitage first finds two talking mice under his desk – the inimitable and hilarious Purvis and Mickey Thompson – his life, and his belongings, are turned forever upside down. Obsessed with biscuits and forever playing incomprehensible games of their own devising, the Clumsies are not your average mice – and though they're desperate to help Howard get out of trouble with his evil boss, they're only really good for one thing… …making a mess.

More hilarious stories about the two clumsiest talking mice you’ll ever meet… It’s Clumsies on Sea as Howard and the Clumsies head to the seaside for what Howard calls a “conference” and the Clumsies call a “holiday”! Will Howard manage to impress his evil boss Mr Bullerton? Will he get to the hotel on time? And will the trip pass without mess or incident of any kind? Of course not. Nothing goes to plan when the Clumsies are about! Sandcastles, talking donkeys, runaway supermarket trollies: this clumsy adventure has it all!

Amanda Valentino is the most mysterious, the most magnetic girl you’ll never meet. But if you join THE AMANDA PROJECT you just might find out what happened to her… Who is Amanda? And why did she vanish? When Amanda Valentino started at Endeavor High on Halloween, she changed everything. A fabulous mix of the weird and the wonderful, Amanda was the most extraordinary student ever. Amanda herself was drawn to only three other students: Callie, Hal and Nia – the popular girl, the loner and the intellectual misfit. Without Amanda they would never had been friends, but now Amanda has disappeared and it’s up to them to find out what happened. Reluctantly, and with only the most cryptic of clues and the fragments of her life that Amanda let slip, this unlikely trio must find out where she’s gone, and why… The mystery begins in THE AMANDA PROJECT, Invisible i and continues online at www.theamandaproject.com

A hugely entertaining and glamorous debut, perfect for fans of the X-Factor, from an exciting voice in young women’s fiction Meet Jenna Jonsson and Sadie Laine: two gorgeous, glamorous twenty-somethings fighting to make it to the top of their chosen professions. Beautiful and talented, Jenna is an international pop star, determined to take her career to the next level. And when a chance meeting leads to an opportunity for Jenna to work with world-famous rock band Phoenix, Jenna is quick to agree – although her decision is somewhat influenced by Nick Taylor, the drummer with Phoenix and the most gorgeous man Jenna has ever met… Meanwhile, Sadie is a struggling dancer and a childhood rival of Jenna's. Ambitious and passionate, she is determined to fulfil her dreams. And a move to Las Vegas yields an unmissable career opportunity and a chance at true love. Jenna and Sadie's lives are about to collide but will sparks fly? Or will they be able to put the past behind them?