This book is your guide to exploring the possibilities in the field of deep learning, making use of Google's TensorFlow. You will learn about convolutional neural networks, and logistic regression while training models for deep learning to gain key insights into your data. About This Book ? Explore various possibilities with deep learning and gain amazing insights from data using Google’s brainchild-- TensorFlow ? Want to learn what more can be done with deep learning? Explore various neural networks with the help of this comprehensive guide ? Rich in concepts, advanced guide on deep learning that will give you background to innovate in your environment Who This Book Is For If you are a data scientist who performs machine learning on a regular basis, are familiar with deep neural networks, and now want to gain expertise in working with convoluted neural networks, then this book is for you. Some familiarity with C++ or Python is assumed. What You Will Learn ? Set up your computing environment and install TensorFlow ? Build simple TensorFlow graphs for everyday computations ? Apply logistic regression for classification with TensorFlow ? Design and train a multilayer neural network with TensorFlow ? Intuitively understand convolutional neural networks for image recognition ? Bootstrap a neural network from simple to more accurate models ? See how to use TensorFlow with other types of networks ? Program networks with SciKit-Flow, a high-level interface to TensorFlow In Detail Dan Van Boxel’s Deep Learning with TensorFlow is based on Dan’s best-selling TensorFlow video course. With deep learning going mainstream, making sense of data and getting accurate results using deep networks is possible. Dan Van Boxel will be your guide to exploring the possibilities with deep learning; he will enable you to understand data like never before. With the efficiency and simplicity of TensorFlow, you will be able to process your data and gain insights that will change how you look at data. With Dan’s guidance, you will dig deeper into the hidden layers of abstraction using raw data. Dan then shows you various complex algorithms for deep learning and various examples that use these deep neural networks. You will also learn how to train your machine to craft new features to make sense of deeper layers of data. In this book, Dan shares his knowledge across topics such as logistic regression, convolutional neural networks, recurrent neural networks, training deep networks, and high level interfaces. With the help of novel practical examples, you will become an ace at advanced multilayer networks, image recognition, and beyond. Style and Approach This book is your go-to guide to becoming a deep learning expert in your organization. Dan helps you evaluate common and not-so-common deep neural networks with the help of insightful examples that you can relate to, and show how they can be exploited in the real world with complex raw data.

Learn everything you need to build highly scalable, robust web applications using Angular release 4 About This Book ? Apply best practices and design patterns to achieve higher scalability in your Angular applications ? Understand the latest features of Angular and create your own components ? Get acquainted with powerful, advanced techniques in Angular to build professional web applications Who This Book Is For This book is for JavaScript developers with some prior exposure to Angular, at least through basic examples. We assume that you’ve got working knowledge of HTML, CSS, and JavaScript. What You Will Learn ? Implement asynchronous programming using Angular ? Beautify your application with the UI components built to the material design specification ? Secure your web application from unauthorized users ? Create complex forms, taking full advantage of 2-way data binding ? Test your Angular applications using the Jasmine and Protractor frameworks for better efficiency ? Learn how to integrate Angular with Bootstrap to create compelling web applications ? Use Angular built-in classes to apply animation in your app In Detail Got some experience of Angular under your belt? Want to learn everything about using advanced features for developing websites? This book is everything you need for the deep understanding of Angular that will set you apart from the developer crowd. Angular has introduced a new way to build applications. Creating complex and rich web applications, with a lighter resource footprint, has never been easier or faster. Angular is now at release 4, with significant changes through previous versions. This book has been written and tested for Angular release 4. Angular is a mature technology, and you'll likely have applications built with earlier versions. This book starts by showing you best practices and approaches to migrating your existing Angular applications so that you can be immediately up-to-date. You will take an in-depth look at components and see how to control the user journey in your applications by implementing routing and navigation. You will learn how to work with asynchronous programming by using Observables. To easily build applications that look great, you will learn all about template syntax and how to beautify applications with Material Design. Mastering forms and data binding will further speed up your application development time. Learning about managing services and animations will help you to progressively enhance your applications. Next you’ll use native directives to integrate Bootstrap with Angular. You will see the best ways to test your application with the leading options such as Jasmine and Protractor. At the end of the book, you’ll learn how to apply design patterns in Angular, and see the benefits they will bring to your development. Style and approach This book provides comprehensive coverage of all aspects of development with Angular. You will learn about all the most powerful Angular concepts, with examples and best practices. This book is everything you need for the deep understanding of Angular that will set you apart from the developer crowd.

Develop deep neural networks in Theano with practical code examples for image classification, machine translation, reinforcement agents, or generative models. About This Book ? Learn Theano basics and evaluate your mathematical expressions faster and in an efficient manner ? Learn the design patterns of deep neural architectures to build efficient and powerful networks on your datasets ? Apply your knowledge to concrete fields such as image classification, object detection, chatbots, machine translation, reinforcement agents, or generative models. Who This Book Is For This book is indented to provide a full overview of deep learning. From the beginner in deep learning and artificial intelligence, to the data scientist who wants to become familiar with Theano and its supporting libraries, or have an extended understanding of deep neural nets. Some basic skills in Python programming and computer science will help, as well as skills in elementary algebra and calculus. What You Will Learn ? Get familiar with Theano and deep learning ? Provide examples in supervised, unsupervised, generative, or reinforcement learning. ? Discover the main principles for designing efficient deep learning nets: convolutions, residual connections, and recurrent connections. ? Use Theano on real-world computer vision datasets, such as for digit classification and image classification. ? Extend the use of Theano to natural language processing tasks, for chatbots or machine translation ? Cover artificial intelligence-driven strategies to enable a robot to solve games or learn from an environment ? Generate synthetic data that looks real with generative modeling ? Become familiar with Lasagne and Keras, two frameworks built on top of Theano In Detail This book offers a complete overview of Deep Learning with Theano, a Python-based library that makes optimizing numerical expressions and deep learning models easy on CPU or GPU. The book provides some practical code examples that help the beginner understand how easy it is to build complex neural networks, while more experimented data scientists will appreciate the reach of the book, addressing supervised and unsupervised learning, generative models, reinforcement learning in the fields of image recognition, natural language processing, or game strategy. The book also discusses image recognition tasks that range from simple digit recognition, image classification, object localization, image segmentation, to image captioning. Natural language processing examples include text generation, chatbots, machine translation, and question answering. The last example deals with generating random data that looks real and solving games such as in the Open-AI gym. At the end, this book sums up the best -performing nets for each task. While early research results were based on deep stacks of neural layers, in particular, convolutional layers, the book presents the principles that improved the efficiency of these architectures, in order to help the reader build new custom nets. Style and approach It is an easy-to-follow example book that teaches you how to perform fast, efficient computations in Python. Starting with the very basics-NumPy, installing Theano, this book will take you to the smooth journey of implementing Theano for advanced computations for machine learning and deep learning.

This unique book provides you with a wealth of tips, tricks, best practices, and answers to the day-to-day questions that programmers face in their careers. It is split into three parts: Coder Skills, Freelancer Skills, and Career Skills, providing the knowledge you need to get ahead in programming. About This Book ? Over 50 essays with practical advice on improving your programming career ? Practical focus gives solutions to common problems, and methods to become a better coder ? Includes advice for existing programmers and those wanting to begin a career in programming Who This Book Is For This book is useful for programmers of any ability or discipline. It has advice for those thinking about beginning a career in programming, those already working as a fully employed programmer, and for those working as freelance developers. What You Will Learn ? Improve your soft skills to become a better and happier coder ? Learn to be a better developer ? Grow your freelance development business ? Improve your development career ? Learn the best approaches to breaking down complex topics ? Have the confidence to charge what you're worth as a freelancer ? Succeed in developer job interviews In Detail This is an all-purpose toolkit for your programming career. It has been built by Jordan Hudgens over a lifetime of coding and teaching coding. It helps you identify the key questions and stumbling blocks that programmers encounter, and gives you the answers to them! It is a comprehensive guide containing more than 50 insights that you can use to improve your work, and to give advice in your career. The book is split up into three topic areas: Coder Skills, Freelancer Skills, and Career Skills, each containing a wealth of practical advice. Coder Skills contains advice for people starting out, or those who are already working in a programming role but want to improve their skills. It includes such subjects as: how to study and understand complex topics, and getting past skill plateaus when learning new languages. Freelancer Skills contains advice for developers working as freelancers or with freelancers. It includes such subjects as: knowing when to fire a client, and tips for taking over legacy applications. Career Skills contains advice for building a successful career as a developer. It includes such subjects as: how to improve your programming techniques, and interview guides and developer salary negotiation strategies. Style and approach This unique book provides over 50 insightful essays full of practical advice for improving your programming career. The book is split into three broad sections covering different aspects of a developer's career. Each essay is self-contained and can be read individually, or in chunks.

Sometimes love needs a rewrite The stunning romantic comedy from David Solomans, Winner of the 2016 Waterstones Children’s Book Prize With her debut novel, Happy Ending, JANE LOCKHART pulled off that rare double – critical acclaim and mainstream success. But now, with just the last chapter of the follow-up book to write, she encounters crippling writer’s block. She has no idea how her story ends… This is not good news for her publisher, TOM DUVAL. His company is up against the wall financially and the only thing that will save him is a massive hit, in the form of Jane’s next novel. When he discovers that his most important author is blocked, Tom realises that he has to unblock her or he’s finished. Everyone knows that you have to be unhappy to be really creative, so Tom decides that the only way he’s going to get her to complete the novel is to make her life a misery… Set within the Scottish publishing industry, and filmed against a stunning backdrop of both romantic and hip Glasgow locations, Not Another Happy Ending is perfect for fans of One Day. “Engagingly watchable” – Mark Adams, Screen Daily “…has more heart than most Hollywood rom-coms…an entertaining diversion and an example of mainstream Scottish cinema that easily holds its own” – Rob Dickie, Sight On Sound About the author David Solomons is the BAFTA-shortlisted screen screenwriter of The Great Ghost Rescue, The Fabulous Bagel Boys and Five Children and It. He lives in Dorset with his wife, Natasha Solomons, and their young son. Not Another Happy Ending is his first novel.

Mills & Boon presents the complete Betty Neels collection. Timeless tales of heart-warming romance by one of the world’s best-loved romance authors. He was the last man… Suzannah Lightfoot was alone in the world, without a job or the means to support herself. So when Guy Bowers-Bentinck came to the rescue, she had to accept his help. Guy was hardly a knight in shining armour. He was arrogant, infuriating and bad tempered! He was also difficult to avoid. Even worse, he seemed to have assumed that Suzannah was about to join the ranks of all those females wanting to marry him. What was a girl to do?

In an age of dragons and fairies, you could make a wish to the fire-breathers by sacrificing your most cherished possessions. In an age of digital assistants, you might just find J.J. as your own personal Secret Santa. J.J. is sent by her company's AI computer, Gem, to make River Sierra's wish come true before she realizes what it is—become River's fairy mother and marry her father, widower Raven Sierra. Will the pair have to crush River's dreams of a world with make-believe, or will the two discover that magic can still work its way through their lives?

A Sunday Times Bestseller ‘O’Brien cleverly intertwines the personal and political in this enjoyable, gripping tale.’ -The Times Her children or her crown France, 1399: The Duke of Brittany is dead and his widow, Joanna of Navarre, has inherited control of their land – a testament to her intellect, integrity and political prowess. Then comes an unprecedented proposal from Henry IV, King of England. The price of becoming his Queen? Abandoning her homeland, leaving her children and sacrificing her independence. Henry's hold on the crown is unsteady and war is brewing. With the constant threat of rebellion, Henry will trust no-one – not even his new Queen. Crossing the channel is a dangerous prospect. But the union between Joanna and Henry would bring the chance of a vital alliance between two proud states – if they will allow it. One question. Two paths. A choice that will make history. Praise for The Queen’s Choice ‘A gem of a subject … O’Brien is a terrific storyteller’ - Daily Telegraph ‘Joanna of Navarre is the feisty heroine in Anne O’Brien’s fast-paced historical novel The Queen’s Choice.’ -Good Housekeeping ‘A gripping story of love, heartache and political intrigue.’ -Woman & Home ‘Packed with drama, danger, romance and history.’ -Pam Norfolk, for the Press Association ‘A gripping historical drama.’ -Bella www.anneobrien.co.uk @anne_obrien

Billy and Gracie Myers don’t believe in magic. Not even at Christmastime. They don’t believe in ghosts. Not even when they discover a haunted house in the woods behind their home. Filomena Albright lives in that house, and maybe, just maybe, she can bring a little magic into their lives—and their father’s. Evan Myers is overworked and stressed out, steering his chain of sporting-goods stores through the hectic pre-holiday retail season while raising his young son and daughter single-handedly. He has no time to think, let alone think about the woman who has taken up residence in the mysterious house through the forest. But when Gracie’s preschool teacher warns Evan that he’d better get some help, he turns to the Daddy School—and Filomena. That she dazzles him with her intelligence, her energy, and her beauty is irrelevant. She’ll be gone with the new year. For now, though, for these few weeks before Christmas, maybe she can be everything Evan and his children need her to be. Christmas is a time of magic, after all.

Love Unspoken

Sami Fontaine wanted a baby more than anything. But she didn't want a husband! Where could she find a man willing to father a child without gaining a wife? The solution was simple: advertise... When gorgeous Noah Hawke turned up on her doorstep, Sami knew she'd found the perfect man. Only Noah wasn't reporting for baby-making duties: he'd been hired to watch over Sami. And the very best way to protect her was to marry her!

With her family business to run, Kat Bennet doesn't have time for love - until a sexy stranger comes into her life! Kat quickly discovers that Daniel West has a hidden reason for being in town, and she's roped into helping him with his assignment. Working closely with Kat, Daniel realizes he wants her as his bride - but will she say yes when he reveals his secret agenda?

A mother for his son - Dedicated consultant and devoted single dad Hamish Adams is teh heartthrob of the emergency room. Hamish's life is a nonstop juggling act. Between caring for his young son and managing his demanding job, Hamish has no time for women. For the sake of his heart, and his child, that's how he intends to stay. That is, until beautiful nurse Charlotte Porter whirls into their lives! Vivacious, caring Charlotte is just what Jamish and little Cameron need. With Charlotte by their side, Hamish knows they would make a perfect family. But first he must put his heart on the line and ask Charlotte to be his wife.

Pilgrim Cove—where love can be as powerful as the ocean next door. On the surface, Pilgrim Cove seems like any other coastal town. Picturesque and peaceful with long stretches of unspoiled beach, fresh ocean breezes and the sense of time passing slowly. However…. …only in Pilgrim Cove live a group of friends called the ROMEOs whose sole aim to take care of the town. …only in Pilgrim Cove stands a unique house right on the beach. Sea View House. A very special place—some say magical—to the people who reside there each season. …and only in Pilgrim Cove, are strangers welcomed while everyone else takes a front row seat as a love story unfolds. No Ordinary Summer is the second of the four-book Pilgrim Cove series. Fun is what Shelley Anderson is trying to provide for her two young children when she rents the first floor of Sea View House a year after a painful divorce. The kids haven’t been adjusting well, and the house is perfect. She’s not sure about perfection, however, after she meets Daniel Stone, the man who’s renting the top floor of the house. A man who’s trying to find his balance after losing his wife. Her neighbor definitely wants to be left alone. He’s less than thrilled by the instant rapport between his beautiful golden retriever and her two active kids. And he’s definitely shaken by the rapport that springs up between himself and Shelley. When Shelley’s ex shows up, threatening to take the kids, Shelley must protect her little family while also protecting her budding happiness with Dan. With their painful pasts, will Shelley and Daniel find the courage to love again? It’s a question only they can answer.

Bestselling author Sophie Littlefield delivers a riveting, ripped-from-the-headlines story about a family put to the ultimate test Jen Glass has worked hard to achieve the ideal life: a successful career, a beautiful home in an affluent suburb of Minneapolis, a seemingly perfect family. But inside the Glass house, everything is spinning out of Jen's control. Her marriage to her husband, Ted, is on the brink of collapse; her fifteen-year-old daughter grows more distant each day; and her five-year-old son barely speaks a word. Jen is on the verge of breaking, but nothing could have prepared her for what is to come…. On an evening that was supposed to be like any other, two men force their way into the Glasses’ home, but what begins as a common robbery takes an even more terrifying turn. Held hostage in the basement for more than forty-eight hours, Jen and Ted must put aside their differences if they are to have any hope of survival. They will stop at nothing to keep their family safe—even if it means risking their own lives. A taut and emotional tale of a family brought together by extraordinary forces, House of Glass is a harrowing exploration of both the lengths a mother will go to protect her children, and the power of tragedy to teach us what truly matters.

A death in the family-from-hell bring Detectives Fry and Cooper to a remote and unfriendly rural community in their fourth psychological thriller. 'And as it grew dark, Withens became almost entirely silent. Except for the screaming.' A small village in the Peak District, Withens is troubled by theft and vandalism, mostly generated by local family-from-hell, the Oxleys. Now it is the focus of a murder investigation – a man's body has been found on the bleak moors nearby, and the man is an Oxley. To crack the case, DC Ben Cooper must break open the delinquent clan. His boss, DS Diane Fry, is also in Withens. Grim new evidence has turned up in the case of a missing student but her parents refuse to believe she could be dead. The darkness in Withens's heart is growing. And things are only going to get nastier…

The book beaches were made for. The Balcon sisters are London's paparazzi darlings. Serena, the country's most beautiful actress, Venetia the glamorous designer, Camilla the rising political star and Cate the feisty magazine editor. They have wealth, privilege and sizzling sex lives. But money doesn't buy you love. When their aristocratic and tyrannical father Oswald Balcon is found dead, the finger of suspicion points towards his glamorous daughters and their dazzling lives. Suddenly we find that beneath the ritzy fa?ade of the Balcon family lies a web of deceit and betrayal that hides a thirty-year-old secret that threatens to destroy them all. From the sun drenched beaches of Mustique to Manhattan's elite society circuit. From the exclusive fashion houses of Milan to the star-studded streets of Cannes, the Balcon Sisters play out their lives in a whirl of glitz and the ultra chic. But as tragedy and danger stalks each one of them, the scene is set for a stunning climax.

A stunning and poignant account of an extraordinary teacher's determination from the author of the #1 Sunday Times bestsellers The Tiger's Child and One Child. Jadie never spoke, never laughed, never cried. She spent every waking hour locked in her own private world of shadows. But nothing in Torey Hayden's experience had prepared her for the nightmare Jadie revealed to her when finally persuaded to break her self-imposed silence. It was a story too painful, too horrific for Hayden's professional colleagues to acknowledge. But Torey Hayden could not close her ears… or her heart. A little girl was trapped in a living hell of unspeakable memories. And it would take every ounce of courage, compassion, and love that one remarkable teacher possessed to rid the "Ghost Girl" of the malevolent spirits that haunted her.

From the author of Sunday Times bestsellers One Child and Ghost Girl comes a heartbreaking story of one teacher's determination to turn a chaotic group of damaged children into a family. They were all just "somebody else's kids" – four problem children placed in Torey Hayden's class because nobody knew what else to do with them. They were a motley group of kids in great pain: a small boy who echoed other people's words and repeated weather forecast; a beautiful seven-year-old girl brain damaged by savage parental beatings; an angry ten-year-old who had watched his stepmother murder his father; a shy twelve-year-old who had been cast out of Catholic school when she became pregnant. But they shared one thing in common: a remarkable teacher who would never stop caring – and who would share with them the love and understanding they had never known to help them become a family.

"Fast Fiction Romantic - short stories with a Happy Ever After When CEO Gabe Fulton invites his assistant to his beach house, Kara Kincaid can't wait to spend two sun-soaked weeks with her boss. They're in Charleston to seal a lucrative deal in private, but Kara's determined to show Gabe a side of herself he's never noticed at the office: the Kara who favors bikinis over blouses, who's just as happy building sandcastles with his four-year-old as she is building a business empire. And this Kara is definitely not interested in keeping things professional. But Gabe recently divorced a woman who loved his money more than she ever loved him—or their daughter. Kara can tell those wounds are still fresh. And with a troubled past of her own, she'll have to work overtime to prove she's in it for the man, not his billions.

To Love and Protect Ginger Sloan’s had enough of heartache. She just wants a peaceful place where she and her son can start over and feel safe. Getting stranded in a lakeside cabin outside Dover, Mississippi isn’t part of her plan. Then again, neither is falling for the cabin’s handsome owner. Injured on the job, detective Tyler Durrant retreats to his cabin to heal. He’s shocked to find the single mom and her son there. And surprised at the way Ginger affects his heart. For the first time in years, he has hope for the future, but can he convince Ginger that she can find safe haven in his arms? Home to Dover: A small town with a big heart