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.

Ella Stewart had found a kindred spirit in Clay Baldwin. He listened when she spoke, he was there when she needed him, he respected her—and he was down on his luck, just like she was. Except Clay hadn't exactly told her that he wasn't at all poor and that he was, in fact, a wealthy businessman. But to find true love, wasn't it worth telling one little white lie?

For former private investigator Dana Miller, there can be no peace of mind until she finds the person who killed her husband. Now a single mother to three boys, Dana wants closure. But it turns out she’ll need to form an alliance with the man she holds responsible for the death. And uncovering answers may mean bringing down the program her husband believed in. Rick Sanchez has no intention of letting Dana destroy all the good he and Ken Miller worked for. As he and Dana try to learn the truth about what happened, he discovers that he and his old friend have something else in common – an undeniable attraction toward this intrepid, high-spirited woman who fights for the people she loves.

Rachel de Luca’s uncanny sense of perception is the key to her success as a self-help celebrity. Even before she regained her sight, she had a gift for seeing people’s most carefully hidden secrets. But the secret she shares with Detective Mason Brown is one she has promised to keep. As for Mason, he sees Rachel more clearly than she’d like to admit. After a single night of adrenaline-fueled passion, they have agreed to keep their distance—until a string of murders brings them together again. Mason thinks that he can protect everyone he loves, including Rachel, by taking them to a winter hideaway, but danger follows them up the mountain. As guests disappear from the snowbound resort, the race to find the murderer intensifies. Rachel knows she’s a target. Will acknowledging her feelings for Mason destroy her—or save them both and stop a killer?

What if your devastating breakup became this summer’s hit single? In this rock-and-roll retelling of Jane Austen’s Persuasion, music can either bring you together or tear you apart. At her dying mother’s request, Claire dumps Jared, the only boy she’s ever loved. Left with a broken family and a broken heart, Claire is furious when she discovers that her biggest regret became Jared’s big break. While Jared is catapulted into rock-star status, another piece of Claire’s heart crumbles every time his song plays on the radio. The summer after her senior year, it’s been months since the big breakup, and Claire is just trying to keep her head down and make it through a tense trip to the beach with her family. But when Jared shows up, and old feelings reignite, can Claire and Jared let go of the past? Or will they be stuck singing the same old refrain.

Jack Dandy didn’t become prince of the London underworld at barely twenty-one by being soft-hearted, even if a certain girl in a steel corset has wormed her way into his affections of late. He knows how to manipulate charm and rob people blind. And if his criminal activities embarrass his aristocratic father, so much the better. So when a friend of Jack’s father hires him for an underhanded job, Jack is happy to oblige—for an outrageous fee, of course. Delivering a mysterious crate seems like an easy task—until Jack realizes just what is inside… Don’t miss the conclusion to Jack’s escapade in The Girl with the Iron Touch by Kady Cross, available now

After surviving a triumph-turned-tragedy in New York City, Jasper is determined to secure a happier future with his gifted band of friends. So when the group’s mechanical genius Emily is abducted, he’ll plunge into England’s darkest places to rescue her…. But his old flame Wildcat is turning London town upside down to find her missing sister, and Jasper finds the attraction between himself and the fierce beauty as tempting and dangerous as ever. Their trail leads deep into the city’s most unusual circus. Soon, Jasper will find his loyalties— and future—tested more than he could ever imagine…. And don’t miss Jasper’s continuing exploits in The Girl with the Iron Touch by Kady Cross available now

A forbidden love? Ginny has come to Manhattan expecting to find the father she never knew. Instead she finds Jake Vanbrugh–his son! Jake is the most arresting man, and when Ginny discovers the instant attraction is mutual, she knows she's in deep trouble. Somehow she has to keep her true identity a secret until Jake leads her to the man she's come to see. But will Ginny be able to control her forbidden feelings for Jake–and keep his avid attentions at bay? It seems impossible and also imperative–but then, Ginny doesn't know the whole truth about Jake….

BACK TO THE RANCH Sister of the bride! Lillian has a mission: to stop her wayward sister's wedding! Not only will her grandmother cut both sisters off without a penny if it goes ahead…but Rachel is also about to marry into the family of Texan rancher Rye Parrish. And he's just about the most self-satisfied, egotistical man Lilly has ever met! Rye is equally determined to stop the wedding. Only he's too proud to cooperate with Lilly. Just because she's heart-stoppingly pretty, that doesn't mean she isn't a spoiled little rich girl, just like her sister! Except, somehow, Lilly is beginning to seem a lot like his ideal woman, after all…. "Susan Fox entertains us with lighthearted scenes and witty dialogue." –Romantic Times

Marriage Ties Once smitten, twice wed. She still loved him–but could she marry him again? When Clay Saunders finally realized that his adventurous life-style was no substitute for his ex-wife and son, it was too late. Rebecca was all set to marry the reliable new man in her life. Clay, she decided, would just have to accept that he'd lost her forever… Then she made the fatal mistake of taking him back for a spell while he recovered from an accident. Playing the perfect patient, Clay began his campaign to win her back! Six-year-old Jimmy clearly wanted his daddy to stay for good. Could Rebecca be persuaded to give him another chance, too? The four Kelleher women, bound together by family and love.

PENNINGTON Moment of truth! Eleri worked hard at being levelheaded, to make up for one solitary mistake in her teens. But there were times when being sensible was difficult! Take the situation with James Kincaid…. Eleri had been in love with James, her former boss, for ages, and now not only was James begging her to return to the job from which she'd resigned, he made it clear he found her very attractive, too! Eleri longed to give in to her feelings for James, but forced herself to keep her distance. She had to, because of her secret: what if James discovered that Nico, the boy he thought of as her younger brother, was actually her son? PENNINGTON A place where dreams come true

Whirlwind Weddings Beauty and the beast? Cynical millionaire Perseus Kostopoulos is no Prince Charming–his Greek-god features are marred by a two-inch scar above his jaw. But Samantha can't help but find her boss attractive, especially when, in return for a simple favor, he offers to grant her three wishes! All she had to do is become his temporary wife…. But this is to be a purely practical marriage; Samantha his bride by day alone. Only she hasn't been bought by the promise of wishes. Perseus himself is the prize she seeks…if only he'd make her his wife for real! Who says you can't hurry love?

For better and for worse! Seth Carrington needed a girlfriend and Daisy needed a ticket to the Caribbean…it seemed like a fair exchange! But having survived Seth's extremely thorough interviewing technique–which included kissing–Daisy began to have her doubts. Seth was high-handed and completely ruthless…except when he smiled; then he was devastatingly attractive. Smile or no, Daisy had to face facts: her job was strictly temporary; she was being paid to act as a decoy for Seth's secret affair with a glamorous woman. The terms of the agreement were crystal-clear–but there was no clause about love! Jessica Hart has a wonderful talent for "building a stunning love story you won't want to see end." –Romantic Times

"You're the most infuriating, unpredictable woman I've ever had the misfortune to meet!" And with those devastating words Hunter Deveraux made his opinion of Estelle all too clear. She did her best to stay out of his way after that, even though she thought Hunter was the most exciting man she'd ever met–after all, she did have a baby to consider. Of course, when Estelle started to work for Hunter, avoiding him just wasn't possible. But why–if Estelle found Hunter so attractive–did she have to avoid him at all?

Man trouble! The second time Morgan met Richard Kavanagh she was supposed to be helping charm the television heartthrob into giving her sister a job. Unfortunately, Morgan suspected that careering into Richard's car wasn't exactly the "good impression" that Elaine had had in mind! Worse, Richard thought it was an elaborate plan to get an autograph. She didn't even like the man! He was rude, opinionated and far too sexy for his own good–and hers! And if he ever remembered the first time they had met, Morgan would really be heading for trouble!

His kisses were irresistible Alex D'Amour was an unexpected–and decidedly unwelcome!–guest in Elissa Crosby's home. Not wanting to spoil the Christmas mood for her two younger sisters and their families, she asked Alex to pretend they were friends. But he got carried away by his part and what her sisters actually saw was Alex–the affectionate lover! Had independent Elissa finally met her match? Only she knew that Alex was not wanting her so much as her beautiful home. But under the spell of the Christmas mistletoe–and Alex's magical kisses–miracles could happen…. ENCHANTED BRIDES– Wanted: three dream husbands for three loving sisters

Conflicting desires… Sarah Fox has never let a man come between her and her high-profile career as a TV reporter, until a handsome stranger saves her life…and shows her other, more rewarding ways of spending her time! Since a tragic brush with the pres, Luke Ansfield has had no desire to be back in the limelight. Sadly, his desire to be with Sarah keeps thrusting him into it. Luke could encourage her to change careers, but can he live with himself if he stands in the way of Sarah's future? Maybe he should convince her to leave him–but can he live without her?

His choice of wife… Taryn had no doubts that when Mike O'Malley looked at her, he was seeing another woman: the mysterious, beautiful Crystal–his former fiancée, who'd broken his heart. Everyone said Taryn was the spitting image of her…. Was that the reason Mike was taking such a personal interest in Taryn? He claimed he wasn't interested in marrying anyone–but there was no denying the powerful attraction between them. Could it be that, despite his claims, Mike had marriage on his mind–and, if so, would he ever look into Taryn's eyes and see only her? "Ms. Duke captivates readers with…intense passion, a strong emotional conflict and endearing characters." –Romantic Times