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.

Once bitten, twice shy Nothing could fade the bitter memories Candy had of Cameron Strythe. How could he have been so callous, abandoning her pregnant sister all those years ago? He'd disrupted their lives, and he was stilldisturbing Candy's peace of mind with his dynamic presence and all too charming manner…. But this man had betrayed her sister and, Candy vowed, it was her absolute duty to exact a full and meaningful revenge–at any cost! "Helen Brooks pens a superb story with rich characters, sparkling interplay and a riveting emotional conflict." –Romantic Times

Contract–one wife! Reid Kennard is a ruthless financier used to buying and selling stocks, shares and priceless artifacts. But now Reid has his eye on a very different acquisition–Francesca Turner. Left destitute by her father's recent death, Francesca had walked into Reid's bank looking to extend her overdraft rather than for a marriage proposal! As Fran needs money and Reid needs a wife, he proposes the perfect barter: he'll rescue her and her family if she'll agree to marry him! But in this marriage of convenience can Fran ever be anything more than a bartered bride? Of A Marriage Has Been Arranged: "Talented writer Anne Weale's…masterful character development and charming scenes create a rich reading experience." –Romantic Times

Finding Mr Right Kit, Susannah, Alison–Single, successful and not searching for husbands–but love finds them anyway! When Jarrett Webster challenged Kit to organize a charity fund-raiser, a bachelor auction seemed ideal–with Jarrett as the prize! Bids were sure to flood in, and it'd be blissfull revenge for Kit to see Jarrett "sold" to the highest bidder. That would teach him to tease her about being Ms Career Woman! Annoyingly, Jarrett was completely happy to offer an intimate date on his private island. A whole weekend in paradise, with the sexiest man on earth! Try as she might to stop herself, Kit couldn't help thinking how exciting it would be if she could win the billionaire date….

What if the only thing standing in the way of your future was a dreadful mistake from your past? Tash is back in Doncaster from the Big Smoke, leaving a broken marriage behind her. Her parents killed in a tragic accident, she’s left rudderless and alone. So when sexy features writer Tim arrives back on the scene, she’s sorely tempted. But what if journalist Ed, rootless and troubled, is The One? Ed’s been enjoying the expat high life, but now he’s back in Doncaster. Haunted by the past he’s never quite been able to leave behind ? his brother disappeared at the height of the miner’s strike never to reappear ? it’s even harder now that he’s surrounded by painful reminders. If the only way to lay his brother to rest is to find out what really happened all those years ago, who better to help than sexy librarian Tash? Don't miss the gripping new novel from Claire Moss Then You Were Gone

"A delightful trip on the tangled path of true love." –New York Times bestselling author Nora Roberts GREEN CARD WEDDING GREEN CARD WEDDING The only way nanny Maggie Weller could remain in the country was by marrying her hardheaded boss, who was exactly the kind of irresistible bachelor she needed to avoid. But she would do anything to ensure his little girl's happiness–even if it meant things would be a bit steamier around the Harrison household. Alex had never considered himself husband material, but he knew his daughter couldn't handle losing her cherished nanny right now. So he vowed to stick to their short-term marriage contract and ignore the longings his new bride stirred in him. Unfortunately, he was beginning to realize his daughter wasn't the only one who might be needing Maggie on a more permanent basis….

Name: Cody James Age: 30 Occupation: Rancher Looking for:A wife and mother for my children. The Yellow Rose Matchmakers claimed to be able to match any woman with her Mr. Right. And Emily couldn't deny that the man she'd been matched with, Cody James, sounded perfect–on paper, at least. The reality was even better–the tall, sexy cowboy took Emily Kirkwood's breath away. Too bad that Emily hadn't joined the Yellow Rose to find a man but to write a Valentine's story on…well…how to get a man. Only, Cody was available… and perhaps what this story needed was a little in-depth research! Texas Grooms Wanted! Only cowboys need apply!

The marriage deadline Tessa is on a mission of mercy. She can barely afford the visit to England to check that her newly orphaned nephew will be all right with his grandmother. Then she plans to return to Australia and her fiancé. But it all goes awry as soon as she steps onto the plane and meets Charles Cameron. He's an Australian farmer who's just become the thirteenth Earl of Dalston, and he has an inheritance to protect, for others more than himself. He needs a bride by Friday–his thirtieth birthday–and Tessa fits the bill….

He had no memory of her It hurt that there was not the faintest recognition in Ben Congreve's eyes when Ellie Osborne met him again after seven long years. Had there been so many women in his life that he didn't remember their fleeting holiday romance? Ellie was tempted to exact retribution for the way Ben had sailed out of her life, leaving her totally alone–and pregnant. It had been a battle to overcome the odds, but she had ultimately made a success of her life. So perhaps she owed it to her precious young daughter to keep the past well hidden from Charlie's dad….

Double trouble! Jared Hunter came back from an overseas trip to discover that he had not one, but two adorable two-year-old daughters he'd known nothing about! Desperate, he begged help from the one employee in his office who knew how to look after children–Cassandra Bowles. It wasn't long before Cassie fell in love with the twins and Jared, but when he asked her to marry him she was furious! She couldn't deny the attraction between them, but how could she make him see that marriage had more to do with love than with baby-sitting skills? DADDY BOOM Who says bachelors and babies don't mix?

A dangerous attraction When Kit was stranded in Morocco with no money, her memory a blank, she could only pray for a miracle. And when Gerard Dumont, a gorgeous Frenchman, came to her rescue, Kit was so grateful that it didn't occur to her he might not be the charming protector he seemed…. It wasn't long before Kit discovered that Gerard had a hidden agenda. But by then it was too late. This brooding stranger had taken over her life, and Kit soon realized he'd also captured her heart!

A convenient wife? Nicole wasn't looking for a temporary affair–and this was all loner Dr. Alexander Strathallen seemed prepared to offer. So she resisted her attraction to him…. Until he confessed that he needed an heir and suggested a marriage of convenience! Nicole told herself she could live with being a wife in name only if it meant her young son would have a father figure. Only on her wedding night–in the heat of the desert–she found herself wanting much more….

FAMILY OF THE YEAR Even after a home-cooked meal no hungry rancher could resist, housekeeper Maria Soldata was told to pack her bags, her kids and go home. But after long talks led to forbidden kisses with her handsome boss, the single mom knew this was home…and that she was needed in more ways than one…. Single dad Ben Calder could barely handle his own child, let alone Maria's brood! And having sworn off marriage, he definitely couldn't handle how enticingly close the beautiful woman's bedroom was to his. She simply had to go. Thing was, for a man so sure he'd never win any father-of-the-year contests, Ben had somehow formed the family of the year….

VIRGIN BRIDES Celebrate the joys of first love with unforgettable stories by your most beloved authors. CINDERELLA…IN NAME ONLY? It was a fairy tale come true…almost. Charming, courageous Zach Keller had asked poor little Jillian Waltham to be his bride. But his proposal was just a formality. For the sexy bodyguard had promised to protect Jillian with his very life, and the only way to keep her 100% safe was to watch over her day…and night. He vowed never to succumb to his bride's blossoming beauty, to remember their marriage was only make-believe. Yet the tempting virgin in his arms was putting Zach's hands-off policy to the test. Dare he take the ultimate risk and make his glass slipper bride a true-love wife?

RUNAWAY BRIDE A teary-eyed bride in a long, white getup and veil was on Luke O'Dell's property–with no husband in sight. Uh-oh! Runaway bride on her honeymoon alone at his Lazy O Dude Ranch! Luke knew too well what happened when he comforted a sobbing woman, and no way was sweet Josie Randall getting anywhere near his strong shoulders…. Josie's two-timing groom-not-to be had done her a huge favor. She'd never even imagined she could love a man so much, until she'd looked into Luke's dark brown eyes and saw forever. But how was a woman to convince six feet, two inches of nonmarrying man that she was the woman he didn't even know he was waiting for?

SWEET TEMPTATIONS With his arrogant, devil-may-care attitude, Kael Carmody was for women what honey was to a bee–a sweet necessity. But he was after only one woman, the one he hurt years ago. Kael wanted to win Daisy back, but he had to melt her defenses, like honeycombs in the sun…. With Kael Carmody back in town, Daisy Hightower was having a hard time continuing her life as usual, tending her bee farm and raising her seven-year-old son. The rugged rodeo cowboy who once broke her heart was a man she couldn't ignore. And her son saw Kael as an instant daddy–one he never knew he had!

Wife for a year! A recent accident has left Alexa Gifford homeless, jobless and manless, with a rather scruffy dog to support! Her situation looks pretty desperate until her longtime friend Stefan Blake offers her a new position…as his wife! In order to adopt his six-year-old niece, Jessica, Stefan needs to convince the authorities that he can provide a stable home. He hasn't got time to find the woman of his dreams; Alexa will just have to do. After all, he only needs a temporary wife. Unfortunately, Stefan reckons without two things: little orphan Jessica falling in love with her instant mother, and his new bride falling in love with him!

FABULOUS FATHERS He just discovered his soon-to-be ex-wife "forgot" to tell him he's a daddy! They'd had the perfect marriage. Then Adam started spending every waking hour at the office and Evie stopped waiting up. And before long there was a continent–and one diaper-clad lie–between them. Until Daddy returned. Adam might have missed her birth, but he vowed to be there for his baby girl forevermore. Now if only he could convince Evie that he wanted the same for their marriage…. It's this Fabulous Father's last chance at a family.

MAGGIE WELLS WAS A "GREAT GAL." So how come she couldn't get a date? She was getting really tired of spending her weekends in front of the television. So she decided to volunteer at the community center. That's when she met little Brandy. BRANDY CONNER WAS A GREAT KID. She loved her new grown-up friend, Maggie. And Brandy thought Maggie would make an even neater friend for her dad, Ryan. RYAN CONNER WAS A GREAT…HUNK. Life as a single dad was no bed of roses, but he wasn't interested in finding a new wife–no way, no how. Not even one as beguiling as Maggie Wells…. Could they convince him to make room for Maggie?