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.

One week to win her back! For neurologist Beau Judd, a medical survival course in Yellowstone Park is her chance to experience something completely different. But her trip half-way around the world only brings her closer to her past—the man who left her at the altar! Twelve years ago Dr Gray McGregor made the most difficult decision of his life. Now, brought back together with Beau as they head into the wild, he realises what a mistake it was. Can he win back the woman he loves in just seven days?

Falling for the secret Prince Claire Tremaine accepts a post as sole caretaker of a gorgeous island after a professional betrayal leaves her life in tatters. It’s the perfect place to heal—until her solitude is interrupted by a gorgeous solider who’s shipwrecked on her shores…! Raoul breaks down Claire’s barriers with his kindness and kisses, but she’s stunned when he’s revealed as Prince of Marétal. She believes they can’t be together…and then Raoul whisks Claire to his palace! She’s stepped into the Prince’s world—but can Claire capture this Prince’s heart?

Yancy Grey is slowly putting his life back together after serving time for petty theft. As he rebuilds an old house, he finally has a sense of stability, but he can t stop thinking of himself as just an ex-con. Until one night, he finds a mysterious dark-haired beauty hiding in his loft. But who is she, and what secret is she protecting?"

The tycoon she never forgot… Mila Molyneux had always harboured a secret crush on her childhood friend Sebastian Fyfe – until he married another woman. She buried her feelings and moved on, knowing it was best for everyone… Meeting Seb years later – now widowed and gorgeous as ever – their long-lost connection is as deep as ever. Only now difficult emotions challenge not only Seb but Mila as well. Dare she hope they can now find happiness – if she can confront the hold this brooding tycoon still has over her…?

It takes courage to fall in love To everyone in her rural Ohio community, Jude Foster O’Leary’s dead husband is a war hero. Yet how can she forgive him for choosing the military over his family when they needed him most? And now the charitable foundation she established in his name is in danger of going belly-up, until Liam Manning comes to the single mother’s rescue. But the financial adviser’s arrival in Dancing Falls wasn’t happenstance. Despite her attraction to the driven professional in his three-piece suit—and Liam’s winning way with her young son—Jude has to protect herself from this caring, contradictory man who takes dangerous risks. And from the treacherous feelings Liam’s awakening.

IS THIS HOME? Single mom Annie Owen is so busy raising her twin girls, there’s no time to focus on the “single” part…until rugged Trace Delaney temporarily moves nearby. Annie’s interest in Trace is more than neighborly, but she can’t risk losing her heart to a bull rider on the move. Trace is a rolling stone. Or so he thought. Settling down suddenly seems a lot more appealing if it’s with smart, gorgeous Annie and her girls. But they deserve someone they can count on. Is Trace ready to be that man, or will he run from the only place, and the only woman, that ever felt like home?

COME HOME, COWGIRL Logan Slade is bringing his wife home for the holidays—but can he convince her to stay for good? Despite a four-year separation and a devastating loss, the Georgia rancher refuses to give up on their marriage…even if he has been served divorce papers. Amy misses Raintree Ranch and her beloved horses almost as much as she misses the man who was her best friend before he was anything else. But she's no longer a wild rebel determined to get her man at any cost. To win her back, the honour-bound cowboy will have to let go of the past and open his heart to a real future.

Best Man for the Bridesmaid! A devastating accident left Hope McKenzie sole carer for her little sister. So now her sister is engaged, Hope will do all she can to organise the wedding – even if that means dealing with reluctant Best Man, Gael O’Connor! Famous New York artist Gael has spent his life observing his parents’ affairs – he’s convinced love is a sham. But, spending time with shy Hope, he coaxes her out of her shell. And soon wonders if this beautiful bridesmaid is what he’s been missing all along!

Her past…or her future? It’s taken Amy Finley ten years, but she’s finally ready to return to her hometown of Heartache, TN, and face the past. She just never expected that would include reuniting with her high school sweetheart and now town sheriff, Sam Reyes. Or that Sam’s latest case would lead right back to the darkest chapter in her life. The attraction between Amy and Sam is definitely still there, not to mention that she’s sure she could quickly grow to love his cute baby son. But can he forgive her for keeping her secrets? Can she forgive herself?

Available by popular demand, the latest installment of the beloved, award-winning Pushing the Limits series Tough and independent, seventeen-year-old Abby lets very few people into her inner circle. It's common knowledge in her Kentucky town that she deals drugs, but not even her closest friends know why. But when a deal goes south and Abby's suddenly in danger, she finds herself reluctantly forced to lean on daredevil Logan—a boy whose restless spirit matches her own. Logan has his own reasons for wanting to keep Abby at arm's length. But he never expected to find in her the one person who might help him face the demons he's tried so hard to run from. Together, Abby and Logan will have to make a decision: let their current circumstances weigh them down forever…or fight for the future they both thought was impossible.

Haunting, unsettling and eerily beautiful’ – Rachel Caine ONE SPARK WILL RISE Nina Kane was born to be an exorcist. And since uncovering the horrifying truth—that the war against demons is far from over—seventeen-year-old Nina and her pregnant sister, Mellie, have been on the run, incinerating the remains of the demon horde as they go. In the badlands, Nina, Mellie, and Finn, the fugitive and rogue exorcist who saved her life, find allies in a group of freedom fighters. They also face a new threat: Pandemonia, a city full of demons. But this fresh new hell is the least of Nina’s worries. The well of souls ran dry more than a century ago, drained by the demons secretly living among humans, and without a donor soul, Mellie’s child will die within hours of its birth. Nina isn’t about to let that happen . . . even if it means she has to make the ultimate sacrifice.

Consultant surgeon Daniel Ashwood has come to Australia to find the woman he loved and lost a year ago. Unfortunately, he is currently Louise Andrews's patient, rather than her colleague. Nevertheless, he's determined to see if she'll give their relationship another try. Louise has a surprise for him, too– a three-month-old surprise! After first overcoming his shock, Daniel realises that baby Declan could actually be the miracle he thought would never happen. Now all he needs is another miracle– to convince Louise she can trust him with her heart.

TOO MUCH TO LOSE Surgical resident Sheila Lindstrom’s career is right on track, until a handsome bull rider lands on her operating table and smack in the middle of her carefully planned life. As a patient, Brady Sawyer is strictly off limits; but as a man, he’s hard to resist. Brady knows a death-defying cowboy with a four-year-old son isn’t part of Sheila’s plan, but he can’t stop thinking about her…and it’s obvious the feeling is mutual. He’s also determined to get back in the arena, and she’s dead set against it. Can he convince her some things are worth the risk?

A most unlikely match! Mia wants to keep her head down, not get distracted by handsome billionaire Dylan Fairweather! Asked to help plan his sister’s wedding, she can’t say no to his other outrageous proposition: pose as Dylan’s girlfriend so he can assess his future brother-in-law’s intentions! Shy Mia doubts anyone would believe he’s dating her…especially if they discovered the secret past she’s worked so hard to leave behind. But as she grows closer to Dylan, Mia might just find she’s more than worthy of this prince among men…

Uncaging the lion of the desert… Sheikh Shazim Al Q’Aqabi is horrified to discover that the woman who will execute his late brother’s conservation dream is the exotic dancer he encountered in London! But Isla Sinclair’s feisty nature is like a cool glass of water in the desert to the un-challenged ruler. For his entire life, Shazim’s only mistress has been duty. Now he’s considering a far more pleasurable way to spend his nights under the desert stars. Yet acting on his desire for such an unsuitable woman would be tantamount to treason! Shazim will have to make the hardest decision of his life…

The past will always be between them He swore he’d never return home. Then a flat tire lands Dean Presley back in Grass Lake, Tennessee, and he’s forced to confront the woman he left behind. Faith Stratton was once the love of his life. Now her gifted brother could be the rising Nashville star Dean needs for his struggling music label. But it means taking Sawyer away from the horse therapy farm that Faith’s so proud of. That won’t be easy, especially since those old feelings that started all the trouble… Well, let’s just say he can’t go back there, because he doesn’t want to relive the memories of the terrible accident that drove them apart.

In the latest electrifying tale from USA Today bestselling author Marie Ferrarella, a pregnancy scandal rocks the Colton clan! Mirabella Freeman, secretary to security expert Zane Colton, thought being pregnant and alone were her biggest problems…That is, until police discover a bank account in her name, complete with mysterious payments supposedly by Zane's missing stepfather! Now, not only is Mirabella a suspect in Eldridge Colton's disappearance, but she's bombarded by rumors about the identity of her child's father. So when her gorgeous Colton cowboy boss proposes a marriage of convenience to save face–and her reputation–Mirabella is stunned, yet ready to say “I do!”. As the pregnant bride and her rancher husband fall in love, their hearts won’t be all that’s in danger…

Nothing can make her stay—not even Jason Allie Brody decided long ago to leave the Lightning Creek Ranch in the past. She’s lost too much there to want to call it home again. And coming back to help while her sister’s away won’t change her mind, either. Even if Jason Hudson makes her temporary visit more…palatable. As long as she sticks to short-term with the former pro-football player, what’s the harm in their attraction? It turns out everything is wrong with it. Helping each other only fogs Allie’s plans for a no-strings fling. Sure, Jason signed up to help Allie rebuild her broken ranch—but he’s determined to repair her heart, too. That's not on her agenda.

Mills & Boon proudly presents THE SARA CRAVEN COLLECTION. Sara’s powerful and passionate romances have captivated and thrilled readers all over the world for five decades making her an international bestseller. he wanted the impossible–his love! Learning that her grandfather was critically ill was a severe shock for Lisle. Then she discovered that he planned to give Jake Allard control of their family business and arrange a marriage between her and Jake! It would never work–Jake detested her. And yet he was willing to give the marriage a chance for convenience sake. "I want your social acumen and your body," he'd said. But Lisle wanted more–she wanted his love. And that seemed to be reserved for another woman!