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.

Destination wedding guest list: The Ex-Wife Megan McNeil is genuinely happy to escort her little girls to their father’s wedding in Kauai, Hawaii—even though she feels like a third wheel. One gorgeous groomsman definitely disagrees. But are they both carrying too much baggage to begin a new romance? The Best Man Devlin Marshall won't let anything spoil his buddy's big day—not even his own rocky marriage. Secrets and mistrust have divided him from his Amy, but the love in the air seems to be catching…. The Sister Family comes first. Deep down, Gabi Foster knows it, but this holiday is hurting her career. Can a sweet, sexy surfing instructor convince her that love is worth more than a business deal?

"YOU CAN BE SAVED. IF YOU GIVE UP EVERYTHING YOU LOVE…" In Washington, DC, seventy years after democracy has fallen, the number you’re assigned by the government decrees your fate. Seventeen-year-old orphan Kitty Doe is stuck as a III, looked down upon by the higher ranks. Until a chance encounter gives her the opportunity to become a VII and join the most powerful family in the country. If she says yes, Kitty will be transformed into Lila Hart, the Prime Minister’s niece, who died under mysterious circumstances. As a member of the Hart family, she will be famous. Adored. Especially by Lila’s boyfriend, Knox. But becoming part of society’s inner circle also means seeing its darkest secrets and learning a twisted game Kitty’s only beginning to understand…Praise for Aimee Carter ‘Intelligent and sharp and really stands out from the crowd.’ – Total Teen Fiction ‘I loved it, I could barely put it down. It seemed every other page held a secret that I never saw coming and left me breathless.’ - An Awful Lot of Reading Blog ‘This is an unmissable, stunning dystopian novel with the unique and unpredictable aspects that everyone loves.’ - Pretty Little Memoirs Blog ‘This is a fantastic start to what is bound to be a heart-stopping, spell-binding series.’ - K Books Blog ‘Pawn is the only other book in the Dystopian genre worth reading along with Hunger Games’ - Reality’s a Bore Blog ‘With a touch of The Hunger Games and Divergent, Pawn is not a book to be missed.’ Uncorked Thoughts Blog ‘Love, loss and betrayal, this story will capture you from the very beginning.’ - Once Upon a Moonlight Review Blog

A DANGEROUS REUNION After he couldn't save her brother, Army First Sergeant Josh Walker isn't about to let anything happen to Andrea Donovan. Josh may have saved her from one attack, but drug smugglers are desperate to get information about one of Andrea’s patients—a patient who’s disappeared without a trace. Despite the danger, the beautiful counselor refuses to hand over confidential files. Now Josh and Andrea have no choice but to battle on for their lives—and their love—or they'll be the latest casualty to get caught in the crossfire.

Rescued on her doorstep After an annus horribilis, the glittering lights of Manhattan are irresistible to English girl Carrie McKenzie. She's climbed the Empire State Building, but can't get a smile from her gorgeous neighbor! Until a tiny abandoned baby on her doorstep brings her to his door…. Cop Dan Cooper has an obligation to protect, and with Carrie out of her depth, he must come to her rescue. Surely two pairs of hands are better than one? Until she becomes a distraction, not just because of her tempting curves, but because of the pain in her eyes when she looks at the precious bundle in their charge….

Can she drag him out of paradise? Landing reclusive marketing genius Dane Montgomery would be the coup of Ophelia Reid’s executive recruiting career—and her ticket to her dream job in Paris. It would also be practically impossible. With Dane firmly entrenched in his idyllic Hawaiian coffee plantation, and his intolerance of headhunters, luring him back to the New York rat race was a long shot. If Ophelia failed, she sacrificed her dream. And if she succeeded, Dane sacrificed his. Neither could afford to give in—or give up. But spending a week with Dane, exploring the island…and their growing attraction…may weaken Ophelia’s resolve. And Dane’s starting to see that New York has one thing Hawaii doesn’t—Ophelia Reid. Too bad she’s moving to Paris!

Gone Marcie Powers sees her missing son everywhere, until she claims to have found him once more and there is something different in her tone. Suddenly her estranged husband, Joseph, finally believes her. Now they must trek through the bayou at the whims of a kidnapper to save their son or risk losing everything all over again…

If you like Debra's books, check out HER MULE HOLLOW COWBOY & RAFE book 1&2 of her new series New Horizon Ranch of Mule Hollow FALLING FOR THE COWBOY Rowdy McDermott has a plan. Stay on the straight and narrow, help the foster boys on Sunrise Ranch, and forget about love. The last thing he expected is his pretty new neighbor falling literally into his arms. Lucy Calvert is glad the handsome cowboy broke her fall, but isn't ready for the feelings he's stirring in her heart. She's heard rumors about his past, and is steering clear from the kind of man he used to be. With a little help from his boys, can Rowdy show her that people--and hearts--can change? Cowboys of Sunrise Ranch: These men have hearts as big as Texas.

Terror stalks a small Virginia town FBI rising star and criminal profiler Evelyn Baine knows how to think like a serial killer. But she’s never chased anyone like the Bakersville Burier, who hunts young women and displays them, half-buried, deep in the woods. As the body count climbs, Evelyn’s relentless pursuit of the killer puts her career—and her life—at risk. And the evil lurking in the Burier’s mind may be more than even she can unravel. Terror is closer than she thinks… The Bakersville Burier knows he’s got an FBI profiler on his trail. He knows who she is and where to find her. And he’s biding his time, because he’s planned a special punishment for Evelyn. She may have tracked other killers, but he vows to make this her last chase. This time it’s her turn to be hunted! Praise for Elizabeth Heiter “Gripping from the first page, VANISHED will keep you on the edge of your seat all the way to its searing conclusion…a roller coaster of a thriller.” — Jeffery Deaver, New York Times bestselling author

MARRIAGE IS NOT HER MISSION Escaping a society wedding, Annabelle Baldwin followed her heart to Liberia to pursue her calling as a missionary. But when an attempted kidnapping lands her under the protection of Stewart Hastings, Anna’s journey takes a new turn. The wounded war veteran needs a guide through the jungle. It’s a job the under-funded missionary can’t refuse, despite the feelings Stewart stirs in her guarded heart. Stewart knows he won't succeed without Anna’s expertise. And when danger puts her life at risk, he realizes he cannot live without Anna by his side. But what will it take for a man who has lost his faith to capture the heart of a woman who lives for hers?

THE TEXAN’S DILEMMA Bounty hunter Tom McCain works alone. He couldn’t save his childhood friend, but he’ll deliver her six-year-old daughter, Sarah Jane, to the only family she has left: a wealthy great-grandfather in Texas. But that means tangling with the fiery schoolteacher who wants to adopt her. Katie O’Malley is determined to give Sarah Jane a fresh start away from the tragedy of her early life. Even the high-handed Mr. McCain can’t stop her. But when a secret from Sarah Jane’s past threatens the young girl’s life, joining forces with Tom is Katie’s only option. They’ll need all their courage to turn a perilous future into a home, a family—and a dream come true.

Never mess with the Queen Bee! In high school, popularity can mean everything – especially when you don’t have it. This collection of four young adult novels tackles the ups and downs of climbing the slippery high school social ladder with sharp biting humour, powerful emotion and characters that every teenage girl will relate to! Featuring New Girl and Here Lies Bridget by Paige Harbison, Confessions of an Angry Girl by Louise Rozett and Speechless by Hannah Harrington

If street magic was easy, everyone would be doing it. I’m Domino Riley, an enforcer for Shanar Rashan. Like most mob bosses in L.A., he’s a powerful sorcerer, battling for control of the city, gathering up the magic of violent and powerful emotions and storing it for his own use. Rashan saved me from the streets and made me his lieutenant. You could say I’m his go-to girl. Recently, a fellow gangster was ritually executed, and now I have to find out which of Rashan’s enemies was behind it—and why. The cryptic messages I’m getting from the Beyond tell me it wasn’t a simple hit. With the bodies piling up, I need to win an occult gang war, take out the supernatural traitor within our outfit, and, oh yeah, deal with the mixed messages I’m getting from the boss’s son… MOB RULES

Once touched… Marisa Somerville has changed. Now a confident, groomed, successful businesswoman, she’s nothing like the scared wife of an abusive husband that Rafe Peveril survived a plane crash with six years ago. Never forgotten… She has a different name, but he’d know those siren green eyes, and lush lips anywhere. Yet she insists they’ve never met and Rafe wants to know why. She might deny knowing him but she can’t deny how she responds to his touch…

HER LIFE IS ON THE LINE For a year, U.S. Marshal Hunter Davis has protected witness Annie Delacorte and her toddler daughter. But now, someone is determined to stop Annie from testifying against the men who killed her husband. To guard Annie, by-the-book Hunter will have to break a promise to himself: to not get emotionally involved. After all, he already cares more deeply than he ever imagined for the sweet family of two . . . a family he’ll do anything to keep safe and sound by his side. Witness Protection: Hiding in plain sight.

His only chance to be a father… Navy SEAL captain Nikos Vassalos is a shell of the man he once was. Tortured by PTSD, he isolates himself on his luxury yacht. But his bitter solitude is interrupted–by a heavily pregnant woman who tells him he's about to be a dad! Putting her own deep-rooted fears of rejection aside, Stephanie Marsh is determined that her baby will know its father. Only this cold, suspicious Nikos is not the man she once fell for. Will the tiny miracle growing inside her help them find the happy ending they both deserve–together?

The Sheriff’s Second Chance She’d left him to pursue her dreams right after high school, but now Caitlyn Cavanaugh is back. Deputy Sheriff Nathan Jeffries doesn’t know what to do, but it’s his job to rescue this damsel in distress from a series of minor mishaps. The single dad’s strategy: keep it professional and don’t fall for Caitie again!

‘A compelling new fantasy series.’- SFX on Sea Glass ‘Snyder delivers another excellent adventure.’ - Publishers Weekly 'Spellbinding romantic adventure that will leave readers salivating for the next book in the series.’-USA Today on Touch of Power-USA TODAY THE FINAL BATTLE BEGINS… Powerful healer Avry knows hardship and trouble. She fought a plague and survived. She took on corrupt King Tohon and defeated him. But now her true love, Kerrick, is missing and Avry fears he’s gone forever. Yet she faces a more immediate – and deadly – threat. The Skeleton King plots to claim the Fifteen Realms for his own. With the territories’ armies in disarray and the dead not staying dead, Avry’s powers are needed now more than ever. Torn between love and loyalty, she must choose her path carefully. For the future of Avry’s world depends on her decision…

They were supposed to be best friends… It’s the summer of 1977, Beth and Alex did everything together. Until the day seventeen year old Alex ran away from home. A missing persons report has been filed, but Beth knows that there must be more to Alex’s disappearance. So she follows Alex, to punk-era London, determined to bring her best friend back home. But the Alex she finds living in a Camden squat isn’t the same Alex. And memories of those weeks in London haunt her to this day; falling for Fitz, her first love; tasting a new kind of freedom, and the fateful day that her parents finally tracked them down and took her away. Alex knew then that Beth had betrayed her trust, and disappeared once more, severing their friendship for good. And now, years later, it’s time for forgotten secrets to be shared once and for all. Because after all this time, Beth’s never given up on finding Alex… Don’t miss the new brilliant story from Marian Dillon - The Lies Between Us out now!

Need a virtual PA? Then Polly Jones is your girl! Polly Jones is taken aback when a new client asks her to investigate the Robertson family business in Devon, after all, a ‘virtual assistant’ doesn’t usually leave their home office! But she needs the work – and less proximity to an endless supply of tea and biscuits can only be a good thing right? So she sets off, with energetic puppy Rosie close by her side. Polly’s new job isn’t quite in her comfort zone… Arriving in the small fishing village where everyone knows everyone’s business, any upsides (all those yummy scones and clotted cream) of course have their downside - she’s completely forgotten to pack her sea legs, and the temptingly handsome Will Robertson is making her job difficult at every turn. It’s so much easier to keep things strictly professional in the virtual world – but with no e-mail to hide behind Polly must admit that Will’s smile is incredibly, deliciously distracting… Praise for Jennifer Bohnet '…it was such a lovely, sweet read that I didn’t want to end!' - Chick Lit Reviews 'What a sweet romance, set by the seaside, starring appealing characters, namely likeable Polly, mysterious Daniel and hunky Will. An intriguing plot with a satisfying ending.' - The Virtual Bookcase