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.

Another excellent Dalziel and Pascoe story from the master of the British crime novel Three old men die on a stormy November night: one by deliberate violence, one in a road accident and one by an unknown cause. Inspector Pascoe is called in to investigate the first death, but when the dying words of the accident victim suggest that a drunken Superintendent Dalziel had been behind the wheel, the integrity of the entire Mid-Yorkshire constabulary is called into question. Helped by the bright but wayward DC Seymour, hindered by ‘Maggie’s Moron’, the half-witted Constable Hector, Peter Pascoe enters the twilight and vulnerable world of the senior citizen – to discover that the beckoning darkness at the end of the tunnel holds few comforts.

The international bestseller Dean Koontz delivers a masterclass of storytelling suspense in this thriller. What would you do if a serial killer forced you to choose who he murders next? On the windscreen of his SUV, Billy finds the first note. It gives him a choice. If he takes the note to the police, an elderly woman will be killed. If he doesn’t approach the police, a schoolteacher will die. He thinks it’s a hoax. The schoolteacher is killed. Further notes taunt Billy’s conscience, forcing him to decide who lives and who dies. He must think the unthinkable, fast, in an accelerating nightmare. More communications from the killer follow with ever tighter deadlines. Each is more personal, more confrontational than the last until he is isolated, with no one to rely on but himself. Finally, he must risk everything to save the helpless, clueless victims…

A famous photographer lying in a coma holds the key to the salvation of the world. But first he must travel back into the traumatic events of his childhood. Will Rabjohns has everything. He’s handsome, he’s rich, and he’s revered as the world’s greatest wildlife photographer. He’s also a haunted man, driven to risk his life for his art – to capture the raw tragedy of the wild, the beauty of nature’s violence. After a near fatal encounter with a polar bear, he lies in a coma. There he must relive a central childhood memory: a meeting with ancient and terrible forces which revealed to him the mystery at the heart of nature. And he realizes that if he awakes, he must confront the darkness of his past and wage a war, not only for his own soul, but for the soul of the planet and every animal that breathes upon it.

In this electrifying autobiography, Rik stands naked in front of his vast legions of fans and disciples and invites them to take communion with the blood he has spilled for them during his thirty year war on show business. He invented alternative comedy with The Young Ones, he brought down the Thatcher administration with The New Statesman and he changed the face of global culture with his masterpiece Bottom. Not only was his number one single ‘Living Doll’ the saviour of rock 'n' roll but he also rescued the British film industry with the vast revenues created by his legendary movie Drop Dead Fred. In 1998, he survived an assassination attempt and spent five days in a coma before he literally came back from the dead. Having completed countless phenomenal feature films, TV series, live extravaganzas and radio voice-overs since then, Rik Mayall is now poised on the brink of a whole new epoch-shattering revolution. For the first time ever, Rik reveals in print the deep inner truth behind his gargantuan ascent to the pinnacle of international light entertainment – the mental hospitals he has broken out of, the television executives he has assaulted, the drugs he has definitely not taken, the charities he has bankrupted, the countless pregnancies he has engendered, and so much more.

Partly autobiographical, this is the second title in Judith Kerr’s internationally acclaimed trilogy of books following the life of Anna through war-torn Germany, to London during the Blitz and her return to Berlin to discover the past… It is hard enough being a teenager in London during the Blitz, finding yourself in love and wondering every night whether you will survive the bombs. But it is even harder for Anna, who is still officially classified as an “enemy alien”. Those bombs are coming from Germany – the country that was once her own. If Hitler invades, can she and her beloved refugee family possibly survive? This was previously published as The Other Way Round.

The story of the 19th-century ice trade, in which ice from the lakes of New England – valued for its incredible purity – revolutionised domestic life around the world. In the days before artificial refrigeration, it was thought impossible to transport ice for long distances. But one man, Frederic Tudor, was convinced it could be done. This is the story of how, almost single-handedly, and in the face of near-universal mockery, he established a vast industry that would introduce the benefits of fresh ice to large parts of the globe. Thanks to Tudor, the American fashion for drinks ‘on the rocks’ spread to tropical areas such as the West Indies and British India. By the 1830s fleets of schooners carried the frozen cargo, packed with sawdust and tarpaulins for insulation, to all corners of the world. The harvesting of the ice from New England’s lakes employed thousands of men. The frozen water trade had a profound influence on the tastes of a large part of the world, but with the development of artificial cooling systems in the first quarter of the 20th century, the huge industry established by Frederic Tudor vanished as if it had never been. Note that it has not been possible to include the same picture content that appeared in the original print version.

How does one talk about love? We are all beginners when it comes to love, from those tentative first dates to learning how to live with, or without, someone. But how does one describe love? How does one chart its delights and pleasures, its depths and desolations? Do we even have the right words to describe something that can be both utterly mundane and completely transcendent, pulling us out of our everyday lives and making us feel a part of something greater than ourselves? David Levithan's The Lover's Dictionary starts where we all once started – with the alphabet. Constructing the story of a relationship as a dictionary, Levithan explores the intimacies and workings of love through his nameless narrator, to paint a moving portrait of love through everyday words. Cleverly using the confines of language to provide an intimate window into the great events and quotidian trifles of being part of a couple, Levithan gives us an indelible and deeply moving portrait of love in our time.

The leadership secrets that experts and top professionals use. Get results fast with this quick, easy guide to the fundamentals of Leadership. Includes how to: ? Understand and develop your leadership style ? Identify strategic goals for your department ? Motivate and manage teams of all sizes ? Build a culture of results and responsibility ? Lead the way out of a crisis

The communication secrets that experts and top professionals use. Get results fast with this quick, easy guide to the fundamentals of Communication. Includes how to: ? Use body language to build rapport with anyone ? Deal with clients and colleagues at all levels ? Get what you want in sales or negotiation ? Excel in meetings and presentations ? Master email and written communication

Setting up home for the first time and feel lost in the kitchen? ‘The First-time Cook’ is a one-stop guide which shows you not only how to cook delicious food but also how to understand ingredients and techniques so you can feel completely confident cooking on your own. Assuming no prior knowledge,'First-time Cook' takes you through the basics of shopping and cooking equipment. Sophie Grigson then covers each essential cooking technique and food in turn, moving step-by-step through the basics with lots of incredibly useful advice on the possible pitfalls and showing variations and alternatives once you have mastered the essentials. From the perfect roast chicken to twenty variations on the quick-and-easy omelette and pasta of all de*ions, the recipes have been chosen not only to show core techniques but also to provide a fantastic collection of dishes that cover everything from quick (and cheap) supper ideas for one, to coping with Sunday lunch for six for the first time Interest in cookery has never been greater but the number of people actually able to cook continues to decline. Sophie Grigson's TV experience has given her a natural ability to teach cookery in an informal and friendly way and, with this book, she fills the gap left by conventional cookbooks which assume a knowledge most people don't possess.

With this practical handbook you can start to see PCOS symptoms improve in as little as 2 weeks. Based on the latest scientific research and the authors' first-hand experience, it will empower you to take back control of your body- and your life. Packed with all the essential information to naturally beat the symptoms of polycystic ovary syndrome. PCOS authorities and fellow sufferers Colette Harris and Theresa Cheung will empower you to take back control of your body and beat naturally the often embarrassing symptoms of this syndrome, including weight gain, acne, excess body hair, mood swings, depression and exhaustion. Packed full of the latest science, up-to-date nutrition and the best in self-help and natural therapies, their comprehensive book shows you how to: ? Take control of your body with simple dietary changes ? Reduce spots and excess hair ? Boost body confidence and self-esteem ? Choose the right supplements and best natural self-help remedies ? Protect yourself from high blood pressure, heart disease and diabetes

Perfect for fans of Elizabeth Buchan and Katie Fforde, this is a warm novel about women, relationships and why it’s never too late to change. Lou is married to a man who no longer loves her. It’s time to move on, to begin a new business venture and to start her life over. To celebrate her new-found freedom, she travels to India, where, in front of the Taj Mahal, she befriends Ali after taking each other’s photographs on ‘that’ bench. Ali is a serial mistress. But when she returns home, she discovers her latest lover is not the man she took him for. She too needs a new beginning. As Lou and Ali put their pasts behind them, they start to discover new possibilities for life and for love, until the shocking realisation that they have far more in common than they thought.

The secrets that experts and top professionals use to get things done. Get results fast with this quick, easy guide to the fundamentals of Getting Things Done. Includes how to: ? Get more done in less time ? Manage upwards, downwards and sideways ? Under-promise and over-deliver ? Overcome difficult people and issues ? Deliver projects on time and on budget

The secrets that experts and top professionals use to stay at the top of their game. Get results fast with this quick, easy guide to the fundamentals of Mind Power Includes how to: ? Produce creative and innovative ideas ? Remember names, numbers and concepts ? Sharpen your mental reflexes, whatever your age ? Ask the right questions and understand other points of view ? Make good decisions and stick to them

The team management secrets that experts and top professionals use. Get results fast with this quick, easy guide to the fundamentals of Team Management Includes how to: ? Understand how different personalities interact in a team ? Set up clear structures and goals for your team ? Implement change effectively and as painlessly as possible ? Overcome personality clashes and team difficulties ? Manage your team so that it delivers fantastic results

The authoritative and comprehensive guide to tracing your Scottish ancestry There's never been a better time to trace your Scottish family history. Vast internet resources and DNA testing, as well as access to censuses, religious records and other archive material make this process easier than ever. Renowned genealogist Anthony Adolph unveils a wide range of tools and information available, specific to discovering your Scottish ancestry - whether you are starting your trail in Scotland or from somewhere else in the world. The text is packed with weblinks to enable you to search the great number of records now available online, as well as providing contact information on other sources, such as archives and libraries. By reading this book you'll also be drawn into the lives your ancestors led, through the examples, compelling stories and fascinating social history which are interwoven within the text. Whether you are at the start of your search for your Scottish ancestry, or are looking for ways to expand on what you have already found, Anthony Adolph’s detailed instruction and guidance, balanced with humorous anecdotes makes for an informative, practical and entertaining read.

The inspiring autobiography of Britain's three-time World Touring Car champion, and almost certainly this country's best-kept sporting secret … until now! For someone who grew up on a small island with a speed limit of just 35 mph, Andy Priaulx drives his car awfully fast. But then the man from Guernsey is a hugely determined figure who has been fighting against the odds and performing the role of underdog throughout his entire career. In this his first book, Priaulx tells of how he has fought - tooth and claw, with virtually no back-up - for every sponsor, every car, every penny on his way to achieving his dream of one day becoming a world champion. With refreshing honesty, Priaulx reveals how he and his wife risked everything financially to get on the lower rungs of the motor racing ladder, even spending some time living in a borrowed caravan at the Silverstone circuit in an attempt to save money. "Pikey Priaulx" was his nickname at the time, but the story only goes to show how sacrifice and sheer bloody-mindedness can pay off. Priaulx's reserves of energy, enthusiasm and dedication - not to mention his natural talent - served him well as he won the European Touring Car Championship in 2004. Motor sport's governing body, the FIA, recognises only three world championships - Formula 1, World Rally and World Touring Cars. Priaulx has won the WTC championship for the last three years, an unprecedented achievement. In fact, such has been Priaulx's success that he has been universally hailed as the greatest touring car driver of all time, and widely dubbed "Britain's Schumacher". In 2007 Priaulx received the ultimate accolade when he was awarded the Gold Medal of the British Racing Drivers' Club "in recognition of outstanding contemporary racing success". This was only the eighth time the Gold Medal has been awarded. Told in Andy's energetic and engaging style, this is the story of that most rare of sporting beasts - a true British world champion.

This handy kitchen companion offers a hassle-free approach to home cooking. Slow Cooking includes 140 mouth-watering recipes that can be prepared in advance and cooked while you're at work or just relaxing at home. More and more people are discovering the benefits these affordable cookers – they are economical, environmental and produce perfect results every time. Cookery writer and journalist, Katie Bishop, shows just how little effort is required to make great family recipes such as Rolled Shoulder of Lamb, Mini Chestnut, Mushroom and Red Wine Pies, Classic Bouillabaisse, Herby Italian Stuffed Peppers and Oat, Sunflower and Honey Bread. This book provides a fresh insight into this old-fashioned method of cooking, with straightforward dishes that will delight your friends and family.

Following in the hugely popular ‘Angel Saved My Life’ series comes a moving collection of real-life stories from the Afterlife. Following in the bestselling An Angel Saved My Life series, An Angel on my Shoulder is an inspiring collection of true stories about the guardian angels who protect us, warn us and guide us from the other side. ? A kicking and screaming angel saves a woman from dying on a train. ? A grieving daughter is comforted by the kiss of an angel. ? A mysterious stranger protects a young girl from a mugging - and then vanishes. ? A animal angel saves a family from carbon monoxide poisoning. These are just some of the amazing accounts in this inspiring collection of true stories.