The book will teach you about:* Neural networks, a beautiful biologically-inspired programming paradigm which enables a computer to learn from observational data* Deep learning, a powerful set of techniques for learning in neural networksNeural networks and deep learning currently provide the best solutions to many problems in image recognition, speech recognition, and natural language processing. This book will teach you the core concepts behind neural networks and deep learning.

    The human brain has some capabilities that the brains of other animals lack. It is to these distinctive capabilities that our species owes its dominant position. If machine brains surpassed human brains in general intelligence, then this new superintelligence could become extremely powerful--possibly beyond our control. As the fate of the gorillas now depends more on humans than on the species itself, so would the fate of humankind depend on the actions of the machine superintelligence.But we have one advantage: we get to make the first move. Will it be possible to construct a seed Artificial Intelligence, to engineer initial conditions so as to make an intelligence explosion survivable? How could one achieve a controlled detonation?

    She knew instantly that her decision to work in general practice was the ‘biggest and worst mistake of her life’. Fortunately, however, this did not deter her from continuing in general practice, and this fascinating memoir (spanning half a century) is testament to her resilience and professionalism, as well as her pragmatic and charismatic personality. She shares real stories about real people in this intriguing book. Some stories are truly heart-breaking and will have you reaching for the tissues (such as the times when she has lost patients, and encountered and supported abused children and rape victims). But it isn’t all serious. There are lots of light-hearted and heart-warming moments too, such as the stories about Jessie-dog – her bodyguard when she made home visits, and the time when she helped a large (and desperately in need) family to get rehoused, and her time as a country GP. She also recalls with honesty and candidness, the prejudice and unimaginable pressure she had to contend with, as a young female GP in the 1960s. As well as a plethora of fascinating stories, experiences and case studies, this book also gives us, as 21st Century readers, a glimpse into the rapid changes in general practice and the NHS in general. Whether you’re in general practice, or you’re a medical professional, or you have a penchant for all kinds of autobiographies/memoirs, you will find this a thought-provoking and captivating book that’s impossible to put down. Take a peek at the ‘Look Inside’ feature now and be prepared to be instantly intrigued.

    The doctor-patient relationship--the heart of medicine--is broken: doctors are too distracted and overwhelmed to truly connect with their patients, and medical errors and misdiagnoses abound. In Deep Medicine, leading physician Eric Topol reveals how artificial intelligence can help. AI has the potential to transform everything doctors do, from notetaking and medical scans to diagnosis and treatment, greatly cutting down the cost of medicine and reducing human mortality. By freeing physicians from the tasks that interfere with human connection, AI will create space for the real healing that takes place between a doctor who can listen and a patient who needs to be heard.Innovative, provocative, and hopeful, Deep Medicine shows us how the awesome power of AI can make medicine better, for all the humans involved.

    It takes a truly objects first approach to teaching problem solving using Java. These are complicated concepts so the book uses the development environment BlueJ to help the student's understanding. BlueJ has a strong emphasis on visualization and interaction techniques, and allows the students to manipulate objects and call methods as a first exercise. BlueJ is free and freely available, and has been developed specifically for teaching. The book is loaded with projects so that the student can really get a grip on actually solving problems; and it takes a spiral approach , introducing a topic in a simple context early on, then revisiting it later in the book to deepen understanding. It also comes with a CD containing JDK, BlueJ, a BlueJ tutorial and code for all the projects. The website contains style guide for all examples, PowerPoints for lecturers and also a Solutions Manual.

    In How to Create a Mind, Kurzweil presents a provocative exploration of the most important project in human-machine civilization—reverse engineering the brain to understand precisely how it works and using that knowledge to create even more intelligent machines.Kurzweil discusses how the brain functions, how the mind emerges from the brain, and the implications of vastly increasing the powers of our intelligence in addressing the world’s problems. He thoughtfully examines emotional and moral intelligence and the origins of consciousness and envisions the radical possibilities of our merging with the intelligent technology we are creating.Certain to be one of the most widely discussed and debated science books of the year, How to Create a Mind is sure to take its place alongside Kurzweil’s previous classics which include Fantastic Voyage: Live Long Enough to Live Forever and The Age of Spiritual Machines.

    With this practical book, you’ll learn techniques for extracting and transforming features—the numeric representations of raw data—into formats for machine-learning models. Each chapter guides you through a single data problem, such as how to represent text or image data. Together, these examples illustrate the main principles of feature engineering.Rather than simply teach these principles, authors Alice Zheng and Amanda Casari focus on practical application with exercises throughout the book. The closing chapter brings everything together by tackling a real-world, structured dataset with several feature-engineering techniques. Python packages including numpy, Pandas, Scikit-learn, and Matplotlib are used in code examples.

    Real stories about the patients, nurses, consulting physicians, and daily life of a busy Emergency Department. Get a glimpse inside the inner workings of an Emergency Department and the staff that works there, caring for patients and their families. From a toddler who can cuss a blue streak, a dead mouse brought into the Emergency Department, to critical resuscitations, these are stories that you will never forget.

    I searched for many years only to find that what I had been searching for, had been right in front of me all along.

    That was before one pioneering work documented the underground computer revolution that was about to change our world forever. With groundbreaking profiles of Bill Gates, Steve Wozniak, MIT's Tech Model Railroad Club, and more, Steven Levy's Hackers brilliantly captured a seminal moment when the risk-takers and explorers were poised to conquer twentieth-century America's last great frontier. And in the Internet age, the hacker ethic-first espoused here-is alive and well.

    Play to win. Play like a champion.In Winning Fantasy Baseball, Larry Schechter discloses the secrets of his proven methods. Packed with commonsense, easy-to-use strategies for beginners through experienced players, Schechter supplies readers with a toolkit to achieve the most important thing in fantasy ball--winning! Some have called Schechter one of the best fantasy baseball players in the world. He is the only two-time winner of the CDM Sports national salary-cap challenge, having defeated 7,500 competitors in 2002 and 6,000 in 2005. He is also a five-time winner of the renowned Tout Wars experts league and a member of the USA Today-sponsored League of Alternative Baseball Reality (LABR).Readers will learn directly from the champ everything they need to know about:- how to project player stats;- how to convert those stats into a specific value;- strategy for snake drafts, and mono-league and mixed auctions;- selecting teams using a salary cap;- playing in keeper leagues;- and performing in-season management.Although the book is primarily about fantasy baseball, many of the concepts also apply to fantasy football and other fantasy sports.

    But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications.Authors Jeremy Howard and Sylvain Gugger show you how to train a model on a wide range of tasks using fastai and PyTorch. You'll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes.Train models in computer vision, natural language processing, tabular data, and collaborative filteringLearn the latest deep learning techniques that matter most in practiceImprove accuracy, speed, and reliability by understanding how deep learning models workDiscover how to turn your models into web applicationsImplement deep learning algorithms from scratchConsider the ethical implications of your work

    Major concepts are illustrated with running examples, and major algorithms are illustrated by Pascal computer programs. No prior knowledge of GAs or genetics is assumed, and only a minimum of computer programming and mathematics background is required. 0201157675B07092001

    Servers give sysadmins a incredible visibility into the network—once they know how to unlock it. Most sysadmins don’t need to understand window scaling, or the differences between IPv4 and IPv6 echo requests, or other intricacies of the TCP/IP protocols. You need only enough to deploy your own applications and get easy support from the network team.This book teaches you:•How modern networks really work•The essentials of TCP/IP•The next-generation protocol, IPv6•The right tools to diagnose network problems, and how to use them•Troubleshooting everything from the physical wire to DNS•How to see the traffic you send and receive•Connectivity testing•How to communicate with your network team to quickly resolve problemsA systems administrator doesn’t need to know the innards of TCP/IP, but knowing enough to diagnose your own network issues transforms a good sysadmin into a great one.

    It enables you to have complete control over style, design, and color of your garments. And once you learn the basic practice, you can knit almost anything you can think of. What stands in most people’s way is getting started. How do you learn to knit socks? Where do you find knitting patterns? This book answers all of those questions and more. What will this book teach you? • Getting started knitting socks • How to find the right knitting tools and correct needles for knitting your socks • How to pick the best knitting yarn • 10 Most popular sock knitting patterns • How to size your socks • How to knit socks from the Top-down • How to knit sock from the Toe-up • Sock Cast-on techniques, such as, Long Tail cast on, Eastern/ Turkish cast on • The Double Point and Circular Needle methods • Tips on how to knit long lasting, beautiful socks • And so much more!.. Even if you have never picked up a pair of knitting needles before, you can easily start knitting your way towards a pair of perfect socks with this book. It even includes a Glossary of Knitting Terms as an added BONUS, so as you expand your projects to other designs and find other patterns, you will never be in the dark. This book also includes 1 basic top-down sock pattern and 7 additional popular sock patterns for you to work on. While this book is intended to get you started in the world of knitting, it can easily serve as a refresher for even the most experienced knitter! Whether you want to get started or want to get back to basics and hone your skills, "Knitting Socks for Beginners" is the book for you. From Tube socks to Fair Isle socks, you have all the information and knitting patterns you need. Socks are not necessarily the easiest thing to knit, but the techniques used to make a pair of socks introduces you to everything else you need to know about knitting. This book will guide you through every stage of the knitting process and help you create a pair of perfectly knitted socks, in just three days! There is no better book for learning the basics of knitting. This acts as the perfect springboard for more complex knitting projects, with all of the techniques, tips, and terms spelled out to keep you on the right track. If you are looking for a great book about sock knitting, look no further. Get your copy of "Knitting Socks for Beginners" today! Check Out What Others Are Saying... "This is a brilliant book for beginners. I've never tried knitting before but now can't wait to get started. The author goes through every step of the knitting process in fine detail. The book is very well written and has excellent photographs and diagrams. I would definitely recommend this book to anyone who wants to try sock knitting for the first time." - Lesley H "I've been thinking of knitting for quite a awhile now. I'm glad I stumbled on this book. I'm a total newbie so this book is perfect for me. "Knitting socks for beginners" gives step by step instructions to get started at knitting socks. Has tons of info- tools, needle size,yarn types. Great help for the beginner.