Right?! Machine Learning is a branch of computer science that wants to stop programming computers using a detailed list of commands to follow blindly. Instead, their aim is to implement high-level routines that teach computers how to approach new and unknown problems – these are called algorithms. In practice, they want to give computers the ability to Learn and to Adapt. We can use these algorithms to obtain insights, recognize patterns and make predictions from data, images, sounds or videos we have never seen before – or even knew existed. Unfortunately, the true power and applications of today’s Machine Learning Algorithms remain deeply misunderstood by most people. Through this book I want fix this confusion, I want to shed light on the most relevant Machine Learning Algorithms used in the industry. I will show you exactly how each algorithm works, why it works and when you should use it. Supervised Learning Algorithms K-Nearest Neighbour Naïve Bayes Regressions Unsupervised Learning Algorithms: Support Vector Machines Neural Networks Decision Trees

    It is a book I recommend." --Scott Guthrie, Corporate Vice President, .NET Developer Platform, Microsoft Corporation "A must-read for a concise but thorough examination of the parallel programming features in the .NET Framework 4." --Stephen Toub, Parallel Computing Platform Program Manager, Microsoft "This wonderful book is a great reference for developers of all levels." -- Chris Burrows, C# Compiler Team, Microsoft When you have questions about how to use C# 4.0 or the .NET CLR, this highly acclaimed bestseller has precisely the answers you need. Uniquely organized around concepts and use cases, this fourth edition includes in-depth coverage of new C# topics such as parallel programming, code contracts, dynamic programming, security, and COM interoperability. You'll also find updated information on LINQ, including examples that work with both LINQ to SQL and Entity Framework. This book has all the essential details to keep you on track with C# 4.0. Get up to speed on C# language basics, including syntax, types, and variables Explore advanced topics such as unsafe code and preprocessor directives Learn C# 4.0 features such as dynamic binding, type parameter variance, and optional and named parameters Work with .NET 4's rich set of features for parallel programming, code contracts, and the code security model Learn .NET topics, including XML, collections, I/O and networking, memory management, reflection, attributes, security, and native interoperability

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    My heart ached for Sean when I learned his wife had been pregnant in the car explosion. But when I made the mistake of telling others about the fact, Sean flipped out and broke my heart. That’s when my ex contacted me and wanted to reunite. I was a hot mess and didn’t know which way to jump. Sean: I yelled at her…sweet Tish. I couldn’t believe I’d rained down my wrath on the one person I loved. But the fallout from what she did left me unhinged and I turned to the one thing I knew I could get lost in. Booze. Not a good move, to say the least. I was so screwed. The limits of love are tested for Sean and Tish in Shaded Heart, the newest installment in the steamy Irish Mafia romance saga, The Downing Family.

    During it, both Henry and Naomi lost their lives and left their seven children orphaned. Later adopted by Marcus and Narcissa Whitman, missionaries in what is now Washington, they were orphaned a second time, when both their new parents were killed during the Whitman massacre in November 1847. About 1860 Catherine, the oldest girl, wrote a first-hand account of their journey across the plains and their life with the Whitmans. Today it is regarded as one of the most authentic accounts of the American westward migration.

    This book is aimed at the working Rails developer who is looking to grow and evolve Rails projects while keeping them flexible, maintainable, and robust. The focus is on pragmatic solutions which tread a “middle way” between the expedience of the Rails “golden path”, and rigid OO purity.

    This complete study guide provides in-depth, up-to-date coverage of all the exam objectives, and goes a step beyond to cover the Java Developer exam (now an Oracle Certified Expert level credential).This book provides an integrated study system based on proven pedagogy--step-by-step exercises, special Exam Watch, Inside-the-Exam, and On-the-Job notes, and chapter self tests help reinforce and teach practical skills while preparing you for the exam. The CD-ROM includes MasterExam practice exam software featuring more than 100 questions that appear only on the CD, and a searchable e-book."OCP Java SE 7 Programmer Study Guide" Covers all new OCP Java SE 7 Programmer exam objectives Written by the co-developers of the original SCJP exam Filled with accurate test questions that simulate the type and style of questions found on the live exam Contains two complete practice exams--250+ challenging practice exam questions in book and on CD All practice questions include answer explanations for both the correct and incorrect options

    And I mean all the time. Every day there’s a new cloud-based dating app; a new cloud-based gizmo for your house; a new cloud-based game; or a thousand other new things—all in the cloud.The cloud is everywhere! Everything is in the cloud! What does it mean! Let’s slow down. Take a deep breath. That’s good. Take another. Excellent. This book teaches you all about the cloud. I’ll let you in on a little secret: the cloud is not that hard to understand. It’s not. It’s just that nobody has taken the time to explain to you what the cloud is. They haven’t, have they?Deep down I think this is because they don’t understand the cloud either, but I do. I’ve been a programmer and writer for over 30 years. I’ve been in cloud computing since the very start, and I’m here to help you on your journey to understand the cloud. Consider me your tour guide. I’ll be with you every step of the way, but not in a creepy way.I take my time with this book. I go slow and easy, so you can build up an intuition about what the cloud really is, one idea at a time. When you finish reading, you’ll understand the cloud. When you hear someone say some new cool thing is in the cloud, you’ll understand exactly what they mean. That’s a promise. How do I deliver on that promise? I use lots and lots of pictures. I use lots and lots of examples. We’ll reveal the secret inner-workings of AWS, Netflix, Facebook Messenger, Amazon Kindle, Apple iCloud, Google Maps, Nest and cloud DVRs. You’ll learn by seeing and understanding; no matter if you're a complete beginner, someone who knows a little and wants to learn more, or a programmer looking to change their career to the cloud.The cloud is the future. You don't want to miss out on the future, do you? Read this book and we'll discover it together.I’m excited. This will be fun. Let’s get started!

    This concise book shows you how to use the API to perform set operations with the DbSet class, handle change tracking and resolve concurrency conflicts with the Change Tracker API, and validate changes to your data with the Validation API.With DbContext, you’ll be able to query and update data, whether you’re working with individual objects or graphs of objects and their related data. You’ll find numerous C# code samples to help you get started. All you need is experience with Visual Studio and database management basics.Use EF’s query capabilities to retrieve data, and use LINQ to sort and filter dataLearn how to add new data, and change and delete existing dataUse the Change Tracker API to access information EF keeps about the state of entity instancesControl change tracking information of entities in disconnected scenarios, including NTier applicationsValidate data changes before they’re sent to the database, and set up validation rulesBypass EF’s query pipeline and interact directly with the database

    Doctor David Miller, the driver of the second car, pulled the unconscious Jessie from the wreckage. After the ambulance drove away, David doubted he'd ever see the stunning blonde again. Yet, a little over a year later, Jessie and her domineering mother walked into his office in Augusta, Georgia. Jessie's mother was insistent that Jessie needed psychotherapy. Was it a coincidence or fate that had brought the two back together? Would David find a way to save Jessie again? Or would the attraction between the two, along with Jessie's fears and David's secrets, tear Jessie's life apart once more?

    Whether you are a student, in the military, a professional or in any situation where studying to advance your circumstances is required, this is the book for you. By the time you finish this report, you will know: • How to remove the one major barrier to understanding. • How to quickly absorb the basics of any subject and give yourself a bedrock foundation to what you want to know. • How to make it almost impossible for anyone (even a teacher) to ask you a question you cannot answer correctly. • How to learn on your own (without classes and teachers) through a fool-proof method that has been suppressed by educators for years. • How to quickly absorb and understand whole books. • How to "lay in concrete" a full understanding of the subject you are studying through the use of simple bric-a-brac found in any home. • How to learn the secrets of acquiring quick understanding through an almost unknown use of the dictionary. • How to burn whole lists of data into your memory so that you can automatically recall them anytime. These simple methods, applied faithfully, will start you on your road to a better life.

    So when she discovers the picturesque cottage for sale on the internet she instantly falls in love with the place and when her husband John agrees to view the property she comes to believe that it is written in the stars that this will be their new forever home. Rosebud Cottage sits on the clifftops commanding breath-taking views of the sea, a vista that is forever changing, and one that instantly fills them both with a sense of belonging. Though things are about to change, as a simple walk on the pebbled beach at Seaview Cove turns into a nightmare for Emily as she discovers a body hidden by the rocks, a man is sprawled on the stones, eyes closed, arms outstretched his wild black hair matted with blood. Though by the time she raises the alarm and dashes back to the beach she is left stunned to find the man has vanished. So starts the mind bending mystery as Emily tries to navigate her way through the labyrinth of her own mind, and as those around her become more concerned with her behaviour, she finds herself doubting her own sanity. As obsession takes over, Emily comes to realise that sometimes even the most tranquil of surroundings can mask the most devastating of crimes. As the weather changes and the storms arrive Emily Green finds herself trapped in a dark place, a place where even her own senses are not to be trusted. And as she tries to hold onto her sanity, someone is watching from the shadows, someone with evil on their mind.

     It is 1930, the midst of the Great Depression. After her mysterious role in a family tragedy, passionate, strong-willed Thea Atwell, age fifteen, has been cast out of her Florida home, exiled to an equestrienne boarding school for Southern debutantes. High in the Blue Ridge Mountains, with its complex social strata ordered by money, beauty, and girls’ friendships, the Yonahlossee Riding Camp for Girls is a far remove from the free-roaming, dreamlike childhood Thea shared with her twin brother on their family’s citrus farm—a world now partially shattered. As Thea grapples with her responsibility for the events of the past year that led her here, she finds herself enmeshed in a new order, one that will change her sense of what is possible for herself, her family, her country. Weaving provocatively between home and school, the narrative powerfully unfurls the true story behind Thea’s expulsion from her family, but it isn’t long before the mystery of her past is rivaled by the question of how it will shape her future. Part scandalous love story, part heartbreaking family drama, The Yonahlossee Riding Camp for Girls is an immersive, transporting page-turner—a vivid, propulsive novel about sex, love, family, money, class, home, and horses, all set against the ominous threat of the Depression—and the major debut of an important new writer.

    Although companies of every kind have successfully implemented his original design ideas across hundreds of systems, these insights have never before appeared in print.Based on first principles in software engineering and a comprehensive set of matching tools and techniques, Löwy's methodology integrates system design and project design. First, he describes the primary area where many software architects fail and shows how to decompose a system into smaller building blocks or services, based on volatility. Next, he shows how to flow an effective project design from the system design; how to accurately calculate the project duration, cost, and risk; and how to devise multiple execution options.The method and principles in Righting Software apply regardless of your project and company size, technology, platform, or industry. Löwy starts the reader on a journey that addresses the critical challenges of software development today by righting software systems and projects as well as careers-and possibly the software industry as a whole. Software professionals, architects, project leads, or managers at any stage of their career will benefit greatly from this book, which provides guidance and knowledge that would otherwise take decades and many projects to acquire. Register your book for convenient access to downloads, updates, and/or corrections as they become available. See inside book for details.

    'I am really sorry but both the girls are dead'. Dennis McKenzie was brought to the world's attention following his involvement in the tragic Soham murder case. Making stunningly accurate predictions about the deaths of Holly Wells and Jessica Chapman, he was dubbed the 'Soham Psychic'. Since then, Dennis's expertise has continually been drawn on to help solve many horrific crimes, including the case of the 'BTK' Killer - a serial killer who bound, tortured and killed women in Wichita, Kansas and evaded the police for over 30 years. An ordinary boy from a working-class background, Dennis never imagined his life would follow such an extraordinary path. From his first psychic sighting at the age of four to his traumatic prediction of a family friend's death, Dennis shares the experiences that have defined his remarkable life in his typically frank and down-to-earth way. This is the fascinating story of how Dennis discovered his gift and how, with the help of his spirit guides, he has shared his psychic wisdom with the world.