This book covers the fundamentals of machine learning with Python in a concise and dynamic manner. It covers data mining and large-scale machine learning using Apache Spark. About This Book ? Take your first steps in the world of data science by understanding the tools and techniques of data analysis ? Train efficient Machine Learning models in Python using the supervised and unsupervised learning methods ? Learn how to use Apache Spark for processing Big Data efficiently Who This Book Is For If you are a budding data scientist or a data analyst who wants to analyze and gain actionable insights from data using Python, this book is for you. Programmers with some experience in Python who want to enter the lucrative world of Data Science will also find this book to be very useful, but you don't need to be an expert Python coder or mathematician to get the most from this book. What You Will Learn ? Learn how to clean your data and ready it for analysis ? Implement the popular clustering and regression methods in Python ? Train efficient machine learning models using decision trees and random forests ? Visualize the results of your analysis using Python’s Matplotlib library ? Use Apache Spark’s MLlib package to perform machine learning on large datasets In Detail Join Frank Kane, who worked on Amazon and IMDb’s machine learning algorithms, as he guides you on your first steps into the world of data science. Hands-On Data Science and Python Machine Learning gives you the tools that you need to understand and explore the core topics in the field, and the confidence and practice to build and analyze your own machine learning models. With the help of interesting and easy-to-follow practical examples, Frank Kane explains potentially complex topics such as Bayesian methods and K-means clustering in a way that anybody can understand them. Based on Frank’s successful data science course, Hands-On Data Science and Python Machine Learning empowers you to conduct data analysis and perform efficient machine learning using Python. Let Frank help you unearth the value in your data using the various data mining and data analysis techniques available in Python, and to develop efficient predictive models to predict future results. You will also learn how to perform large-scale machine learning on Big Data using Apache Spark. The book covers preparing your data for analysis, training machine learning models, and visualizing the final data analysis. Style and approach This comprehensive book is a perfect blend of theory and hands-on code examples in Python which can be used for your reference at any time.

This book is your guide to exploring the possibilities in the field of deep learning, making use of Google's TensorFlow. You will learn about convolutional neural networks, and logistic regression while training models for deep learning to gain key insights into your data. About This Book ? Explore various possibilities with deep learning and gain amazing insights from data using Google’s brainchild-- TensorFlow ? Want to learn what more can be done with deep learning? Explore various neural networks with the help of this comprehensive guide ? Rich in concepts, advanced guide on deep learning that will give you background to innovate in your environment Who This Book Is For If you are a data scientist who performs machine learning on a regular basis, are familiar with deep neural networks, and now want to gain expertise in working with convoluted neural networks, then this book is for you. Some familiarity with C++ or Python is assumed. What You Will Learn ? Set up your computing environment and install TensorFlow ? Build simple TensorFlow graphs for everyday computations ? Apply logistic regression for classification with TensorFlow ? Design and train a multilayer neural network with TensorFlow ? Intuitively understand convolutional neural networks for image recognition ? Bootstrap a neural network from simple to more accurate models ? See how to use TensorFlow with other types of networks ? Program networks with SciKit-Flow, a high-level interface to TensorFlow In Detail Dan Van Boxel’s Deep Learning with TensorFlow is based on Dan’s best-selling TensorFlow video course. With deep learning going mainstream, making sense of data and getting accurate results using deep networks is possible. Dan Van Boxel will be your guide to exploring the possibilities with deep learning; he will enable you to understand data like never before. With the efficiency and simplicity of TensorFlow, you will be able to process your data and gain insights that will change how you look at data. With Dan’s guidance, you will dig deeper into the hidden layers of abstraction using raw data. Dan then shows you various complex algorithms for deep learning and various examples that use these deep neural networks. You will also learn how to train your machine to craft new features to make sense of deeper layers of data. In this book, Dan shares his knowledge across topics such as logistic regression, convolutional neural networks, recurrent neural networks, training deep networks, and high level interfaces. With the help of novel practical examples, you will become an ace at advanced multilayer networks, image recognition, and beyond. Style and Approach This book is your go-to guide to becoming a deep learning expert in your organization. Dan helps you evaluate common and not-so-common deep neural networks with the help of insightful examples that you can relate to, and show how they can be exploited in the real world with complex raw data.

Learn everything you need to build highly scalable, robust web applications using Angular release 4 About This Book ? Apply best practices and design patterns to achieve higher scalability in your Angular applications ? Understand the latest features of Angular and create your own components ? Get acquainted with powerful, advanced techniques in Angular to build professional web applications Who This Book Is For This book is for JavaScript developers with some prior exposure to Angular, at least through basic examples. We assume that you’ve got working knowledge of HTML, CSS, and JavaScript. What You Will Learn ? Implement asynchronous programming using Angular ? Beautify your application with the UI components built to the material design specification ? Secure your web application from unauthorized users ? Create complex forms, taking full advantage of 2-way data binding ? Test your Angular applications using the Jasmine and Protractor frameworks for better efficiency ? Learn how to integrate Angular with Bootstrap to create compelling web applications ? Use Angular built-in classes to apply animation in your app In Detail Got some experience of Angular under your belt? Want to learn everything about using advanced features for developing websites? This book is everything you need for the deep understanding of Angular that will set you apart from the developer crowd. Angular has introduced a new way to build applications. Creating complex and rich web applications, with a lighter resource footprint, has never been easier or faster. Angular is now at release 4, with significant changes through previous versions. This book has been written and tested for Angular release 4. Angular is a mature technology, and you'll likely have applications built with earlier versions. This book starts by showing you best practices and approaches to migrating your existing Angular applications so that you can be immediately up-to-date. You will take an in-depth look at components and see how to control the user journey in your applications by implementing routing and navigation. You will learn how to work with asynchronous programming by using Observables. To easily build applications that look great, you will learn all about template syntax and how to beautify applications with Material Design. Mastering forms and data binding will further speed up your application development time. Learning about managing services and animations will help you to progressively enhance your applications. Next you’ll use native directives to integrate Bootstrap with Angular. You will see the best ways to test your application with the leading options such as Jasmine and Protractor. At the end of the book, you’ll learn how to apply design patterns in Angular, and see the benefits they will bring to your development. Style and approach This book provides comprehensive coverage of all aspects of development with Angular. You will learn about all the most powerful Angular concepts, with examples and best practices. This book is everything you need for the deep understanding of Angular that will set you apart from the developer crowd.

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 page-turning story of tragedy and triumph from the No.1 bestselling author of The Loner and The Journey. In the sleepy Lancashire village of Salmesbury, childhood sweethearts Emily and John are secretly planning a life together when they are cruelly forced apart. Already abandoned by her father, and unhappy at home, Emily is heartbroken when John leaves the village. Her life takes a devastating turn for the worse when she gives birth to a child. She dare not reveal the identity of the child's father or there will be a terrible price to pay. Many miles away, John is trying to forget Emily and forge a new life. Having carried her in his heart for years, a chance encounter leads him to believe she has forgotten him. Emily has never been able to banish thoughts of John. But when it looks as though history is about to repeat itself, Emily must put the past – and John – behind her and safeguard her daughter. But can she forget him?

From the Pulitzer Prize-winning author of ‘The Hours’ and new novel ‘The Snow Queen’, time, technology and love are the central concerns of a provocative novel that calls to mind David Mitchell’s ‘Cloud Atlas’. Lucas, Catherine, Simon: three characters meet time and again in the three linked narratives that form ‘Specimen Days’. The first, a science fiction of the past, tells of a boy whose brother was ‘devoured’ by the machine he operated. The second is a noirish thriller set in our century, as a police psychologist attempts to track down a group of terrorists. And the third and final strand accompanies two strange beings into the future. A novel of connecting and reconnecting, inspired by the writings of the great visionary poet Walt Whitman, ‘Specimen Days’ is a genre-bending, haunting ode to life itself – a work of surpassing power and beauty by one of the most original and daring writers at work today.

A romance-filled page-turner for any Austen fanatic who’s ever dreamt of spending a weekend with Mr Darcy… Katherine Roberts is fed up with men. As a lecturer specialising in the works of Jane Austen, she knows that the ideal man only exists within the pages of Pride & Prejudice and that in real life there is no such thing. Determined to go it alone, she finds all the comfort she needs reading her guilty pleasure – regency romances from the pen of Lorna Warwick – with whom she has now struck up an intimate correspondence. Austen fanatic, Robyn Love, is blessed with a name full of romance, but her love life is far from perfect. Stuck in a rut with a bonehead boyfriend, Jace, and a job she can do with her eyes shut – her life has hit a dead end. Robyn would love to escape from it all but wouldn't know where to start. They both decide to attend the annual Jane Austen Conference at sumptuous Purley Hall, overseen by the actress and national treasure, Dame Pamela Harcourt. Robyn is hoping to escape from Jace for the weekend and indulge in her passion for all things Austen. Katherine is hoping that Lorna Warwick will be in attendance and is desperate to meet her new best friend in the flesh. But nothing goes according to plan and Robyn is aghast when Jace insists on accompanying her, whilst Katherine is disappointed to learn that Lorna won't be coming. However, an Austen weekend wouldn't be the same without a little intrigue, and Robyn and Katherine are about to get much more than they bargained for. Because where Jane Austen is concerned, romance is never very far away…

A tremendously vivid, page-turning and plausible novel that depicts the rise and fall of Anne Boleyn, the most spirited, independent and courageous of Henry’s queens, as viewed from both the bedrooms and the kitchens of the Tudor court. Everyone knows the story of Anne Boleyn. Henry VIII divorced his longstanding, long-suffering, older, Spanish wife for a young, black-eyed English beauty, and, in doing so, severed England from Rome and indeed from the rest of the western world. Then, when Henry had what he wanted, he managed a mere three years of marriage before beheading his wife for alleged adultery with several men, among them his own best friend and her own brother. This is the context for Suzannah Dunn's wonderful new novel, which is about – and told by – two women: Anne Boleyn, king's mistress and fated queen; and Lucy Cornwallis, the king's confectioner, an employee of the very highest status, who made the centrepiece of each of the feasts to mark the important occasions in Anne's ascent. There's another link between them, though: the lovely Mark Smeaton, wunderkind musician, the innocent on whom, ultimately, Anne's downfall hinged… Suzannah Dunn has all the equipment needed for literary-commercial success: wit, a mastery of dialogue, brilliant characterization, lack of pretence, and good humour. The Queen of Subtleties adds to that mix a wonderfully balanced, strong story; Dunn has plumped for a fascinating retelling of one of the most often-told, most compelling stories of our islands' history. In doing so, she's turning from contemporary stories to historical fiction. The result is sensational.

David Beckham is one of the world's foremost media icons, his popularity transcending sport and cultural divides. This is his own in-depth account of his career to date, for Manchester United and England, and of his childhood, family and personal life. This is Beckham's fascinating life story in his own words. His rise through the ranks at the biggest club side in the world. His complex relationship with United boss Alex Ferguson. The England story, from being vilified by the nation before returning as the prodigal son to eventually captaining his country. His acrimonious falling-out with his manager and departure from Old Trafford in June 2003. And starting a new chapter of his life on foreign soil in the glare of the world’s press. Now from Beckham himself, we gain a vivid and eye-opening insight into the family man behind the famous footballer, the international model and fashion leader. He describes how he first met and then married ex-Spice girl Victoria Adams, and the upbringing of their two children Brooklyn and Romeo. How his family's every step is monitored by a posse of newshounds and paparazzi. Also, the influence of his parents, growing up as a shy youngster in the family home, and how their subsequent split affected him. Intimate and soul-searching, this is the real David Beckham like we have never seen before.

The whole of the magnificent Riftwar Cycle by bestselling author Raymond E. Feist, master of magic and adventure, now available in ebook For four days and nights Kieli has waited upon the remote mountain peak of Shatana Higo, for the gods to grant him his manhood name. Exhausted and despairing, he is woken by the sharp claws of a rare silver hawk piercing his arm, though later he is not sure if it ever happened. Devastation greets Kieli on his return home. His village is being burned, his people slaughtered. Although it means certain death, Kieli throws himself into the battle… and survives. A distant voice echoes in his mind: Rise Up and be a talon for your people… Now he is Talon of the Silver Hawk, and he must avenge the murder of his people, at whatever cost… Talon of the Silver Hawk is the first book in the Conclave of Shadows trilogy. The second book in the trilogy is King of Foxes.

A biography exploring J.R.R. Tolkien’s wartime experiences and their impact on his life and his writing of The Lord of The Rings. “To be caught in youth by 1914 was no less hideous an experience than in 1939 … by 1918 all but one of my close friends were dead.” So J.R.R. Tolkien responded to critics who saw The Lord of the Rings as a reaction to the Second World War. Tolkien and the Great War tells for the first time the full story of how he embarked on the creation of Middle-earth in his youth as the world around him was plunged into catastrophe. This biography reveals the horror and heroism that he experienced as a signals officer in the Battle of the Somme and introduces the circle of friends who spurred his mythology to life. It shows how, after two of these brilliant young men were killed, Tolkien pursued the dream they had all shared by launching his epic of good and evil. John Garth argues that the foundation of tragic experience in the First World War is the key to Middle-earth’s enduring power. Tolkien used his mythic imagination not to escape from reality but to reflect and transform the cataclysm of his generatuion. While his contemporaries surrendered to disillusionment, he kept enchantment alive, reshaping an entire literary tradition into a form that resonates to this day. This is the first substantially new biography of Tolkien since 1977, meticulously researched and distilled from his personal wartime papers and a multitude of other sources.

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

The interview secrets that experts and top professionals use. Get results fast with this quick, easy guide to the fundamentals of Interviews. Includes how to: ? Research the needs of the employer ? Focus the interview on your strengths ? Use body language to impress ? Deal with difficult questions ? Negotiate the perfect package

This complete self-teaching guide is the perfect handbook for beginners and students alike. It uniquely links Eastern and Western approaches to reflexology and health, making this a comprehensive guide to using the meridians and pressure points of the feet to treat a wide range of ailments. The ebook now includes illustrations. Reflexology, the gentle but highly effective form of therapeutic foot massage, has gained wide acceptance as a powerful, natural healing art. Remarkable results have been achieved with ailments such as back pain, chronic fatigue (ME), digestive problems, eczema, insomnia and migraine. Inge Dougans’s book includes her latest research into the benefits of her unique techniques and is a complete self-teaching guide suitable for beginners and students alike. Bringing together East and West by making clear the close connection between reflexology and Chinese meridian theory, internationally respected reflexologist Inge Dougans shows how the human body has its own internal energy lines – or acupuncture meridians – and reveals how to find and use the reflexology points and associated meridians on the foot to restore the body to its natural balance, prevent ill health and assist relaxation. This comprehensive handbook includes: ? the history of reflexology and the Chinese meridian therapy ? an explanation of how reflexology and the meridian theory work ? illustrated step-by-step reflexology treatments for specific ailments ? treatments of meridian disorders ? case histories.

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 people management secrets that experts and top professionals use. Get results fast with this quick, easy guide to the fundamentals of People Management Includes how to: ? Build a business-like relationships with your direct reports ? Set clear targets and monitor them ? Understand different personality types and how to manage them ? Deliver criticism and compliments in the right way ? Mentor your employees to produce fantastic results

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