Implement state-of-the-art techniques to visualize solutions to challenging problems in scientific computing, with the use of the SciPy stackAbout This BookMaster the theory and algorithms behind numerical recipes and how they can be applied to real-world problemsLearn to combine the most appropriate built-in functions from the SciPy stack by understanding the connection between the sources of your problem, volume of data, or computer architectureA comprehensive coverage of all the mathematical techniques needed to solve the presented topics, with a discussion of the relevant algorithms built in the SciPy stackWho This Book Is ForIf you are a mathematician, engineer, or computer scientist with a proficiency in Python and familiarity with IPython, this is the book for you. Some basic knowledge of numerical methods in scientific computing would be helpful.What You Will LearnMaster relevant algorithms used in symbolic or numerical mathematics to address approximation, interpolation, differentiation, integration, root-finding, and optimization of scalar or multi-variate functionsDevelop different algorithms and strategies to efficiently store and manipulate large matrices of data, in particular to solve systems of linear equations, or compute their eigenvalues/eigenvectorsUnderstand how to model physical problems with systems of differential equations and distinguish the factors that dictate the strategies to solve themPerform statistical analysis, hypothesis test design and resolution, or data mining at a higher level, and apply them to real-life problems in the field of data analysisGain insights on the power of distances, Delaunay triangulations and Voronoi diagrams for Computational Geometry, and apply them to various engineering problemsFamiliarize yourself with different techniques in signal/image processing, including filtering audio, images, or video to extract information, features, or remove componentsIn DetailThe SciPy stack is a collection of open source libraries of the powerful *ing language Python, together with its interactive shells. This environment offers a cutting-edge platform for numerical computation, programming, visualization and publishing, and is used by some of the world’s leading mathematicians, scientists, and engineers. It works on any operating system that supports Python and is very easy to install, and completely free of charge! It can effectively transform into a data-processing and system-prototyping environment, directly rivalling MATLAB and Octave.This book goes beyond a mere de*ion of the different built-in functions coded in the libraries from the SciPy stack. It presents you with a solid mathematical and computational background to help you identify the right tools for each problem in scientific computing and visualization. You will gain an insight into the best practices with numerical methods depending on the amount or type of data, properties of the mathematical tools employed, or computer architecture, among other factors.The book kicks off with a concise exploration of the basics of numerical linear algebra and graph theory for the treatment of problems that handle large data sets or matrices. In the subsequent chapters, you will delve into the depths of algorithms in symbolic algebra and numerical analysis to address modeling/simulation of various real-world problems with functions (through interpolation, approximation, or creation of systems of differential equations), and extract their representing features (zeros, extrema, integration or differentiation).Lastly, you will move on to advanced concepts of data analysis, image/signal processing, and computational geometry.Style and approachPacked with real-world examples, this book explores the mathematical techniques needed to solve the presented topics, and focuses on the algorithms built in the SciPy stack.

Design efficient machine learning systems that give you more accurate results About This Book Gain an understanding of the machine learning design process Optimize machine learning systems for improved accuracy Understand common programming tools and techniques for machine learning Develop techniques and strategies for dealing with large amounts of data from a variety of sources Build models to solve unique tasks Who This Book Is For This book is for data scientists, scientists, or just the curious. To get the most out of this book, you will need to know some linear algebra and some Python, and have a basic knowledge of machine learning concepts. What You Will Learn Gain an understanding of the machine learning design process Optimize the error function of your machine learning system Understand the common programming patterns used in machine learning Discover optimizing techniques that will help you get the most from your data Find out how to design models uniquely suited to your task In Detail Machine learning is one of the fastest growing trends in modern computing. It has applications in a wide range of fields, including economics, the natural sciences, web development, and business modeling. In order to harness the power of these systems, it is essential that the practitioner develops a solid understanding of the underlying design principles. There are many reasons why machine learning models may not give accurate results. By looking at these systems from a design perspective, we gain a deeper understanding of the underlying algorithms and the optimisational methods that are available. This book will give you a solid foundation in the machine learning design process, and enable you to build customised machine learning models to solve unique problems. You may already know about, or have worked with, some of the off-the-shelf machine learning models for solving common problems such as spam detection or movie classification, but to begin solving more complex problems, it is important to adapt these models to your own specific needs. This book will give you this understanding and more. Style and approach This easy-to-follow, step-by-step guide covers the most important machine learning models and techniques from a design perspective.

Take your Android applications to the next level of interactivity by exploring the wide variety of Android sensors About This Book Get a thorough understanding of the fundamentals and framework of Android sensors. Acquire knowledge of advance sensor programming, and learn how to connect and use sensors in external devices such as the Android Watch, Polar heart rate monitors, Adidas speed cells, and so on. Learn from real-world sensor-based applications such as the Pedometer app to detect daily steps, the Driving app to detect driving events, and the Professional Fitness tracker app to track heart rate, weight, daily steps, calories burned, and so on. Who This Book Is For This book is targeted at Android developers who want to get a good understanding of sensors and write sensor-based applications, or who want to enhance their existing applications with additional sensor functionality. A basic knowledge of Android development is required What You Will Learn Learn about sensor fundamentals, different types of sensors, and the sensor co-ordinate system Understand the various classes, callbacks, and APIs of the Android Sensor framework Check all the available sensors on an Android device and know their individual capabilities—for example, their range of values, power consumption, and so on. Implement sensor fusion using two or more sensors together and learn to compensate for the weakness of one sensor by using the strength of another Build a variety of sensor based, real-world applications such as Weather, Pedometer, Compass, Driving Events Detection, Fitness Tracker, and so on. Get to know about wake up and non-wake up sensors, wake locks, and how to use sensor batch processing along with the sensor hardware FIFO queue Develop efficient battery and processor algorithms using raw sensor data to solve real-world problems Connect to a variety of remote sensors such as body weight measurement and body fat percentage measurement using the Google Fit platform from your Android app In Detail Android phones available in today’s market have a wide variety of powerful and highly precise sensors. Interesting applications can be built with them such as a local weather app using weather sensors, analyzing risky driving behavior using motion sensors, a fitness tracker using step-counter sensors, and so on. Sensors in external devices such as Android Watch, Body Analyzer & Weight Machine, Running Speed Cell, and so on can also be connected and used from your Android app running on your phone. Moving further, this book will provide the skills required to use sensors in your Android applications. It will walk you through all the fundamentals of sensors and will provide a thorough understanding of the Android Sensor Framework. You will also get to learn how to write code for the supportive infrastructure such as background services, scheduled and long running background threads, and databases for saving sensor data. Additionally, you will learn how to connect and use sensors in external devices from your Android app using the Google Fit platform. By the end of the book, you will be well versed in the use of Android sensors and programming to build interactive applications. Style and approach A step-by-step and easy-to-follow guide that focuses on utilizing sensors to perform certain tasks. After covering the fundamentals in the first chapter, the book develops the concepts by building a real-world, sensor-based application in subsequent chapters.

Barbara Cartland was the world’s most prolific novelist who wrote an amazing 723 books in her lifetime, of which no less than 644 were romantic novels with worldwide sales of over 1 billion copies and her books were translated into 36 different languages. As well as romantic novels, she wrote historical biographies, 6 autobiographies, theatrical plays and books of advice on life, love, vitamins and cookery. She wrote her first book at the age of 21 and it was called Jigsaw. It became an immediate bestseller and sold 100,000 copies in hardback in England and all over Europe in translation. Between the ages of 77 and 97 she increased her output and wrote an incredible 400 romances as the demand for her romances was so strong all over the world. She wrote her last book at the age of 97 and it was entitled perhaps prophetically The Way to Heaven. Her books have always been immensely popular in the United States where in 1976 her current books were at numbers 1 & 2 in the B. Dalton bestsellers list, a feat never achieved before or since by any author. Barbara Cartland became a legend in her own lifetime and will be best remembered for her wonderful romantic novels so loved by her millions of readers throughout the world, who have always collected her books to read again and again, especially when they feel miserable or depressed. Her books will always be treasured for their moral message, her pure and innocent heroines, her handsome and dashing heroes, her blissful happy endings and above all for her belief that the power of love is more important than anything else in everyone’s life. Beautiful young Claudia Anderson is all alone in the family home in Chelsea without a penny to her name after both her mother and her father, the celebrated actor Walter Wilton, are burned to death when the theatre where Walter is performing collapses in flames. Reeling from the most terrible shock of her life, little does Claudia realise that Fate has another two mortifying shocks in store for her. First, Lady Bressley arrives at her house, the Godmother she has never known, and announces that Walter Wilton was not her real father at all! As Claudia struggles with this earth-shattering news, Lady Bressley generously takes her under her wing on a trip to Spain. But again Fate steps in when Lady Bressley is killed in a coach crash, leaving Claudia penniless and stranded alone in Seville. Finally, though, Fate takes a turn for the better when the dashing Marquis of Datchford asks her to pose as his new bride in order to avoid being matched with a plain-looking Spanish Princess. With one thousand pounds in her pocket as her reward, the Marquis has given her the moon And now, as love blossoms in her heart, can she ask him for the stars as well?

Barbara Cartland was the world’s most prolific novelist who wrote an amazing 723 books in her lifetime, of which no less than 644 were romantic novels with worldwide sales of over 1 billion copies and her books were translated into 36 different languages. As well as romantic novels, she wrote historical biographies, 6 autobiographies, theatrical plays and books of advice on life, love, vitamins and cookery. She wrote her first book at the age of 21 and it was called Jigsaw. It became an immediate bestseller and sold 100,000 copies in hardback in England and all over Europe in translation. Between the ages of 77 and 97 she increased her output and wrote an incredible 400 romances as the demand for her romances was so strong all over the world. She wrote her last book at the age of 97 and it was entitled perhaps prophetically The Way to Heaven. Her books have always been immensely popular in the United States where in 1976 her current books were at numbers 1 & 2 in the B. Dalton bestsellers list, a feat never achieved before or since by any author. Barbara Cartland became a legend in her own lifetime and will be best remembered for her wonderful romantic novels so loved by her millions of readers throughout the world, who have always collected her books to read again and again, especially when they feel miserable or depressed. Her books will always be treasured for their moral message, her pure and innocent heroines, her handsome and dashing heroes, her blissful happy endings and above all for her belief that the power of love is more important than anything else in everyone’s life. Since the loss of her parents, the beautiful young Filipa Seymour runs the family’s ancient Manor House alone with very little money and only her beloved dogs and horses and ageing housekeeper, Mrs. Smeaton, for company. So she looks forward with excitement to every visit from her brother, Sir Mark Seymour, except that invariably he is looking for yet another heirloom in the house to sell in order to finance his extravagent Society lifestyle in London. So when Mark suggests a crazy plan for Filipa secretly to take the place of the glamorous ‘Pretty Horse-Breaker’ with whom he is due to ride at the Marquis of Kilne’s prestigious horse race meeting, she reluctantly agrees. Introduced to the Marquis and the other house guests as ‘Fifi’, Filipa is intimidated yet strangely enthralled by his dismissive attitude. But, even as she realises that she is falling in love with him, the Marquis seems oblivious to her and convinced that she is just another gold digger – until she foils a dastardly plot to poison his beloved stallion, saving its life and probably that of its rider as well and in the process opening the Marquis’s eyes to love.

Barbara Cartland was the world’s most prolific novelist who wrote an amazing 723 books in her lifetime, of which no less than 644 were romantic novels with worldwide sales of over 1 billion copies and her books were translated into 36 different languages. As well as romantic novels, she wrote historical biographies, 6 autobiographies, theatrical plays and books of advice on life, love, vitamins and cookery. She wrote her first book at the age of 21 and it was called Jigsaw. It became an immediate bestseller and sold 100,000 copies in hardback in England and all over Europe in translation. Between the ages of 77 and 97 she increased her output and wrote an incredible 400 romances as the demand for her romances was so strong all over the world. She wrote her last book at the age of 97 and it was entitled perhaps prophetically The Way to Heaven. Her books have always been immensely popular in the United States where in 1976 her current books were at numbers 1 & 2 in the B. Dalton bestsellers list, a feat never achieved before or since by any author. Barbara Cartland became a legend in her own lifetime and will be best remembered for her wonderful romantic novels so loved by her millions of readers throughout the world, who have always collected her books to read again and again, especially when they feel miserable or depressed. Her books will always be treasured for their moral message, her pure and innocent heroines, her handsome and dashing heroes, her blissful happy endings and above all for her belief that the power of love is more important than anything else in everyone’s life. Called home from his Regiment in Calcutta after having inherited the title of the Third Duke of Invercaron on the death of his uncle, Talbot McCaron is dismayed to find not only that his highland estate is all but bankrupt but also that his family seems determined to marry him off to Lady Jane Dalbeth from the neighbouring Macbeth Clan. He soon understands the reason why, when he is informed that Lady Jane has inherited a vast fortune from her American Godmother. Strolling in the grounds of his new domain, he comes across a thin half-starved yet bewitchingly beautiful young waif who appears intent on drowning herself in a torrential cascade he cannot understand. With some difficulty in persuading her not to commit suicide, the Duke takes Giovanna, for that is her name, secretly under his wing and patiently waits to hear the reason for her desperation and terror. What he eventually discovers is a Devilish Deception – an extraordinarily wicked plot – that almost defies belief and in the process of saving Giovanna he comes to realise that he has irrevocably and for ever lost his heart.

Young readers will realize that all the different feelings they experience throughout the day are common. Based in Stow, Ohio, Twin Sisters Productions has been dedicated to producing quality educational and inspirational music resources for over 25 years. Fraternal twins Karen Mitzo Hilderbrand and Kim Mitzo Thompson founded the company when they realized Kim’s success teaching third grade math through her catchy multiplication song could help children beyond her classroom. From there, Twin Sisters expanded its product line to include e-books, digital music, CDs, read-along and sing-along books, floor puzzles and educational workbooks, all with the purpose of learning through music. These internationally sold products have received nearly 170 awards, including nine Record Industry Association of America (RIAA) certified Gold albums and one Platinum albu, over the years for excellence, creativity and amusement. With thousands of songs and 35 million albums sold, Twin Sisters positions itself as the leader in children’s educational music.

The little boy in this illustrated book can’t decide what he wants to be when he grows up. Based in Stow, Ohio, Twin Sisters Productions has been dedicated to producing quality educational and inspirational music resources for over 25 years. Fraternal twins Karen Mitzo Hilderbrand and Kim Mitzo Thompson founded the company when they realized Kim’s success teaching third grade math through her catchy multiplication song could help children beyond her classroom. From there, Twin Sisters expanded its product line to include e-books, digital music, CDs, read-along and sing-along books, floor puzzles and educational workbooks, all with the purpose of learning through music. These internationally sold products have received nearly 170 awards, including nine Record Industry Association of America (RIAA) certified Gold albums and one Platinum albu, over the years for excellence, creativity and amusement. With thousands of songs and 35 million albums sold, Twin Sisters positions itself as the leader in children’s educational music.

Young readers will love this classic tale about the farmer’s favorite dog. Based in Stow, Ohio, Twin Sisters Productions has been dedicated to producing quality educational and inspirational music resources for over 25 years. Fraternal twins Karen Mitzo Hilderbrand and Kim Mitzo Thompson founded the company when they realized Kim’s success teaching third grade math through her catchy multiplication song could help children beyond her classroom. From there, Twin Sisters expanded its product line to include e-books, digital music, CDs, read-along and sing-along books, floor puzzles and educational workbooks, all with the purpose of learning through music. These internationally sold products have received nearly 170 awards, including nine Record Industry Association of America (RIAA) certified Gold albums and one Platinum albu, over the years for excellence, creativity and amusement. With thousands of songs and 35 million albums sold, Twin Sisters positions itself as the leader in children’s educational music.

If you are someone who loves to play games and are interested in learning more about the capabilities of your Raspberry Pi, this book is for you. Basic knowledge of Raspberry Pi programming is expected.

If you are a developer who is familiar with Ext JS and want to augment your skills to create even better web applications, this is the book for you. Basic knowledge of JavaScript/HTML/CSS and any server-side language (PHP, Java, C#, Ruby, or Python) is required.

If you want to discover one of the latest tools designed to produce stunning Big Data insights, this book features everything you need to get to grips with your data. Whether you are a data architect, developer, or a business strategist, HDInsight adds value in everything from development, administration, and reporting.

If you want to create your own game, but don't know where to start, this is the book for you. Whether you've used GameSalad before, or have prior game development experience or not you are sure to learn! Imaging software experience, such as Photoshop, is good to have, but art and assets are provided in the book's resources.

If you are an experienced Java developer using Java 7 platform and want to get your grips on OpenJDK for Java development, this is the book for you. JDK users who wish to migrate to OpenJDK will find this book very useful.

This book is for anyone who's worked with Clojure and wants to use it to start developing applications for the Web. Experience or familiarity with basic Clojure syntax is a must, and exposure to Leiningen (or other similar build tools such as Maven) would be helpful.

If you have a working knowledge of Hadoop 1.x but want to start afresh with YARN, this book is ideal for you. You will be able to install and administer a YARN cluster and also discover the configuration settings to fine-tune your cluster both in terms of performance and scalability. This book will help you develop, deploy, and run multiple applications/frameworks on the same shared YARN cluster.

This book is written for SQL Server administrators and developers who want to leverage PowerShell to work with SQL Server. Some background with *ing will be helpful but not necessary.

If you have ever built or managed a WordPress site and want to add e-commerce functionality into your site, WooCommerce and this book are perfect for you. Learning how to use WooCommerce through this series of recipes will give you a solid platform to add any future e-commerce needs.

If you are an experienced Node.js developer who wants to create amazing desktop applications using NW.js, this is the book for you. Prior knowledge of HTML5, jQuery, and CSS is assumed.

If you are a .NET developer who wants to develop end-to-end RESTful applications in the cloud, then this book is for you. A working knowledge of C# will help you get the most out of this book.

If you are an Ext JS or Sencha Touch developer, designer, or architect who wants to build enterprise-scale data visualization capabilities using Sencha, then this book is ideal for you. You should have a knowledge of HTML, JavaScript, CSS, and Sencha Ext JS or Sencha Touch fundamentals, in particular. Some familiarity with SVG and HTML5 Canvas would be preferred, but not required.