Learning pandasThis learner's guide will help you understand how to use the features of pandas for interactive data manipulation and analysis.
This book is your ideal guide to learning about pandas, all the way from installing it to creating one- and two-dimensional indexed data structures, indexing and slicing-and-dicing that data to derive results, loading data from local and Internet-based resources, and finally creating effective visualizations to form quick insights. You start with an overview of pandas and NumPy and then dive into the details of pandas, covering pandas' Series and DataFrame objects, before ending with a quick review of using pandas for several problems in finance.
With the knowledge you gain from this book, you will be able to quickly begin your journey into the exciting world of data science and analysis. ...
Learning IonicWith this book, you will learn hybrid mobile application development using Ionic. This book uses Cordova 5.0.0, Ionic CLI 1.5.0, and Ionic 1.0.0 to explain the concepts and build apps.
To begin with, the book helps you understand where Ionic fits in today's world. Then, you will dive deep into Ionic CSS components and Ionic-AngularJS directives and services. You will also examine theming Ionic apps using the built-in SCSS setup.
Next, you will learn to build an Ionic client for a secure REST API, where you will implement user authentication and token-based development. Cordova and ngCordova will be explored, and you will learn how you can integrate device-specific features such as a camera and Geolocation with an Ionic app. We will wrap up the book by building a messaging app, which deals with talking to Firebase (a real-time data store), as well as device features. ...
NumPy Cookbook, 2nd EditionNumPy has the ability to give you speed and high productivity. High performance calculations can be done easily with clean and efficient code, and it allows you to execute complex algebraic and mathematical computations in no time.
This book will give you a solid foundation in NumPy arrays and universal functions. Starting with the installation and configuration of IPython, you'll learn about advanced indexing and array concepts along with commonly used yet effective functions. You will then cover practical concepts such as image processing, special arrays, and universal functions. You will also learn about plotting with Matplotlib and the related SciPy project with the help of examples. At the end of the book, you will study how to explore atmospheric pressure and its related techniques. By the time you finish this book, you'll be able to write clean and fast code with NumPy. ...
Machine Learning with R, 2nd EditionUpdated and upgraded to the latest libraries and most modern thinking, Machine Learning with R, Second Edition provides you with a rigorous introduction to this essential skill of professional data science. Without shying away from technical theory, it is written to provide focused and practical knowledge to get you building algorithms and crunching your data, with minimal previous experience.
With this book, you'll discover all the analytical tools you need to gain insights from complex data and learn how to choose the correct algorithm for your specific needs. Through full engagement with the sort of real-world problems data-wranglers face, you'll learn to apply machine learning methods to deal with common tasks, including classification, prediction, forecasting, market analysis, and clustering. ...
Lean WebsitesA practical book on website performance for web developers, concentrating mainly on front-end performance improvement. It covers plenty of solid theory, but is also packed with useful, real world hints and tips that you can use on your sites today.
The book also comes with a handy "cheat sheet" summarizing many of the key tips contained within the book. ...
Axure Prototyping BlueprintsAxure garners rave reviews from the design community and is one of the leading tools for rapid prototyping in use today. With Axure one can easily create wireframes and clickable prototypes. Additional enhancements to Axure (e.g. the Repeater widget and Adaptive Views) as well as AxShare (e.g. AxShare Plugins) and the AxShare Mobile App, provide a new level of prototyping excellence.
To begin, this book provides you with a rapid introduction to Axure's interfaces and adaptive views and quickly familiarizes you with pages, panes, and the design area. After a brief introduction to Axure, this book will help you to develop the capabilities to build simple to more complex interactive prototypes. This goal will be accomplished with a quick run through of Axure's fundamentals, followed by an exploration of detailed blueprints of different prototypes. From there, you'll walk through creating common interactions for a header, an interactive carousel, right column feed to social media channe ...
Interactive Applications Using MatplotlibMatplotlib makes it easy to generate plots, histograms, power spectra, bar charts, error charts, and other kinds of plots, with just a few lines of code.
Interactive Applications Using Matplotlib will teach you how to turn your plots into fully interactive applications for data exploration and information synthesis. After being introduced to the plotting library, you'll learn how to create simple figures and come to grips with how they work. After these first steps, we will start work on a weather radar application.
Next, you will learn about Matplotlib's event handler to add not only keymaps and mouse actions but also custom events, enabling our radar application to transition from a simple visualization tool into a useful severe storm tracking application, complete with animations and widgets. The book will conclude with enhancements from the GUI toolkit of your choice. ...
Jasmine CookbookJasmine provides a rich set of libraries to design and develop tests for JavaScript applications. Its tests aim to run on any JavaScript-enabled platform and have easy-to-read syntax.
This book is a comprehensive guide to designing and developing Jasmine tests to produce world-class software. The recipes are elaborated using examples from a real-world application, which involves various aspects of designing and developing tests from simple to complex level. You will learn how to create tests for jQuery and Ajax, HTML and JSON fixtures, CoffeeScript, and AngularJS. By learning and applying the best practices throughout this book, you can deliver your applications with zero defects and ensure success for you and your clients. ...
Learning Force.com Application DevelopmentStarting with an introduction to the Force.com model, key features, and advantages of the Force.com platform, this book delves into the design and development of applications on the Force.com platform. Particular emphasis is given to building the data model and user interfaces of the Force.com application, designing the Force.com application for multiple users, and protecting data related to your application.
This book also covers the most important features of the Force.com platform such as preserving data quality with validation rules, automating the business process by using workflows and approval processes, data management operations and tools, reports and dashboards, e-mail service related features of the Force.com platform, and deploying a Force.com application. Through the course of the book, you will learn not only declarative (point-click) developments, but also programmatic developments such as building custom pages using Visualforce and custom coding using Apex. ...
Cross-platform UI Development with Xamarin.FormsXamarin is an IDE used for the development of native iOS, Android, and Windows, and cross-platform mobile applications in C#. For the mobile developer, that means learning three different languages to create the same application. Even if you use the Xamarin toolchain, you still need to work with three different user interface construction sets. Xamarin is essentially a container in which developers can write any application in C# and use the Xamarin compiler to package and deploy on Android, iOS, or Windows platforms. To top this, Xamarin.Forms plays the role of a single codebase for mobile applications.
This book will show you, with fully-coded examples, how to use both the Xamarin toolchain and the Xamarin.Forms library to code once for the three platforms. It goes from the concept and design of a mobile messenger application to its execution. You will be introduced to Messenger - the messaging app - which includes key features such as push notifications, UI, maps, databases, and ...