Data Science from Scratch
Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they're also a good way to dive into the discipline without actually understanding data science. In this book, you'll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch. If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with hacking skills you need to get started as a data scientist. Today's messy glut of data holds answers to questions no one's even thought to ask. This book provides you with the know-how to dig those answers out. ...
Data science libraries, frameworks, modules, and toolkits are great for doing data science, but they're also a good way to dive into the discipline without actually understanding data science. In this book, you'll learn how many of the most fundamental data science tools and algorithms work by implementing them from scratch. If you have an aptitude for mathematics and some programming skills, author Joel Grus will help you get comfortable with the math and statistics at the core of data science, and with hacking skills you need to get started as a data scientist. Today's messy glut of data holds answers to questions no one's even thought to ask. This book provides you with the know-how to dig those answers out. ...
Xamarin Mobile Application Development
Xamarin Mobile Application Development is a hands-on Xamarin.Forms primer and a cross-platform reference for building native Android, iOS, and Windows Phone apps using C# and .NET. This book explains how to use Xamarin.Forms, Xamarin.Android, and Xamarin.iOS to build business apps for your customers and consumer apps for Google Play and the iTunes App Store. Learn how to leverage Xamarin.Forms for cross-platform development using the most common UI pages, layouts, views, controls, and design patterns. Combine these with platform-specific UI to craft a visually stunning and highly interactive mobile user experience. Use Xamarin.Forms to data bind your UI to both data models and to view models for a Model-View-ViewModel (MVVM) implementation. Use this book to answer the important question: Is Xamarin.Forms right for my project? ...
Xamarin Mobile Application Development is a hands-on Xamarin.Forms primer and a cross-platform reference for building native Android, iOS, and Windows Phone apps using C# and .NET. This book explains how to use Xamarin.Forms, Xamarin.Android, and Xamarin.iOS to build business apps for your customers and consumer apps for Google Play and the iTunes App Store. Learn how to leverage Xamarin.Forms for cross-platform development using the most common UI pages, layouts, views, controls, and design patterns. Combine these with platform-specific UI to craft a visually stunning and highly interactive mobile user experience. Use Xamarin.Forms to data bind your UI to both data models and to view models for a Model-View-ViewModel (MVVM) implementation. Use this book to answer the important question: Is Xamarin.Forms right for my project? ...
Learning Ext JS, 4th Edition
The new Sencha Ext JS 5 library offers hundreds of components and APIs to build robust applications and fulfills the critical needs of customers all around the world. The new version 5 is packed with new themes and the MVVM architecture that allows you to connect the model layer to the view and automatically update the model when the view is modified and vice versa. This book covers many new features and components of Ext JS 5. At the beginning, learn the core concepts of Sencha Ext JS, components, data models, and mapping. This book also teaches you about event-driven development, forms and grids, charts and themes, and third-party plugins. Later on in the book, you'll learn the implementations of the Tree panel, the MVC pattern, and a completely new feature called MVVM. By working sequentially through each chapter and following the step-by-step guides, you will be able to create a basic application. ...
The new Sencha Ext JS 5 library offers hundreds of components and APIs to build robust applications and fulfills the critical needs of customers all around the world. The new version 5 is packed with new themes and the MVVM architecture that allows you to connect the model layer to the view and automatically update the model when the view is modified and vice versa. This book covers many new features and components of Ext JS 5. At the beginning, learn the core concepts of Sencha Ext JS, components, data models, and mapping. This book also teaches you about event-driven development, forms and grids, charts and themes, and third-party plugins. Later on in the book, you'll learn the implementations of the Tree panel, the MVC pattern, and a completely new feature called MVVM. By working sequentially through each chapter and following the step-by-step guides, you will be able to create a basic application. ...
MongoDB for Java Developers
The NoSQL movement is growing in relevance, attracting more and more developers. The MongoDB database is a well-recognized rising star in the NoSQL world. It is a document database that allows data persistence and enables you to query data in a nested state without any schema constraints and complex joins between documents. This book provides all the knowledge you need to make MongoDB fit into your application schema. It starts with a basic introduction to the driver that can be used to perform some low-level interaction with the storage. Then it moves on to using different patterns to abstract the persistence layer into your applications, starting with the flexible Google JSON library to the Hibernate OGM framework and finally landing on the Spring Data framework. By the end of this book, you will know everything you need to integrate MongoDB in your Java applications. ...
The NoSQL movement is growing in relevance, attracting more and more developers. The MongoDB database is a well-recognized rising star in the NoSQL world. It is a document database that allows data persistence and enables you to query data in a nested state without any schema constraints and complex joins between documents. This book provides all the knowledge you need to make MongoDB fit into your application schema. It starts with a basic introduction to the driver that can be used to perform some low-level interaction with the storage. Then it moves on to using different patterns to abstract the persistence layer into your applications, starting with the flexible Google JSON library to the Hibernate OGM framework and finally landing on the Spring Data framework. By the end of this book, you will know everything you need to integrate MongoDB in your Java applications. ...
Building Web Services with Microsoft Azure
There's a plethora of development tools and frameworks available today. But Microsoft Azure provides a scalable and manageable platform for customers to easily deploy, monitor, and troubleshoot their cloud-based applications. Its seamless integration and inherent support for open source software make it an obvious choice for building cloud-based applications and services. This book will take you through a full application development architecture. You'll start by creating, customizing, and extending HTTP-based web APIs and move on to host your web API with ASP.NET. Then, using a range of different features, you'll learn how to connect your applications with Microsoft Azure Service Bus. You'll learn more advanced topics such as creating Hybrid Services, Azure Storage data services, and the Entity Framework; you'll learn to create and manipulate data services, too. Finally, you'll leverage the full power of SQL database administration in Azure and gain more insights into managing your ...
There's a plethora of development tools and frameworks available today. But Microsoft Azure provides a scalable and manageable platform for customers to easily deploy, monitor, and troubleshoot their cloud-based applications. Its seamless integration and inherent support for open source software make it an obvious choice for building cloud-based applications and services. This book will take you through a full application development architecture. You'll start by creating, customizing, and extending HTTP-based web APIs and move on to host your web API with ASP.NET. Then, using a range of different features, you'll learn how to connect your applications with Microsoft Azure Service Bus. You'll learn more advanced topics such as creating Hybrid Services, Azure Storage data services, and the Entity Framework; you'll learn to create and manipulate data services, too. Finally, you'll leverage the full power of SQL database administration in Azure and gain more insights into managing your ...
Creating a Data-Driven Organization
What do you need to become a data-driven organization? Far more than having big data or a crack team of unicorn data scientists, it requires establishing an effective, deeply-ingrained data culture. This practical book shows you how true data-drivenness involves processes that require genuine buy-in across your company, from analysts and management to the C-Suite and the board. Through interviews and examples from data scientists and analytics leaders in a variety of industries, author Carl Anderson explains the analytics value chain you need to adopt when building predictive business models—from data collection and analysis to the insights and leadership that drive concrete actions. You'll learn what works and what doesn't, and why creating a data-driven culture throughout your organization is essential. ...
What do you need to become a data-driven organization? Far more than having big data or a crack team of unicorn data scientists, it requires establishing an effective, deeply-ingrained data culture. This practical book shows you how true data-drivenness involves processes that require genuine buy-in across your company, from analysts and management to the C-Suite and the board. Through interviews and examples from data scientists and analytics leaders in a variety of industries, author Carl Anderson explains the analytics value chain you need to adopt when building predictive business models—from data collection and analysis to the insights and leadership that drive concrete actions. You'll learn what works and what doesn't, and why creating a data-driven culture throughout your organization is essential. ...
Interactive Applications Using Matplotlib
Matplotlib 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. ...
Matplotlib 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. ...
Learning Force.com Application Development
Starting 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. ...
Starting 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. ...
Python Data Analytics
Python Data Analytics will help you tackle the world of data acquisition and analysis using the power of the Python language. At the heart of this book lies the coverage of pandas, an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language. Author Fabio Nelli expertly shows the strength of the Python programming language when applied to processing, managing and retrieving information. Inside, you will see how intuitive and flexible it is to discover and communicate meaningful patterns of data using Python scripts, reporting systems, and data export. This book examines how to go about obtaining, processing, storing, managing and analyzing data using the Python programming language. You will use Python and other open source tools to wrangle data and tease out interesting and important trends in that data that will allow you to predict future patterns. Whether you are dealing with sales dat ...
Python Data Analytics will help you tackle the world of data acquisition and analysis using the power of the Python language. At the heart of this book lies the coverage of pandas, an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language. Author Fabio Nelli expertly shows the strength of the Python programming language when applied to processing, managing and retrieving information. Inside, you will see how intuitive and flexible it is to discover and communicate meaningful patterns of data using Python scripts, reporting systems, and data export. This book examines how to go about obtaining, processing, storing, managing and analyzing data using the Python programming language. You will use Python and other open source tools to wrangle data and tease out interesting and important trends in that data that will allow you to predict future patterns. Whether you are dealing with sales dat ...
Splunk Developer's Guide
This book will equip you with all the necessary information to make the jump from a regular Splunk user to an efficient Splunk application developer. It will give you an overview of Splunk applications and covers the underpinnings of the structure and configurations that are contained within a Splunk application. You will learn about the design fundamentals of a Splunk application, create a directory structure for your application, and set view permissions. You will also see how to enhance your application using event types, tags, and macros. By the end of this book, you'll have learned how to implement advanced data input and visualizations, and how to package and publish applications ready to deliver meaningful insights so you make better design decisions for your business. ...
This book will equip you with all the necessary information to make the jump from a regular Splunk user to an efficient Splunk application developer. It will give you an overview of Splunk applications and covers the underpinnings of the structure and configurations that are contained within a Splunk application. You will learn about the design fundamentals of a Splunk application, create a directory structure for your application, and set view permissions. You will also see how to enhance your application using event types, tags, and macros. By the end of this book, you'll have learned how to implement advanced data input and visualizations, and how to package and publish applications ready to deliver meaningful insights so you make better design decisions for your business. ...