Deep Learning with R
Machine learning has made remarkable progress in recent years. Deep-learning systems now enable previously impossible smart applications, revolutionizing image recognition and natural-language processing, and identifying complex patterns in data. The Keras deep-learning library provides data scientists and developers working in R a state-of-the-art toolset for tackling deep-learning tasks. Deep Learning with R introduces the world of deep learning using the powerful Keras library and its R language interface. Initially written for Python as Deep Learning with Python by Keras creator and Google AI researcher François Chollet and adapted for R by RStudio founder J. J. Allaire, this book builds your understanding of deep learning through intuitive explanations and practical examples. You'll practice your new skills with R-based applications in computer vision, natural-language processing, and generative models. ...
Machine learning has made remarkable progress in recent years. Deep-learning systems now enable previously impossible smart applications, revolutionizing image recognition and natural-language processing, and identifying complex patterns in data. The Keras deep-learning library provides data scientists and developers working in R a state-of-the-art toolset for tackling deep-learning tasks. Deep Learning with R introduces the world of deep learning using the powerful Keras library and its R language interface. Initially written for Python as Deep Learning with Python by Keras creator and Google AI researcher François Chollet and adapted for R by RStudio founder J. J. Allaire, this book builds your understanding of deep learning through intuitive explanations and practical examples. You'll practice your new skills with R-based applications in computer vision, natural-language processing, and generative models. ...
Machine Learning with TensorFlow
TensorFlow, Google's library for large-scale machine learning, simplifies often-complex computations by representing them as graphs and efficiently mapping parts of the graphs to machines in a cluster or to the processors of a single machine. Machine Learning with TensorFlow gives readers a solid foundation in machine-learning concepts plus hands-on experience coding TensorFlow with Python. You'll learn the basics by working with classic prediction, classification, and clustering algorithms. Then, you'll move on to the money chapters: exploration of deep-learning concepts like autoencoders, recurrent neural networks, and reinforcement learning. Digest this book and you will be ready to use TensorFlow for machine-learning and deep-learning applications of your own. ...
TensorFlow, Google's library for large-scale machine learning, simplifies often-complex computations by representing them as graphs and efficiently mapping parts of the graphs to machines in a cluster or to the processors of a single machine. Machine Learning with TensorFlow gives readers a solid foundation in machine-learning concepts plus hands-on experience coding TensorFlow with Python. You'll learn the basics by working with classic prediction, classification, and clustering algorithms. Then, you'll move on to the money chapters: exploration of deep-learning concepts like autoencoders, recurrent neural networks, and reinforcement learning. Digest this book and you will be ready to use TensorFlow for machine-learning and deep-learning applications of your own. ...
Business Process Automation with ProcessMaker 3.1
Use this practical, hands-on guide to get started with ProcessMaker. The book provides clear steps for you to walk through and set up ProcessMaker on your own system and make processes run faster and smarter. You will model and build a complete business process for requesting, approving, and reporting expenses. In the course of building the process, you will understand: The Workflow Designer for modeling business processes using BPMN 2.0; The Dynaform Designer for creating responsive HTML forms; Input and Output documents for capturing supporting documents for business processes and generating standardized documents from the data captured in a process; Triggers for implementing custom business logic and extending ProcessMaker functionality. ...
Use this practical, hands-on guide to get started with ProcessMaker. The book provides clear steps for you to walk through and set up ProcessMaker on your own system and make processes run faster and smarter. You will model and build a complete business process for requesting, approving, and reporting expenses. In the course of building the process, you will understand: The Workflow Designer for modeling business processes using BPMN 2.0; The Dynaform Designer for creating responsive HTML forms; Input and Output documents for capturing supporting documents for business processes and generating standardized documents from the data captured in a process; Triggers for implementing custom business logic and extending ProcessMaker functionality. ...
Practical App Development with Aurelia
Explore all the aspects of the Aurelia framework, including routing, templating, data binding, custom elements, event aggregation, HTTP services, features, plugins, etc. You'll see how to tie all the pieces together and walk away with an understanding of how to build applications, end to end. Practical App Development with Aurelia teaches you to write a line of business applications using simple, clean JavaScript harnessing the Aurelia framework. You'll learn the key abstractions of Aurelia and understand the life cycle of components. If you want to understand the key features of the framework and gain a mastery of building Aurelia apps, then this is the book for you. Aurelia is a modern front-end framework for mobile, desktop, and web clients. It is standards-based meaning that it has a very low learning curve. This book highlights the framework's simplicity and its power. ...
Explore all the aspects of the Aurelia framework, including routing, templating, data binding, custom elements, event aggregation, HTTP services, features, plugins, etc. You'll see how to tie all the pieces together and walk away with an understanding of how to build applications, end to end. Practical App Development with Aurelia teaches you to write a line of business applications using simple, clean JavaScript harnessing the Aurelia framework. You'll learn the key abstractions of Aurelia and understand the life cycle of components. If you want to understand the key features of the framework and gain a mastery of building Aurelia apps, then this is the book for you. Aurelia is a modern front-end framework for mobile, desktop, and web clients. It is standards-based meaning that it has a very low learning curve. This book highlights the framework's simplicity and its power. ...
PySpark Recipes
Quickly find solutions to common programming problems encountered while processing big data. Content is presented in the popular problem-solution format. Look up the programming problem that you want to solve. Read the solution. Apply the solution directly in your own code. Problem solved! PySpark Recipes covers Hadoop and its shortcomings. The architecture of Spark, PySpark, and RDD are presented. You will learn to apply RDD to solve day-to-day big data problems. Python and NumPy are included and make it easy for new learners of PySpark to understand and adopt the model. Understand the advanced features of PySpark2 and SparkSQL; Optimize your code; Program SparkSQL with Python; Use Spark Streaming and Spark MLlib with Python; Perform graph analysis with GraphFrames. ...
Quickly find solutions to common programming problems encountered while processing big data. Content is presented in the popular problem-solution format. Look up the programming problem that you want to solve. Read the solution. Apply the solution directly in your own code. Problem solved! PySpark Recipes covers Hadoop and its shortcomings. The architecture of Spark, PySpark, and RDD are presented. You will learn to apply RDD to solve day-to-day big data problems. Python and NumPy are included and make it easy for new learners of PySpark to understand and adopt the model. Understand the advanced features of PySpark2 and SparkSQL; Optimize your code; Program SparkSQL with Python; Use Spark Streaming and Spark MLlib with Python; Perform graph analysis with GraphFrames. ...
Programming PIC Microcontrollers with XC8
Learn how to use microcontrollers without all the frills and math. This book uses a practical approach to show you how to develop embedded systems with 8 bit PIC microcontrollers using the XC8 compiler. It's your complete guide to understanding modern PIC microcontrollers. Are you tired of copying and pasting code into your embedded projects? Do you want to write your own code from scratch for microcontrollers and understand what your code is doing? Do you want to move beyond the Arduino? Then Programming PIC Microcontrollers with XC8 is for you! Written for those who want more than an Arduino, but less than the more complex microcontrollers on the market, PIC microcontrollers are the next logical step in your journey. You'll also see the advantage that MPLAB X offers by running on Windows, MAC and Linux environments. You don't need to be a command line expert to work with PIC microcontrollers, so you can focus less on setting up your environment and more on your application. ...
Learn how to use microcontrollers without all the frills and math. This book uses a practical approach to show you how to develop embedded systems with 8 bit PIC microcontrollers using the XC8 compiler. It's your complete guide to understanding modern PIC microcontrollers. Are you tired of copying and pasting code into your embedded projects? Do you want to write your own code from scratch for microcontrollers and understand what your code is doing? Do you want to move beyond the Arduino? Then Programming PIC Microcontrollers with XC8 is for you! Written for those who want more than an Arduino, but less than the more complex microcontrollers on the market, PIC microcontrollers are the next logical step in your journey. You'll also see the advantage that MPLAB X offers by running on Windows, MAC and Linux environments. You don't need to be a command line expert to work with PIC microcontrollers, so you can focus less on setting up your environment and more on your application. ...
Data Integration Life Cycle Management with SSIS
Build a custom BimlExpress framework that generates dozens of SQL Server Integration Services (SSIS) packages in minutes. Use this framework to execute related SSIS packages in a single command. You will learn to configure SSIS catalog projects, manage catalog deployments, and monitor SSIS catalog execution and history. Data Integration Life Cycle Management with SSIS shows you how to bring DevOps benefits to SSIS integration projects. Practices in this book enable faster time to market, higher quality of code, and repeatable automation. Code will be created that is easier to support and maintain. The book teaches you how to more effectively manage SSIS in the enterprise environment by drawing on the art and science of modern DevOps practices. Generate dozens of SSIS packages in minutes to speed your integration projects; Reduce the execution of related groups of SSIS packages to a single command; Successfully handle SSIS catalog deployments and their projects; Monitor the execut ...
Build a custom BimlExpress framework that generates dozens of SQL Server Integration Services (SSIS) packages in minutes. Use this framework to execute related SSIS packages in a single command. You will learn to configure SSIS catalog projects, manage catalog deployments, and monitor SSIS catalog execution and history. Data Integration Life Cycle Management with SSIS shows you how to bring DevOps benefits to SSIS integration projects. Practices in this book enable faster time to market, higher quality of code, and repeatable automation. Code will be created that is easier to support and maintain. The book teaches you how to more effectively manage SSIS in the enterprise environment by drawing on the art and science of modern DevOps practices. Generate dozens of SSIS packages in minutes to speed your integration projects; Reduce the execution of related groups of SSIS packages to a single command; Successfully handle SSIS catalog deployments and their projects; Monitor the execut ...
The Definitive Guide to AdonisJs
Learn everything you need to master the AdonisJs framework, including topics such as interacting with a database, rendering templates, writing asynchronous code, and hosting sites with SSL. Along the way, you'll see how to build a commerce application, which lists products and allows shoppers to register and purchase those products. The site will feature a product catalog, a shopping cart, user registration and login, and profile management. The Definitive Guide to AdonisJs also covers how to create a front-end build chain, so that you can use a modern front-end framework, such as React. You'll discover how to connect your front end to the server, so that data and transactions can be shared between the two. Finally, you'll see how to secure and deploy the application to a virtual private server, including how to apply for and install an SSL certificate and start accepting payments. After reading and using this book, you'll know all you need about AdonisJs. You'll have the tools t ...
Learn everything you need to master the AdonisJs framework, including topics such as interacting with a database, rendering templates, writing asynchronous code, and hosting sites with SSL. Along the way, you'll see how to build a commerce application, which lists products and allows shoppers to register and purchase those products. The site will feature a product catalog, a shopping cart, user registration and login, and profile management. The Definitive Guide to AdonisJs also covers how to create a front-end build chain, so that you can use a modern front-end framework, such as React. You'll discover how to connect your front end to the server, so that data and transactions can be shared between the two. Finally, you'll see how to secure and deploy the application to a virtual private server, including how to apply for and install an SSL certificate and start accepting payments. After reading and using this book, you'll know all you need about AdonisJs. You'll have the tools t ...
Using MVVM Light with your Xamarin Apps
Learn how to use the popular MVVM Light development framework with a focus on reliable, maintainable code that can be deployed across any of the .NET-supported mobile platforms. Clear examples are provided of the advantages of the MVVM platform along with step-by-step demonstrations of how to create applications at different levels of complexity. Application development is covered for iOS, Android, and Windows phone (UWP) using MVVM Light as the central framework. The model-view-view-model (MVVM) pattern is valued by many developers as an excellent way to create sophisticated modern applications. Its clear separation of presentation and business logic produces a clean implementation that promotes speed, scalability, and code reuse in applications with a complex UI. These characteristics have long been highly valued by WPF developers, and now that benefit is available to Xamarin developers, too. ...
Learn how to use the popular MVVM Light development framework with a focus on reliable, maintainable code that can be deployed across any of the .NET-supported mobile platforms. Clear examples are provided of the advantages of the MVVM platform along with step-by-step demonstrations of how to create applications at different levels of complexity. Application development is covered for iOS, Android, and Windows phone (UWP) using MVVM Light as the central framework. The model-view-view-model (MVVM) pattern is valued by many developers as an excellent way to create sophisticated modern applications. Its clear separation of presentation and business logic produces a clean implementation that promotes speed, scalability, and code reuse in applications with a complex UI. These characteristics have long been highly valued by WPF developers, and now that benefit is available to Xamarin developers, too. ...
Windows 10 Development with XAML and C# 7, 2nd Edition
Benefit from a nuts-and-bolts examination of how XAML and C# 7 fit together and obtain a foundation for getting up and running with Windows 10. Once you have a good understanding of the basics, you progress to more advanced topics steadily increasing your understanding as a whole. This holistic knowledge is essential to get the most out of Windows 10 development. Each topic is covered clearly and concisely and is packed with the details you need to code effectively. The most important features are given a no-nonsense, in-depth treatment and chapters contain examples that demonstrate both the power and the subtlety of Windows 10. Windows 10 Development with XAML and C# 7 focuses on the features that you need for your project and brings your existing C# coding knowledge to bear. ...
Benefit from a nuts-and-bolts examination of how XAML and C# 7 fit together and obtain a foundation for getting up and running with Windows 10. Once you have a good understanding of the basics, you progress to more advanced topics steadily increasing your understanding as a whole. This holistic knowledge is essential to get the most out of Windows 10 development. Each topic is covered clearly and concisely and is packed with the details you need to code effectively. The most important features are given a no-nonsense, in-depth treatment and chapters contain examples that demonstrate both the power and the subtlety of Windows 10. Windows 10 Development with XAML and C# 7 focuses on the features that you need for your project and brings your existing C# coding knowledge to bear. ...