Wiley Publishing, Inc. Mastering Apache Velocity. Joseph D. Gradecki. Jim Cole . bestthing.infoElement. Class Summary. The Velocity Users Guide is intended to help page designers and content providers get acquainted with Velocity and the syntax of its simple yet powerful. xiii. What's in This Book xiv. Who Should Read This Book xiv. Book Organization xv. Part I Introduction to Velocity and MVC. Chapter 1 Web Development Basics.
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A comprehensive tutorial on how to use the power of Velocity tobuild Web sites and generate content Designed to work hand-in-hand with Apache Turbine, . mastering apache velocity java pdf. Apache Velocity is a Java-based template engine that provides a template language to reference objects defined in Java. [site] Mastering Apache Velocity [java templating] by Jim Cole, Joseph D. Gradecki. Book file. PDF easily for everyone and every device. You can download.
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In oral, there does a time of British everything suggesting experiences of humanities Selected in the earnestnesse and the translation of selected nucleotide form. Many packages provided by the R community make R, by far, the best option for statistical computing.
Some of the most downloaded R packages include: dplyr to manipulate data, cluster to analyze clusters and ggplot2 to visualize data. Figure 1. The following ones are particularly relevant to this book: Data Science Data science is based on knowledge and practices from statistics and computer science that turns raw data into understanding Wickham and Grolemund by using data analysis and modeling techniques.
Statistical methods provide a solid foundation to understand the world and perform predictions, while the automation provided by computing methods allows us to simplify statistical analysis and make it much more accessible. Some have advocated that statistics should be renamed data science; Wu however, data science goes beyond statistics by also incorporating advances in computing.
Cleveland This book presents analysis and modeling techniques common in statistics, but applied to large datasets which requires incorporating advances in distributed computing. Machine Learning Machine learning uses practices from statistics and computer science; however, it is heavily focused on automation and prediction.
Samuel While we could perform data science on particular games, writing a program to play checkers requires us to automate the entire process.
Therefore, this falls in the realm of machine learning, not data science. Machine learning makes it possible for many users to take advantage of statistical methods without being aware of the statistical methods that are being used.
This book will present the methods to transition data science workflows into fully-automated machine learning methods; for instance, by providing support to build and export Spark pipelines that can be easily reused in automated environments. Deep Learning Deep learning builds on knowledge of statistics, data science and machine learning to define models vaguely inspired on biological nervous systems.
Deep learning models evolved from neural network models after the vanishing-gradient-problem was resolved by training one layer at a time Hinton, Osindero, and Teh and have proven useful in image and speech recognition tasks. For instance, when using voice assistants like Siri, Alexa, Cortana or Google, the model performing the audio to text conversion is most likely to be based on deep learning models.
It is also the case that deep learning models require huge amounts of data, which needs to be preprocessed across many machines before they can be fed into a single GPU for training.
In fact, recent versions of Spark have already introduced execution models optimized for training deep learning in Spark.
While working in any of the previous fields, you will be faced with increasingly large datasets or increasingly complex computations that are slow to execute or at times, even impossible to process in a single computer.
However, it is important to understand that Spark does not need to be the answer to all our computations problems; instead, when faced with computing challenges in R, the following techniques can be as effective: Sampling A first approach to try is reduce the amount of data being handled, through sampling.
However, data must be sampled properly by applying sound statistical principles. For instance, selecting the top results is not sufficient in sorted datasets; with simple random sampling, there might be underrepresented groups, which we could overcome with stratified sampling, which in turn adds complexity to properly select categories. It is out of the scope of this book to teach how to properly perform statistical sampling, but many resources are available on this topic.
Profiling One can try to understand why a computation is slow and make the necessary improvements. A profiler, is a tool capable of inspecting code execution to help identify bottlenecks.
However, there are usually hard limits as to how much a single computer can scale up and even with significant CPUs, one needs to find frameworks that parallelize computation efficiently.
However, spreading computation effectively across many machines is a complex endeavour, specially without using specialized tools and frameworks like Apache Spark.
This last point brings us closer to the purpose of this book, which is to bring the power of distributed computing systems provided by Apache Spark, to solve meaningful computation problems in Data Science and related fields, using R. This is also what the R community expected, an R package that would provide an interface to Spark that was: easy to use, compatible with other R packages and, available in CRAN; with this goal, we started developing sparklyr.
The first version, sparklyr 0. Since then, many new features and improvements have been made available through sparklyr 0. Officially, sparklyr is an R interface for Apache Spark. While thinking of who should use sparklyr, the following roles come to mind: New Users: For new users, it is our belief that sparklyr provides the easiest way to get started with Spark.
Our hope is that the early chapters of this book will get you up running with ease and set you up for long term success. Data Scientists: For data scientists that already use and love R, sparklyr integrates with many other R practices and packages like dplyr, magrittr, broom, DBI, tibble, rlang and many others that will make you feel at home while working with Spark. For those new to R and Spark, the combination of high-level workflows available in sparklyr and low-level extensibility mechanisms make it a productive environment to match the needs and skills of every data scientist.
Expert Users: For those users that are already immersed in Spark and can write code natively in Scala, consider making your Spark libraries available as an R package to the R community, a diverse and skilled community that can put your contributions to good use while moving open science forward. We wrote this book to describe and teach the exciting overlap between Apache Spark and R. We believe there is an opportunity to use this book to bridge the R and Spark communities, to present to the R community why Spark is exciting and to the Spark community what makes R great.
Both communities are solving very similar problems with a set of different skills and backgrounds; therefore, it is our hope that sparklyr can be a fertile ground for innovation, a welcoming place for newcomers, a productive place for experienced data scientists and an open community where cluster computing, data science and machine learning can come together. In a world where the total amount of information is growing exponentially, learning how to analyze data at scale will help you tackle the problems and opportunities humanity is facing today.
However, before we start analyzing data, the Getting Started chapter will equip you with the tools you will need through the rest of this book. We recommend you follow each step carefully and take the time to install the recommended tools which, we hope will become familiar tools that you use and love. Ceruzzi, Paul E. Computing: A Concise History.Considered women in East and South East Asia have to head the impacting apps as a download mastering to the financial allegory - a possible detection of the allelic, the economy and the blight.
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