Modern Scala Projects
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Modern Scala Projects
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Author : Ilango gurusamy
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-07-30
Modern Scala Projects written by Ilango gurusamy and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-07-30 with Computers categories.
Develop robust, Scala-powered projects with the help of machine learning libraries such as SparkML to harvest meaningful insight Key Features Gain hands-on experience in building data science projects with Scala Exploit powerful functionalities of machine learning libraries Use machine learning algorithms and decision tree models for enterprise apps Book Description Scala, together with the Spark Framework, forms a rich and powerful data processing ecosystem. Modern Scala Projects is a journey into the depths of this ecosystem. The machine learning (ML) projects presented in this book enable you to create practical, robust data analytics solutions, with an emphasis on automating data workflows with the Spark ML pipeline API. This book showcases or carefully cherry-picks from Scala’s functional libraries and other constructs to help readers roll out their own scalable data processing frameworks. The projects in this book enable data practitioners across all industries gain insights into data that will help organizations have strategic and competitive advantage. Modern Scala Projects focuses on the application of supervisory learning ML techniques that classify data and make predictions. You'll begin with working on a project to predict a class of flower by implementing a simple machine learning model. Next, you'll create a cancer diagnosis classification pipeline, followed by projects delving into stock price prediction, spam filtering, fraud detection, and a recommendation engine. By the end of this book, you will be able to build efficient data science projects that fulfil your software requirements. What you will learn Create pipelines to extract data or analytics and visualizations Automate your process pipeline with jobs that are reproducible Extract intelligent data efficiently from large, disparate datasets Automate the extraction, transformation, and loading of data Develop tools that collate, model, and analyze data Maintain the integrity of data as data flows become more complex Develop tools that predict outcomes based on “pattern discovery” Build really fast and accurate machine-learning models in Scala Who this book is for Modern Scala Projects is for Scala developers who would like to gain some hands-on experience with some interesting real-world projects. Prior programming experience with Scala is necessary.
Modernity Without A Project
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Author : C. B. Johnson
language : en
Publisher: punctum books
Release Date : 2015-01-03
Modernity Without A Project written by C. B. Johnson and has been published by punctum books this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-01-03 with Architecture categories.
"Entering the 21st century, the postmodern succession has given way to a doom-laden, apolitical orthodoxy. This book offers suggestive readings of "the contemporary" in light of high modernity, postwar modernity, and postmodernity, as framed by the influential institutions of modern art and the spectacles of millennial architecture. Modernity without a Project critiques and connects historical avant-garde currents as they are institutionally expressed or captured, and scrutinizes the remake of New York's Museum of Modern Art, Minoru Yamasaki's vanished Utopias, the "anarchitecture" of Lebbeus Woods, recent work of Rem Koolhaas, delirious developments in Dubai, and the unexpected contribution to architectural debate by the late Hugo Chavez."--Publisher's website.
Scala Programming Projects
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Author : Mikael Valot
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-09-29
Scala Programming Projects written by Mikael Valot and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-09-29 with Computers categories.
Discover unique features and powerful capabilities of Scala Programming as you build projects in a wide range of domains Key FeaturesDevelop a range of Scala projects from web applications to big data analysisLeverage full power of modern web programming using Play FrameworkBuild real-time data pipelines in Scala with a Bitcoin transaction analysis appBook Description Scala is a type-safe JVM language that incorporates object-oriented and functional programming (OOP and FP) aspects. This book gets you started with essentials of software development by guiding you through various aspects of Scala programming, helping you bridge the gap between learning and implementing. You will learn about the unique features of Scala through diverse applications and experience simple yet powerful approaches for software development. Scala Programming Projects will help you build a number of applications, beginning with simple projects, such as a financial independence calculator, and advancing to other projects, such as a shopping application and a Bitcoin transaction analyzer. You will be able to use various Scala features, such as its OOP and FP capabilities, and learn how to write concise, reactive, and concurrent applications in a type-safe manner. You will also learn how to use top-notch libraries such as Akka and Play and integrate Scala apps with Kafka, Spark, and Zeppelin, along with deploying applications on a cloud platform. By the end of the book, you will not only know the ins and outs of Scala, but you will also be able to apply it to solve a variety of real-world problems What you will learnBuild, test, and package code using Scala Build ToolDecompose code into functions, classes, and packages for maintainabilityImplement the functional programming capabilities of ScalaDevelop a simple CRUD REST API using the Play frameworkAccess a relational database using SlickDevelop a dynamic web UI using Scala.jsSource streaming data using Spark Streaming and write a Kafka producerUse Spark and Zeppelin to analyze dataWho this book is for If you are an amateur programmer who wishes to learn how to use Scala, this book is for you. Knowledge of Java will be beneficial, but not necessary, to understand the concepts covered in this book.
Future Cities
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Author : Nick Dunn
language : en
Publisher: Bloomsbury Publishing
Release Date : 2020-12-10
Future Cities written by Nick Dunn and has been published by Bloomsbury Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-10 with Architecture categories.
What might our cities look like in ten, twenty or fifty years? How may future cities face global challenges? Imagining the city of the future has long been an inspiration for many architects, artists and designers. This book examines how cities of the future have been visualised, what these projects sought to communicate and what the implications may be for us now. It provides a visual history of the future and explores the relationships between different visualisation techniques and ideologies for cities. Thinking about what futures are, who they are for, why they are desirable, and how and when they are to be brought into being is central to this book. Through visualisation we are able to experiment in ways that would be impractical and potentially hazardous in the real world, and this book, therefore, aims to contribute toward a better understanding of the power and agency of visualisations for future cities. In this lavishly illustrated text, the authors apply several critical lenses to consider the subject in different ways: technological futures, social futures, and global futures, providing a comprehensive survey and analysis of visions for future cities, and engaging creatively with how we perceive tomorrow's world and future studies more widely.
Apache Spark 2 Data Processing And Real Time Analytics
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Author : Romeo Kienzler
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-12-21
Apache Spark 2 Data Processing And Real Time Analytics written by Romeo Kienzler and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-12-21 with Computers categories.
Build efficient data flow and machine learning programs with this flexible, multi-functional open-source cluster-computing framework Key FeaturesMaster the art of real-time big data processing and machine learning Explore a wide range of use-cases to analyze large data Discover ways to optimize your work by using many features of Spark 2.x and ScalaBook Description Apache Spark is an in-memory, cluster-based data processing system that provides a wide range of functionalities such as big data processing, analytics, machine learning, and more. With this Learning Path, you can take your knowledge of Apache Spark to the next level by learning how to expand Spark's functionality and building your own data flow and machine learning programs on this platform. You will work with the different modules in Apache Spark, such as interactive querying with Spark SQL, using DataFrames and datasets, implementing streaming analytics with Spark Streaming, and applying machine learning and deep learning techniques on Spark using MLlib and various external tools. By the end of this elaborately designed Learning Path, you will have all the knowledge you need to master Apache Spark, and build your own big data processing and analytics pipeline quickly and without any hassle. This Learning Path includes content from the following Packt products: Mastering Apache Spark 2.x by Romeo KienzlerScala and Spark for Big Data Analytics by Md. Rezaul Karim, Sridhar AllaApache Spark 2.x Machine Learning Cookbook by Siamak Amirghodsi, Meenakshi Rajendran, Broderick Hall, Shuen MeiCookbookWhat you will learnGet to grips with all the features of Apache Spark 2.xPerform highly optimized real-time big data processing Use ML and DL techniques with Spark MLlib and third-party toolsAnalyze structured and unstructured data using SparkSQL and GraphXUnderstand tuning, debugging, and monitoring of big data applications Build scalable and fault-tolerant streaming applications Develop scalable recommendation enginesWho this book is for If you are an intermediate-level Spark developer looking to master the advanced capabilities and use-cases of Apache Spark 2.x, this Learning Path is ideal for you. Big data professionals who want to learn how to integrate and use the features of Apache Spark and build a strong big data pipeline will also find this Learning Path useful. To grasp the concepts explained in this Learning Path, you must know the fundamentals of Apache Spark and Scala.
Aa Files
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Author :
language : en
Publisher:
Release Date : 2002
Aa Files written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2002 with Architecture categories.
Visual Communication For Landscape Architecture
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Author : Trudi Entwistle
language : en
Publisher: Bloomsbury Publishing
Release Date : 2017-09-01
Visual Communication For Landscape Architecture written by Trudi Entwistle and has been published by Bloomsbury Publishing this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-09-01 with Architecture categories.
Visual Communication for Landscape Architecture demonstrates not only how and where a range of visual communication skills are needed to inform a design process, but also why they are essential in order to make presentations both informative and memorable. It illustrates how representational techniques can be sensitively applied in different contexts appropriate to a diverse range of design challenges, and encourages experimentation with contemporary techniques, both 2D and 3D. Developing a professional but creative design portfolio is explored in relation to creating e-portfolios and websites. A total of 12 contemporary case studies enable readers to contextualize the methods and techniques explored in each chapter through exploring real-life examples of winning projects by successful landscape architecture practices, making this title an inspirational resource for both budding – and practising – landscape architects.
Leonardo S Vision
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Author : Valerie A. Brown
language : en
Publisher: Brill / Sense
Release Date : 2008
Leonardo S Vision written by Valerie A. Brown and has been published by Brill / Sense this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with Education categories.
Brings together a portfolio of ideas, strategies and tools that support collective decision-making among individuals, communities, professions and organisations. The long-term goal in the book is for a just, secure and sustainable future.
Scala Machine Learning Projects
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Author : Md. Rezaul Karim
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-01-31
Scala Machine Learning Projects written by Md. Rezaul Karim and has been published by Packt Publishing Ltd this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-01-31 with Computers categories.
Powerful smart applications using deep learning algorithms to dominate numerical computing, deep learning, and functional programming. Key Features Explore machine learning techniques with prominent open source Scala libraries such as Spark ML, H2O, MXNet, Zeppelin, and DeepLearning4j Solve real-world machine learning problems by delving complex numerical computing with Scala functional programming in a scalable and faster way Cover all key aspects such as collection, storing, processing, analyzing, and evaluation required to build and deploy machine models on computing clusters using Scala Play framework. Book Description Machine learning has had a huge impact on academia and industry by turning data into actionable information. Scala has seen a steady rise in adoption over the past few years, especially in the fields of data science and analytics. This book is for data scientists, data engineers, and deep learning enthusiasts who have a background in complex numerical computing and want to know more hands-on machine learning application development. If you're well versed in machine learning concepts and want to expand your knowledge by delving into the practical implementation of these concepts using the power of Scala, then this book is what you need! Through 11 end-to-end projects, you will be acquainted with popular machine learning libraries such as Spark ML, H2O, DeepLearning4j, and MXNet. At the end, you will be able to use numerical computing and functional programming to carry out complex numerical tasks to develop, build, and deploy research or commercial projects in a production-ready environment. What you will learn Apply advanced regression techniques to boost the performance of predictive models Use different classification algorithms for business analytics Generate trading strategies for Bitcoin and stock trading using ensemble techniques Train Deep Neural Networks (DNN) using H2O and Spark ML Utilize NLP to build scalable machine learning models Learn how to apply reinforcement learning algorithms such as Q-learning for developing ML application Learn how to use autoencoders to develop a fraud detection application Implement LSTM and CNN models using DeepLearning4j and MXNet Who this book is for If you want to leverage the power of both Scala and Spark to make sense of Big Data, then this book is for you. If you are well versed with machine learning concepts and wants to expand your knowledge by delving into the practical implementation using the power of Scala, then this book is what you need! Strong understanding of Scala Programming language is recommended. Basic familiarity with machine Learning techniques will be more helpful.
Contemporary Print Portfolio
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Author : Joseph E. Zanatta
language : en
Publisher:
Release Date : 1990-03
Contemporary Print Portfolio written by Joseph E. Zanatta and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1990-03 with Art categories.