Spark From The Deep

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Spark From The Deep
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Author : William J. Turkel
language : en
Publisher: JHU Press
Release Date : 2013-09
Spark From The Deep written by William J. Turkel and has been published by JHU Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-09 with Nature categories.
How encounters with strongly electric fish informed our grasp of electricity. Spark from the Deep tells the story of how human beings came to understand and use electricity by studying the evolved mechanisms of strongly electric fish. These animals have the ability to shock potential prey or would-be predators with high-powered electrical discharges. William J. Turkel asks completely fresh questions about the evolutionary, environmental, and historical aspects of people’s interest in electric fish. Stimulated by painful encounters with electric catfish, torpedos, and electric eels, people learned to harness the power of electric shock for medical therapies and eventually developed technologies to store, transmit, and control electricity. Now we look to these fish as an inspiration for engineering new sensors, computer interfaces, autonomous undersea robots, and energy-efficient batteries.
Apache Spark Deep Learning Cookbook
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Author : Ahmed Sherif
language : en
Publisher: Packt Publishing Ltd
Release Date : 2018-07-13
Apache Spark Deep Learning Cookbook written by Ahmed Sherif 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 2018-07-13 with Computers categories.
A solution-based guide to put your deep learning models into production with the power of Apache Spark Key Features Discover practical recipes for distributed deep learning with Apache Spark Learn to use libraries such as Keras and TensorFlow Solve problems in order to train your deep learning models on Apache Spark Book Description With deep learning gaining rapid mainstream adoption in modern-day industries, organizations are looking for ways to unite popular big data tools with highly efficient deep learning libraries. As a result, this will help deep learning models train with higher efficiency and speed. With the help of the Apache Spark Deep Learning Cookbook, you’ll work through specific recipes to generate outcomes for deep learning algorithms, without getting bogged down in theory. From setting up Apache Spark for deep learning to implementing types of neural net, this book tackles both common and not so common problems to perform deep learning on a distributed environment. In addition to this, you’ll get access to deep learning code within Spark that can be reused to answer similar problems or tweaked to answer slightly different problems. You will also learn how to stream and cluster your data with Spark. Once you have got to grips with the basics, you’ll explore how to implement and deploy deep learning models, such as Convolutional Neural Networks (CNN) and Recurrent Neural Networks (RNN) in Spark, using popular libraries such as TensorFlow and Keras. By the end of the book, you'll have the expertise to train and deploy efficient deep learning models on Apache Spark. What you will learn Set up a fully functional Spark environment Understand practical machine learning and deep learning concepts Apply built-in machine learning libraries within Spark Explore libraries that are compatible with TensorFlow and Keras Explore NLP models such as Word2vec and TF-IDF on Spark Organize dataframes for deep learning evaluation Apply testing and training modeling to ensure accuracy Access readily available code that may be reusable Who this book is for If you’re looking for a practical and highly useful resource for implementing efficiently distributed deep learning models with Apache Spark, then the Apache Spark Deep Learning Cookbook is for you. Knowledge of the core machine learning concepts and a basic understanding of the Apache Spark framework is required to get the best out of this book. Additionally, some programming knowledge in Python is a plus.
A Fire Upon The Deep
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Author : Vernor Vinge
language : en
Publisher: Macmillan
Release Date : 1993-02-15
A Fire Upon The Deep written by Vernor Vinge and has been published by Macmillan this book supported file pdf, txt, epub, kindle and other format this book has been release on 1993-02-15 with Fiction categories.
A Fire Upon the Deep is the big, breakout book that fulfills the promise of Vinge's career to date: a gripping tale of galactic war told on a cosmic scale. Thousands of years hence, many races inhabit a universe where a mind's potential is determined by its location in space, from superintelligent entities in the Transcend, to the limited minds of the Unthinking Depths, where only simple creatures and technology can function. Nobody knows what strange force partitioned space into these "regions of thought," but when the warring Straumli realm use an ancient Transcendent artifact as a weapon, they unwittingly unleash an awesome power that destroys thousands of worlds and enslaves all natural and artificial intelligence. Fleeing the threat, a family of scientists, including two children, are taken captive by the Tines, an alien race with a harsh medieval culture, and used as pawns in a ruthless power struggle. A rescue mission, not entirely composed of humans, must rescue the children-and a secret that may save the rest of interstellar civilization. A Fire Upon The Deep is the winner of the 1993 Hugo Award for Best Novel.
Smart Healthcare For Sustainable Urban Development
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Author : Madaan, Rosy
language : en
Publisher: IGI Global
Release Date : 2022-06-24
Smart Healthcare For Sustainable Urban Development written by Madaan, Rosy and has been published by IGI Global this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-06-24 with Political Science categories.
With the development of information technology, the concept of smart healthcare has been evolving gradually. A new generation of information technologies, such as the internet of things, cloud computing, big data, and artificial intelligence, have transformed the old medical system and improved the efficiency, convenience, and personalization of healthcare. These changes are necessary to keep up with the requirements of individual people and the improvements in the efficiency of medical care, which largely enhances the experience of medical and health services. Smart Healthcare for Sustainable Urban Development discusses current challenges of digital healthcare adoption as well as how the internet of things and big data technologies can help promote digital healthcare adoption and improve healthcare efficiency. The book also considers how information technologies can support the adoption of smart health for overall improved healthcare delivery and access. Covering topics such as artificial intelligence and smart hospitals, this reference work is ideal for researchers, scholars, practitioners, academicians, industry professionals, instructors, and students
Between The Spark And The Burn
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Author : April Genevieve Tucholke
language : en
Publisher: Penguin
Release Date : 2014-08-14
Between The Spark And The Burn written by April Genevieve Tucholke and has been published by Penguin this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-08-14 with Young Adult Fiction categories.
The conclusion to Between the Devil and The Deep Blue Sea, this gothic thriller romance with shades of Stephen King and Daphne du Maurier is a must-read for fans of Beautiful Creatures and Anna Dressed in Blood. Freddie once told me that the Devil created all the fear in the world. But then, the Devil once told me that it's easier to forgive someone for scaring you than for making you cry. The problem with River West Redding was that he'd done both to me. The crooked-smiling liar River West Redding, who drove into Violet's life one summer day and shook her world to pieces, is gone. Violet and Neely, River's other brother, are left to worry—until they catch a two a.m. radio program about strange events in a distant mountain town. They take off in search of River but are always a step behind, finding instead frenzied towns, witch hunts, and a wind-whipped island with the thrum of something strange and dangerous just under the surface. It isn't long before Violet begins to wonder if Neely, the one Redding brother she thought trustworthy, has been hiding a secret of his own . . .
Mastering Spark With R
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Author : Javier Luraschi
language : en
Publisher: O'Reilly Media
Release Date : 2019-10-07
Mastering Spark With R written by Javier Luraschi and has been published by O'Reilly Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-07 with Computers categories.
If you’re like most R users, you have deep knowledge and love for statistics. But as your organization continues to collect huge amounts of data, adding tools such as Apache Spark makes a lot of sense. With this practical book, data scientists and professionals working with large-scale data applications will learn how to use Spark from R to tackle big data and big compute problems. Authors Javier Luraschi, Kevin Kuo, and Edgar Ruiz show you how to use R with Spark to solve different data analysis problems. This book covers relevant data science topics, cluster computing, and issues that should interest even the most advanced users. Analyze, explore, transform, and visualize data in Apache Spark with R Create statistical models to extract information and predict outcomes; automate the process in production-ready workflows Perform analysis and modeling across many machines using distributed computing techniques Use large-scale data from multiple sources and different formats with ease from within Spark Learn about alternative modeling frameworks for graph processing, geospatial analysis, and genomics at scale Dive into advanced topics including custom transformations, real-time data processing, and creating custom Spark extensions
Simulation Tools And Techniques
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Author : Dingde Jiang
language : en
Publisher: Springer Nature
Release Date : 2022-03-30
Simulation Tools And Techniques written by Dingde Jiang and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-03-30 with Computers categories.
This proceedings constitutes the refereed post-conference proceedings of the 13th International Conference on Simulation Tools and Techniques, SIMUTools 2021, held in November 2021. Due to COVID-19 pandemic the conference was held virtually. The 63 revised full papers were carefully selected from 143 submissions. The papers focus on new results in the field of system modeling and simulation, software simulation, communication networks’ modeling and analysis, AI system simulation and performance analysis, big data simulation analysis, addressing current and future trends in simulation techniques. They are grouped in thematic aspects on wireless communication, big data, modeling and simulation, deep learning, network simulation and life and medical sciences.
Apache Spark Unleashed Advanced Techniques For Data Processing And Analysis
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Author : Adam Jones
language : en
Publisher: Walzone Press
Release Date : 2025-01-14
Apache Spark Unleashed Advanced Techniques For Data Processing And Analysis written by Adam Jones and has been published by Walzone Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-14 with Computers categories.
"Apache Spark Unleashed: Advanced Techniques for Data Processing and Analysis" delves into the sophisticated realm of Apache Spark, crafted for professionals eager to amplify their expertise in managing complex data processing challenges. This extensive guide traverses the Spark ecosystem, starting from essential components like RDDs and DataFrames, extending to cutting-edge subjects such as real-time data handling with Spark Structured Streaming and advanced predictive modeling with Spark MLlib. The book is meticulously organized to lead readers through Apache Spark’s architecture, setup and configuration, comprehensive data processing techniques, structured data querying, performance tuning, deployment strategies, and monitoring aspects. Each chapter is enriched with practical examples, insightful case studies, and industry best practices, ensuring that readers grasp both the theoretical foundations and their practical applications in real-world environments. Whether you are a software engineer, data scientist, data engineer, or analyst, "Apache Spark Unleashed: Advanced Techniques for Data Processing and Analysis" stands as a vital resource to effectively harness Apache Spark's capabilities, optimize your data processing operations, and realize scalable, high-performance data analytics solutions. This is your invitation to master Apache Spark and elevate your data processing proficiency to unparalleled heights.
Spark The Definitive Guide
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Author : Bill Chambers
language : en
Publisher: "O'Reilly Media, Inc."
Release Date : 2018-02-08
Spark The Definitive Guide written by Bill Chambers and has been published by "O'Reilly Media, Inc." this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-08 with Computers categories.
Learn how to use, deploy, and maintain Apache Spark with this comprehensive guide, written by the creators of the open-source cluster-computing framework. With an emphasis on improvements and new features in Spark 2.0, authors Bill Chambers and Matei Zaharia break down Spark topics into distinct sections, each with unique goals. Youâ??ll explore the basic operations and common functions of Sparkâ??s structured APIs, as well as Structured Streaming, a new high-level API for building end-to-end streaming applications. Developers and system administrators will learn the fundamentals of monitoring, tuning, and debugging Spark, and explore machine learning techniques and scenarios for employing MLlib, Sparkâ??s scalable machine-learning library. Get a gentle overview of big data and Spark Learn about DataFrames, SQL, and Datasetsâ??Sparkâ??s core APIsâ??through worked examples Dive into Sparkâ??s low-level APIs, RDDs, and execution of SQL and DataFrames Understand how Spark runs on a cluster Debug, monitor, and tune Spark clusters and applications Learn the power of Structured Streaming, Sparkâ??s stream-processing engine Learn how you can apply MLlib to a variety of problems, including classification or recommendation