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Over 70 recipes to help you use Apache Spark as your single big data computing platform and master its libraries About This Book This book contains recipes on how to use Apache Spark as a unified compute engine Cover how to connect various source systems to Apache Spark Covers various parts of machine learning including supervised/unsupervised learning & recommendation engines Who This Book Is For This book is for data engineers, data scientists, and those who want to implement Spark for real-time data processing. Anyone who is using Spark (or is planning to) will benefit from this book. The book assumes you have a basic knowledge of Scala as a programming language. What You Will Learn Insta...
This book contains the proceedings of 5th International Conference on Advances in AI for Biomedical Instrumentation, Electronics and Computing (ICABEC - 2023), which provided an international forum for the exchange of ideas among researchers, students, academicians, and practitioners. It presents original research papers on subjects of AI, Biomedical, Communications & Computing Systems. Some interesting topics it covers are enhancing air quality prediction using machine learning, optimization of leakage power consumption using hybrid techniques, multi-robot path planning in complex industrial dynamic environment, enhancing prediction accuracy of earthquake using machine learning algorithms and advanced machine learning models for accurate cancer diagnostics. Containing work presented by a diverse range of researchers, this book will be of interest to students and researchers in the fields of Electronics and Communication Engineering, Computer Science Engineering, Information Technology, Electrical Engineering, Electronics and Instrumentation Engineering, Computer applications and all interdisciplinary streams of Engineering Sciences.
Access real-world documentation and examples for the Spark platform for building large-scale, enterprise-grade machine learning applications. The past decade has seen an astonishing series of advances in machine learning. These breakthroughs are disrupting our everyday life and making an impact across every industry. Next-Generation Machine Learning with Spark provides a gentle introduction to Spark and Spark MLlib and advances to more powerful, third-party machine learning algorithms and libraries beyond what is available in the standard Spark MLlib library. By the end of this book, you will be able to apply your knowledge to real-world use cases through dozens of practical examples and ins...
The two-volume proceedings set LNAI 14338 and 14339 constitutes the refereed proceedings of the 25th International Conference on Speech and Computer, SPECOM 2023, held in Dharwad, India, during November 29–December 2, 2023. The 94 papers included in these proceedings were carefully reviewed and selected from 174 submissions. They focus on all aspects of speech science and technology: automatic speech recognition; computational paralinguistics; digital signal processing; speech prosody; natural language processing; child speech processing; speech processing for medicine; industrial speech and language technology; speech technology for under-resourced languages; speech analysis and synthesis; speaker and language identification, verification and diarization.
The lives of four close friends are about to change as they get together on a Saturday evening for a night out. Both Rishi and Ansh have lost their faith in love and life. No plans ever work out for Rishi and Ansh, vulnerable after a breakup, is too scared to get into a relationship again. They are joined by two of their best friends: Karan, who wants to marry his long-time girlfriend, and Ashish, who dreams of being a writer. Unfolding over a single Saturday of four close friends, their night out starts as usual…or at least that’s what they think. Frustrated with business, corporate life and unfulfilled dreams, the friends gather to enjoy and make peace with. But, as the night goes on, a series of extraordinary events unfold where all four are forced to confront their deepest fears and dilemmas. Will they be able to face the realities of life which they were hiding from? Will Rishi be able to change his prejudiced mind? Will Ansh be able to love again? Will Ashish have the courage to quit his family business and follow his passion? Join Rishi, Ansh, Karan, and Ashish on their journey into the unknown.
By introducing in-memory persistent storage, Apache Spark eliminates the need to store intermediate data in filesystems, thereby increasing processing speed by up to 100 times. This book will focus on how to analyze large and complex sets of data. Starting with installing and configuring Apache Spark with various cluster managers, you will cover setting up development environments. You will then cover various recipes to perform interactive queries using Spark SQL and real-time streaming with various sources such as Twitter Stream and Apache Kafka. You will then focus on machine learning, including supervised learning, unsupervised learning, and recommendation engine algorithms. After mastering graph processing using GraphX, you will cover various recipes for cluster optimization and troubleshooting.
If you are a data engineer, an application developer, or a data scientist who would like to leverage the power of Apache Spark to get better insights from big data, then this is the book for you.
针对常见问题的快速指南,囊括60多种Spark开发技巧 Key Features 针对常见问题的快速指南 囊括60多种Spark开发技巧 Book DescriptionSpark是一个基于内存计算的开源集群计算系统,它非常小巧玲珑,让数据分析更加快速,已逐渐成为新一代大数据处理平台中的佼佼者。 本书内容分为12章,从认识Apache Spark开始讲解,陆续介绍了Spark的使用、外部数据源、Spark SQL、Spark Streaming、机器学习、监督学习中的回归和分类、无监督学习、推荐系统、图像处理、优化及调优等内容。 本书适合大数据领域的技术人员,可以帮助他们更好地洞悉大数据,本书也适合想要学习Spark进行大数据处理的人员,它将是一本绝佳的参考教程。What you will learn Spark的使用 外部数据源 Spark SQL Spark Streaming 机器学习 监督学习中的回归和分类 无监督学习 推荐系统 图像处理 优化及调优 Who this book is for 大数据领域的技术人员、想要学习Spark进行大数据处理的人员。
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The emergence of Generative AI has marked a significant turning point, heralding a new age of innovation and intellectual exploration. Much like a compelling narrative, this advancement in artificial intelligence has captivated the global community and ushered in an unprecedented surge of innovation. For many years, the subtle hum of AI has been interconnected into the fabric of our society. Devices such as Echo (Alexa) and Google Home, once considered avant-garde, are now seamlessly integrated into our homes and vehicles, becoming essential navigators in our daily journeys. However, this new phase of AI evolution is distinct. Capable of enhanced ability, these new generative AI systems coul...