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Deepak Gowda
Apache Spark for Machine Learning
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6934883Apache Spark for Machine Learninghttps://www.gandhi.com.mx/apache-spark-for-machine-learning-9781835460016/phttps://gandhi.vtexassets.com/arquivos/ids/6481386/image.jpg?v=638628793305730000591657MXNPackt PublishingInStock/Ebooks/6610956Apache Spark for Machine Learning591657https://www.gandhi.com.mx/apache-spark-for-machine-learning-9781835460016/phttps://gandhi.vtexassets.com/arquivos/ids/6481386/image.jpg?v=638628793305730000InStockMXN99999DIEbook20249781835460016_W3siaWQiOiI4NjY5OGZlMC01NDBkLTQxYmItOTU4YS00ZWIzY2Y2ZDA2Y2MiLCJsaXN0UHJpY2UiOjY1NywiZGlzY291bnQiOjY2LCJzZWxsaW5nUHJpY2UiOjU5MSwiaW5jbHVkZXNUYXgiOnRydWUsInByaWNlVHlwZSI6Ildob2xlc2FsZSIsImN1cnJlbmN5IjoiTVhOIiwiZnJvbSI6IjIwMjQtMTEtMDFUMDA6MDA6MDBaIiwicmVnaW9uIjoiTVgiLCJpc1ByZW9yZGVyIjpmYWxzZX1d9781835460016_<p><b>Develop your data science skills with Apache Spark to solve real-world problems for Fortune 500 companies using scalable algorithms on large cloud computing clusters</b></p><h2>Key Features</h2><ul><li>Apply techniques to analyze big data and uncover valuable insights for machine learning</li><li>Learn to use cloud computing clusters for training machine learning models on large datasets</li><li>Discover practical strategies to overcome challenges in model training, deployment, and optimization</li></ul><h2>Book Description</h2>In the world of big data, efficiently processing and analyzing massive datasets for machine learning can be a daunting task. Apache Spark for Machine Learning offers a hands-on guide to mastering Sparks capabilities for efficient data processing, model building, and optimization. Apache Spark for Machine Learning takes you on a comprehensive journey through the essential aspects of machine learning using Apache Spark. You will begin by understanding core machine learning concepts and the advantages of Spark for big data analytics. The book covers practical data preprocessing techniques, including feature extraction and transformation, to prepare your data for analysis. Dive into supervised learning methods with detailed chapters on regression and classification, and explore unsupervised learning through clustering and recommendation systems. Learn to identify frequent patterns in data and discover effective strategies for deploying and optimizing your machine learning models. Each chapter features practical coding examples and real-world applications, equipping you with the knowledge and skills needed to tackle complex machine learning challenges. By the end of this book, you will have the skills to efficiently handle big data and create advanced machine learning models with Apache Spark.<h2>What you will learn</h2><ul><li>Master Apache Spark for efficient large-scale data processing and analysis</li><li>Understand core machine learning concepts and their applications with Spark</li><li>Learn data preprocessing techniques for feature extraction and transformation</li><li>Explore supervised learning methods: regression and classification algorithms</li><li>Apply unsupervised learning for clustering tasks and recommendation systems</li><li>Discover frequent pattern mining techniques for uncovering data trends</li></ul><h2>Who this book is for</h2><p>This book is ideal for Data Scientists, ML Engineers, Data Engineers, Students, and Researchers looking to deepen their knowledge of Apache Sparks tools and algorithms. Its a must-have for those struggling to scale models for real-world problems and a valuable resource for preparing for interviews at Fortune 500 companies, focusing on large dataset analysis, model training, and deployment.</p>...(*_*)9781835460016_<p><b>Develop your data science skills with Apache Spark to solve real-world problems for Fortune 500 companies using scalable algorithms on large cloud computing clusters</b></p><h2>Key Features</h2><ul><li>Apply techniques to analyze big data and uncover valuable insights for machine learning</li><li>Learn to use cloud computing clusters for training machine learning models on large datasets</li><li>Discover practical strategies to overcome challenges in model training, deployment, and optimization</li><li>Purchase of the print or Kindle book includes a free PDF eBook</li></ul><h2>Book Description</h2>In the world of big data, efficiently processing and analyzing massive datasets for machine learning can be a daunting task. Written by Deepak Gowda, a data scientist with over a decade of experience and 30 patents, this book provides a hands-on guide to mastering Sparks capabilities for efficient data processing, model building, and optimization. With Deepaks expertise across industries such as supply chain, cybersecurity, and data center infrastructure, he makes complex concepts easy to follow through detailed recipes. This book takes you through core machine learning concepts, highlighting the advantages of Spark for big data analytics. It covers practical data preprocessing techniques, including feature extraction and transformation, supervised learning methods with detailed chapters on regression and classification, and unsupervised learning through clustering and recommendation systems. Youll also learn to identify frequent patterns in data and discover effective strategies to deploy and optimize your machine learning models. Each chapter features practical coding examples and real-world applications to equip you with the knowledge and skills needed to tackle complex machine learning tasks. By the end of this book, youll be ready to handle big data and create advanced machine learning models with Apache Spark.<h2>What you will learn</h2><ul><li>Master Apache Spark for efficient, large-scale data processing and analysis</li><li>Understand core machine learning concepts and their applications with Spark</li><li>Implement data preprocessing techniques for feature extraction and transformation</li><li>Explore supervised learning methods regression and classification algorithms</li><li>Apply unsupervised learning for clustering tasks and recommendation systems</li><li>Discover frequent pattern mining techniques to uncover data trends</li></ul><h2>Who this book is for</h2><p>This book is ideal for data scientists, ML engineers, data engineers, students, and researchers who want to deepen their knowledge of Apache Sparks tools and algorithms. Its a must-have for those struggling to scale models for real-world problems and a valuable resource for preparing for interviews at Fortune 500 companies, focusing on large dataset analysis, model training, and deployment.</p>...9781835460016_Packt Publishinglibro_electonico_9781835460016_9781835460016Deepak GowdaInglésMéxico2024-11-01T00:00:00+00:00https://getbook.kobo.com/koboid-prod-public/packt-epub-81d9d213-8289-4d39-b5aa-f27a2dada626.epub2024-11-01T00:00:00+00:00Packt Publishing