{"product_id":"building-scalable-deep-learning-pipelines-on-aws-develop-train-and-deploy-deep-learning-models-9798868810169","title":"Building Scalable Deep Learning Pipelines on AWS: Develop, Train, and Deploy Deep Learning Models","description":"\u003cp\u003eThis book is your comprehensive guide to creating powerful, end-to-end deep learning workflows on Amazon Web Services (AWS). The book explores how to integrate essential big data tools and technologies--such as PySpark, PyTorch, TensorFlow, Airflow, EC2, and S3--to streamline the development, training, and deployment of deep learning models.\u003c\/p\u003e \u003cp\u003eStarting with the importance of scaling advanced machine learning models, this book leverages AWS's robust infrastructure and comprehensive suite of services. It guides you through the setup and configuration needed to maximize the potential of deep learning technologies. You will gain in-depth knowledge of building deep learning pipelines, including data preprocessing, feature engineering, model training, evaluation, and deployment.\u003c\/p\u003e \u003cp\u003eThe book provides insights into setting up an AWS environment, configuring necessary tools, and using PySpark for distributed data processing. You will also delve into hands-on tutorials for PyTorch and TensorFlow, mastering their roles in building and training neural networks. Additionally, you will learn how Apache Airflow can orchestrate complex workflows and how Amazon S3 and EC2 enhance model deployment at scale.\u003c\/p\u003e \u003cp\u003eBy the end of this book, you will be equipped to tackle real-world challenges and seize opportunities in the rapidly evolving field of deep learning with AWS. You will gain the insights and skills needed to drive innovation and maintain a competitive edge in today's data-driven landscape.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWhat You Will Learn\u003c\/strong\u003e\u003c\/p\u003e \u003cul\u003e \u003cli\u003eMaximize AWS services for scalable and high-performance deep learning architectures\u003c\/li\u003e \u003cli\u003eHarness the capacity of PyTorch and TensorFlow for advanced neural network development\u003c\/li\u003e \u003cli\u003eUtilize PySpark for efficient distributed data processing on AWS\u003c\/li\u003e \u003cli\u003eOrchestrate complex workflows with Apache Airflow for seamless data processing, model training, and deployment\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e\u003cstrong\u003eWho This Book Is For\u003c\/strong\u003e\u003c\/p\u003e \u003cp\u003eData scientists looking to expand their skill set to include deep learning on AWS, machine learning engineers tasked with designing and deploying machine learning systems who want to incorporate deep learning capabilities into their applications, AI practitioners working across various industries who seek to leverage deep learning for solving complex problems and gaining a competitive advantage\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 12\/20\/2024\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9798868810169\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 760\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 2.37lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.56d","brand":"Abdelaziz Testas","offers":[{"title":"Default Title","offer_id":45369999196341,"sku":"9798868810169","price":42.49,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/files\/img_4ae184c5-97e9-4808-a6a8-cf89a7090fa5.jpg?v=1747109142","url":"https:\/\/pastforward.org\/products\/building-scalable-deep-learning-pipelines-on-aws-develop-train-and-deploy-deep-learning-models-9798868810169","provider":"Past Forward","version":"1.0","type":"link"}