Machine Learning in the AWS Cloud

Abhishek Mishra

ISBN 10: 1119556716 / ISBN 13: 9781119556718

Verlag: John Wiley and Sons Inc, US, 2019

Beschreibung

Put the power of AWS Cloud machine learning services to work in your business and commercial applications!  Machine Learning in the AWS Cloud introduces readers to the machine learning (ML) capabilities of the Amazon Web Services ecosystem and provides practical examples to solve real-world regression and classification problems. While readers do not need prior ML experience, they are expected to have some knowledge of Python and a basic knowledge of Amazon Web Services. Part One introduces readers to fundamental machine learning concepts. You will learn about the types of ML systems, how they are used, and challenges you may face with ML solutions. Part Two focuses on machine learning services provided by Amazon Web Services. You'll be introduced to the basics of cloud computing and AWS offerings in the cloud-based machine learning space. Then you'll learn to use Amazon Machine Learning to solve a simpler class of machine learning problems, and Amazon SageMaker to solve more complex problems. .    Learn techniques that allow you to preprocess data, basic feature engineering, visualizing data, and model building .    Discover common neural network frameworks with Amazon SageMaker .    Solve computer vision problems with Amazon Rekognition .    Benefit from illustrations, source code examples, and sidebars in each chapter The book appeals to both Python developers and technical/solution architects. Developers will find concrete examples that show them how to perform common ML tasks with Python on AWS. Technical/solution architects will find useful information on the machine learning capabilities of the AWS ecosystem.

Bestandsnummer des Verkäufers LU-9781119556718

Bibliografische Details

• Titel: Machine Learning in the AWS Cloud
• Verlag: John Wiley and Sons Inc, US
• Veröffentlichungsdatum: 2019
• Sprache: Englisch
• ISBN-10: 1119556716
• ISBN-13: 9781119556718
• Bindung: Paperback
• Zustand: New

Über diesen Titel

Inhaltsangabe

Put the power of AWS Cloud machine learning services to work in your business and commercial applications! Machine Learning in the AWS Cloud introduces readers to the machine learning (ML) capabilities of the Amazon Web Services ecosystem and provides practical examples to solve real-world regression and classification problems. While readers do not need prior ML experience, they are expected to have some knowledge of Python and a basic knowledge of Amazon Web Services. Part One introduces readers to fundamental machine learning concepts. You will learn about the types of ML systems, how they are used, and challenges you may face with ML solutions. Part Two focuses on machine learning services provided by Amazon Web Services. You'll be introduced to the basics of cloud computing and AWS offerings in the cloud-based machine learning space. Then you'll learn to use Amazon Machine Learning to solve a simpler class of machine learning problems, and Amazon SageMaker to solve more complex problems. * Learn techniques that allow you to preprocess data, basic feature engineering, visualizing data, and model building * Discover common neural network frameworks with Amazon SageMaker * Solve computer vision problems with Amazon Rekognition * Benefit from illustrations, source code examples, and sidebars in each chapter The book appeals to both Python developers and technical/solution architects. Developers will find concrete examples that show them how to perform common ML tasks with Python on AWS. Technical/solution architects will find useful information on the machine learning capabilities of the AWS ecosystem.

Über die Autorin bzw. den Autor

ABOUT THE AUTHOR ABHISHEK MISHRA has more than 19 years' experience across a broad range of enterprise technologies. He consults as a security and fraud solution architect with Lloyds Banking group PLC in London. He is the author of Amazon Web Services for Mobile Developers.