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Effective Amazon Machine Learning by Alexis Perrier

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AWS SDK

AWS offers several APIs and Software Development Kits (SDKs) to its many services. You can programmatically manage your files on S3, set up EC2 instances, and create datasources, models, and evaluations on Amazon ML without using the web-based user interface. The AWS APIs are low-level endpoints. In general, it is simpler and more efficient to use the SDKs, which are wrappers around the APIs and are available for several languages (Python, Ruby, Java, C++, and so on). In this book, we will use the Python SDK based on the Boto3 library. We explore in detail the use of the Python SDK in Chapter 7, Command Line and SDK. For now, we will only use the predict() method necessary for real-time predictions. But first, we need to enable access ...

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