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Learning AWS - Second Edition by Amit Shah, Aurobindo Sarkar

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Best practices for distributed machine learning and predictive analytics

Enterprise predictive analytics applications need to be highly scalable and need to support agility in feature development and deployments. There are a plethora of open source tools and solutions available. However, using managed services eliminates infrastructure-related heavy lifting and leads to agility.

Such applications use a variety of supporting AWS services, including the following:

  • Amazon S3: Store anything (object store), Scalable/Elastic, High durability, effectively infinite inbound bandwidth, extremely low cost, and data layer for virtually all AWS services. Amazon S3 is a great choice for cloud-based data lake because of durability (designed for 11 9s ...

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