Amazon Machine Learning Big Data Analytics Options on AWS

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Maintaining Personalized Experiences with Machine Learning

IBM Watson Studio is one of the leading platforms for experimenting with different predictive analytics use cases. In essence, it’s an MLOPs platform, offering a range of supporting tools and services for effectively managing the complete AI model lifecycle. Installing sensors and the necessary infrastructure for data connectivity, storage,
analytics, and alerting are foundational elements for enabling predictive maintenance.

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  • ML training and inference workloads can exhibit characteristics that are steady state (such as hourly batch tagging of photos for a large population), spiky (such as kicking off new training jobs or search recommendations during promotional periods), or both.
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