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Operationalising AI/ML: ECS Partner Perspective

The latest in a series on how to take AI/ML-enabled projects into production and manage ML model lifecycles at what is a pivotal point on the adoption curve.

With AI/ML building blocks a major part of hyperscale providers’ portfolios, the role of partners able to convert those building blocks into business outcome-producing solutions is becoming critical. This report explores the AI/ML partner opportunity through the approach taken by ECS Group. It provides insight into the role of MLOps in tackling complexity and driving at scale deployments and addresses lesser known issues such as stale data and data drift. It also looks at how a large UK retail bank is using and benefitting from MLOps.

Previous reports have analysed of the approaches in play by Amazon Web Services, Microsoft and Google Cloud.


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