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Simulating Spot Instance Termination to Test AWS Node Termination Handler

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Spot instances are becoming a popular way to achieve large, 70%+ cost savings on the cloud, but it can be difficult to ensure your Kubernetes workloads continue working correctly when spot instances are reclaimed. For example, what happens when a spot instance is reclaimed but there is no more capacity available in the cluster? Fortunately, […]

Productionizing Machine Learning Pipelines

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Best Practices Learnt in Productionizing Machine Learning Models NewVantage survey shows that 77% of businesses report that “business adoption” of big data and AI initiatives continues to represent a big challenge for business, deriving business values from data science and creating better customer experiences at scale remain elusive. Why is that? Because only through production […]

Virtual Assistant Manual

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Five hundred pages of an owners manual is a lot to sort through when you need information. We decided to see if we could come up an innovative voice interface that would allow users to ask questions using natural language.

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