The Sequence Scope: Machine Learning’s Last Mile Problem

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TheSequence

📝 Editorial: Machine Learning’s Last Mile Problem

The MLOps space is thriving with innovations and continues to get incredibly crowded. Almost every week, we hear about MLOps startup raising sizable financial rounds while, at the same time, incumbents like Amazon, Microsoft, and Google are also innovating in the space. The result is that areas such as feature stores, ML monitoring, and data labeling have become incredibly competitive. One area of MLOps that hasn’t gotten the same level of attention is model serving and deployment. Every trend in enterprise software, such as cloud computing or big data, has created a generation of companies that solve the deployment aspects of that technology. ML deployment solutions are still nascent compared to the magnitude of…