Communications of the ACM
Oracle Open-Sources Graphpipe to Make It Easier to Deploy Machine Learning Models
Credit: Technology Brokers & Advisors
Oracle has released an open-source tool called Graphpipe to facilitate the deployment of machine learning models. Graphpipe will simplify the use of machine learning for mobile apps and IoT devices, end user services, and internal corporate functions.
Graphpipe could obviate the need for developers to create custom APIs to deploy AI models or to tailor their work to a specific framework. "Graphpipe is an attempt to standardize the protocol by which you speak to a remotely deployed machine learning model, and it includes some reference servers that allow you to deploy machine learning models from existing frameworks very easily in an efficient way," says Oracle's Vish Abrams.
Although developers have several framework choices to build AI models, fewer options exist for how to serve or deploy AI models, Abrams says.
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