From the course: Certified Analytics Professional (CAP) Cert Prep

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Understanding deployment

Understanding deployment

From the course: Certified Analytics Professional (CAP) Cert Prep

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Understanding deployment

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- [Narrator] Deployment moves an analytics model from a development environment to a production setting. In the production environment, your winning model resides in an information technology, or IT system, used to conduct business for an organization. End users receive training and finally have access to the model at the deployment stage. Due to the differences between the development and production environments your model can fail measurably during the migration process. One of the main responsibilities of those in charge of deployment is to ensure no such failure happens and fix problems when they do occur. It may also take time to detect an issue. Therefore, constant monitoring and maintenance, including troubleshooting, is necessary. This is why we often need dedicated full-time deployment professionals. The ultimate goal here is to produce analytics reports relevant to the business problems you originally set out…

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