Changes

==Next Steps ==

==Next Steps ==

Having gone through the proof-of-concept and field test stages, the model has demonstrated positive results that can lead to business value by speeding up the CTD quality control process. We are now in a position to begin preparations to bring the model into a production environment. Refinements to the model deployment and integration architecture and backing code will be implemented to ensure that the functionality can be supplied to the client as a robust tool. Monitoring must also be implemented to ensure that the model continues to deliver reliable performance over time. If model drift is detected during monitoring, this must trigger corrective action to retrain the model. Finally, an in-depth model reporting dashboard will be designed to provide detailed information on model performance, enabling the user to better understand the tool they are working with.

Having gone through the proof-of-concept and field test stages, the model has demonstrated positive results that can lead to business value by speeding up the CTD quality control process. We are now in a position to begin preparations to bring the model into a production environment. Refinements to the model deployment, integration architecture and backing code will be implemented to ensure that the functionality can be supplied to the client as a robust tool. Monitoring must also be implemented to ensure that the model continues to deliver reliable performance over time. If model drift is detected during monitoring, this must trigger corrective action to retrain the model. Finally, an in-depth model reporting dashboard will be designed to provide detailed information on model performance, enabling the user to better understand the tool they are working with.