Automated Production Model Lifecycle Management
Improved Operational Efficiency
The client is an Indian consumer goods company that primarily manufactures fashion accessories such as watches, jewelry, and eyewear. They build Machine Learning models on local systems that need to be deployed and configured manually, making the entire process time-consuming and the system unscalable.
Quantiphi is helping the client in the orchestration of training, evaluation, and deployment of over 100 models running on SageMaker by leveraging Apache Airflow. Once each model is deployed, the Production Model Lifecycle is such that the scoring, evaluation, and retraining of the model is automated. Quantiphi is also helping the client in the visualization of the performance of the deployed models using Amazon QuickSight and Amazon Athena.