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25 April 2024
Centralized GCP MLOps Platform for Cost Efficiency and Streamlined Development
Key information
Challenge
The client faced the challenge of developing, deploying, and maintaining multiple ML production-ready use cases across different cloud platforms, leading to inefficiencies in resource consumption and maintenance. They sought a solution that would centralize their ML operations onto a single, scalable platform while streamlining their development and deployment processes through effective CI/CD.
Project Description
Our team embarked on a comprehensive project to centralize the client’s diverse use cases onto GCP. Leveraging the power of GCP’s robust infrastructure and services, we designed and implemented a flexible and scalable solution that accommodated various business operational needs.
Solution
A single production platform which automatically tests, integrates, and deploys new ML algorithms in production as well as model monitoring and retraining.
Key implementations:
- Automated process of CI/CD that meets organization’s standards and best practices.
- Auto-ticketing for the operations team when ML pipelines fail (e-mails and tickets).
- Resource autoscaling and consumptions logging.
- Model versioning, model monitoring, and model retraining pipelines (triggered if data / concept drift is detected).
Outcome/Benefits
Through strategic utilization of GCP and innovative technologies like Docker, Kubernetes, and CI/CD, we successfully improved and standardized our client’s process of developing, training, productionizing, and maintaining ML models. We delivered a centralized, cost-effective, and agile platform for their business operations. This project stands as a testament to our expertise in MLOps and our commitment to driving innovation and efficiency for our clients in the fast-paced world of FMCG.
Conclusion
Through strategic utilization of Google Cloud Platform and cutting-edge technologies like Docker, Kubernetes, and CI/CD, we successfully addressed our client’s challenges and delivered a centralized, cost-effective, and agile platform for their FMCG operations. This project stands as a testament to our expertise in cloud technology and our commitment to driving innovation and efficiency for our clients in the fast-paced world of FMCG.
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Dominik Radwański
Service Delivery Partner
Address
PolandDS Stream sp. z o.o.
Grochowska 306/308
03-840 Warsaw, Poland
United States of America
DS Stream LLC
1209 Orange St,
Wilmington, DE 19801