Swiss Pharmaceutical Company

Established a common development framework, as well as a standardised release process enabling faster and more efficient ML model deployment

Challenge

• Data Science team at client has been working on several ML projects that need to be put into production
• Goal of this project was to provide an initial MLOps process to deploy models into production

Solution

• Consulting and implementation of right technology stack combined with establishing a proper process
• Established common framework (Kedro) to develop ML models. Setup a standard release process to deploy ML use cases
• Defined tech stack needed for future use cases

Business impact

• Established common development framework to standardise processes
• Best practices put in place for development and release of software/ML models
• Built initial infrastructure enabling reproducible ML pipeline creation on-premise