Building full machine learning stacks for both R&D and production can be a complex task, particularly when machine learning code need to interact and to integrate itself in larger legacy systems. 5 mains processes need to be carefully aligned to leverage the full value of AI:
- data integration and data consolidation
- data preprocessing and data enrichment
- models design and training
- models deployment
- models maintenance
The Comfiz DataOps platform is the single source of truth for data engineers and machine learning engineers engage in the deployment and monitoring of models in production.