At Koexai, we have developed a cutting-edge cloud project that enables the 360-degree management of the lifecycle of an artificial intelligence solution based on machine learning (ML) models. This innovative solution covers all critical phases, from data access to monitoring and retraining production models, following the latest modern MLOps best practices.

This solution is a perfect example of our ability to integrate advanced technologies with a practical, results-oriented approach. At Koexai, we are committed to providing solutions that not only meet current needs but also prepare our clients for future challenges.

Our platform offers simplified data access and powerful tools for data cleaning, pre-processing, and processing.

We support the simultaneous training of multiple ML models, allowing performance comparison to identify the best one.

The best model can be optimized and deployed to production through an automated process.

The system monitors the production model and automatically initiates re-training if data drift exceeds set thresholds.

Automatic notifications keep selected contacts informed about progress during development and the status of the production model.

Various steps, such as deploying the optimized model or re-training, can be fully automated or require operator approval, ensuring both flexibility and control.

The source code is maintained under version control to ensure traceability, collaboration, and security during the development and release of the solution.

The solution was built using two technological approaches:

Utilizing exclusively Amazon Web Services (AWS) cloud services to ensure scalability, security, and reliability.

Employing open-source tools to provide a flexible and customizable solution without proprietary constraints.