Where did the area of responsibility end, and was there experience in writing production code?

In my experience, the scope of responsibility typically covered the full cycle of ML model development: from data collection and preprocessing to training and validation of models. I also participated in integrating models into production environments, ensuring their stable operation and monitoring.

I have experience writing production code: I developed scripts and services for automating pipelines, and also integrated models into microservices used in real products. This included writing clean, maintainable code with consideration for performance and scalability.