How do you get your Machine Learning models from idea to production

To all the data scientists and Machine Learning Engineers out there, building and deploying ML models to production environments. I need your help to understand your typical pipeline or workflow.

Can you describe what your role is? What steps and tools do you use to build your ML models? And how do you deploy them to production?

I imagine other people would be interested in your answers too so do not be shy. And If you feel generous and have 3 minutes to spare please fill-in this survey. Many thanks to the awesome dev.to community ❤️