Machine Learning Engineer — MLOps / Azure

I am writing to express my strong interest in the Machine Learning Engineer position. With a proven track record of transitioning ML models from experimental notebooks into robust production services, I am confident in my ability to help your team migrate from Databricks to a fully integrated Azure environment. My experience aligns perfectly with your focus on OCR, CV, and LLM-based invoice processing pipelines.

In my previous roles, I have specialized in building end-to-end ML systems that bridge the gap between data science and software engineering. I am highly proficient in Python and have extensive experience deploying LLMs within production workflows. I thrive in high-ownership environments where I can take responsibility for the entire lifecycle of a project, from initial experimentation to CI/CD integration and database management.

I am particularly drawn to this role because of the opportunity to work on a complex document AI project and the challenge of refining custom infrastructure. I am comfortable working in 'imperfect' environments and enjoy the process of building scalable, real-world systems that deliver immediate impact. I look forward to the possibility of discussing how my technical skills can contribute to your team's success.