Experience with cloud platforms such as AWS, Google Cloud, or Azure, along with familiarity with Docker and Kubernetes for containerization and orchestration. Additionally, possess experience in asynchronous programming (e.g., using asyncio, Celery) and exposure to machine learning or data science libraries (e.g., pandas, NumPy, scikit-learn), along with a basic understanding of machine learning models and their lifecycle.
