Master’s or PhD in Computer Science, Engineering, or a related field 3+ years' experience in relevant roles Proficiency in Python and machine learning frameworks such as PyTorch or TensorFlow Strong understanding of MLOps practices Experience with cloud platforms (e.g., AWS, GCP, Azure) Knowledge of data engineering principles