4+ years of experience in AI/ML engineering, including 2+ years in MLOps or AI QA roles. 1+ years of experience in a lead role. Proficiency in Python, SQL, PySpark, and ML frameworks such as TensorFlow or PyTorch. Experience with Azure Cloud, Databricks, and/or Snowflake.