Strong proficiency in Python Comfort with at least one deep‑learning frameworks such as PyTorch or TensorFlow Hands on experience building text-processing pipelines Solid grasp of LLM evaluation metrics (BLEU, ROUGE, BERTScore, human preference scoring) Strong SQL skills Experience with cloud platforms (AWS and Azure) Demonstrated MLOps experience Orchestration and pipelines (Airflow) Experiment tracking (MLFlow) Containerization with Docker