Strong Backend-focused AI/ML Engineer Profile :

- Mandatory (Experience 1) : Must have 1+ years building and shipping production backend / ML systems.

- Mandatory (Experience 2) : Must have hands-on experience taking ML / AI models from development through deployment.

- Mandatory (Skill 1) : Strong proficiency in Python with a backend framework (FastAPI / Flask / Django) and REST API development.

- Mandatory (Skill 2) : Must have Hands-on Machine Learning with ML libraries (TensorFlow / PyTorch / Scikit-learn), including model training, evaluation & optimization.

- Mandatory (Skill 3) : SQL and database design knowledge with sound software architecture & API design fundamentals.

- Mandatory (Skill 4) : Familiarity with MLOps practices model lifecycle, versioning & monitoring (MLflow or equivalent).

- Mandatory (Communication) : Must have strong problem-solving ability and clear technical communication.