Experience with IaC tools (CloudFormation, CDK, Terraform) Expert level experience in Amazon SageMaker Expert level experience in ML libraries (TensorFlow, MXNet, PyTorch, Scikit-learn) Strong understanding of ML concepts: feature engineering, hyperparameter tuning, optimization strategies Familiarity with MLOps tools (MLflow, Neptune, Comet)