Technical Skills:
7+ years hands-on AWS: EC2, RDS, S3, CloudWatch, CloudTrail, IAM, KMS, AWS Backup, Lambda.
7+ years Linux/Unix administration and scripting (Bash, Shell, Python).
7+ years IaC/automation: CloudFormation, Terraform, Ansible.
7+ years AWS networking: VPC, subnets, NACLs, security groups, Route 53, multi-AZ.
5+ years CI/CD, Jenkins, IaC for AI/ML deployment, MLOps with Kubernetes/ECS/EKS.
4+ years scalable data workflows: AWS services, Python (incl. PySpark), ETL/ELT patterns.
4+ years AWS AI/ML: SageMaker, Bedrock, OpenSearch (vector DBs).
Strong ML knowledge: algorithms, NLP, TensorFlow, PyTorch, Hugging Face.