- Technical Foundation Most AI ML Roles
- Must have baseline
- Python data structures basic software engineering discipline clean code testing
- ML fundamentals supervised unsupervised learning metrics bias variance evaluation
- Data handling SQL data quality feature understanding
- Git basic CI CD awareness
- Cloud basics any of AWS Azure GCP containers Docker basics
- Distributed computing Spark Ray
- Data engineering familiarity ETL ELT orchestration Airflow ADF
- Security basics secrets management IAM concepts
Technology->AI Engineering->AI/ML Solution Architecture and Design,Technology->AI Engineering->MLOps
