MLOps Roadmap¶
- Roadmap: https://roadmap.sh/mlops
1. Programming Fundamentals¶
- Python
- Go
- Bash
2. Version Control Systems¶
- Git
- GitHub
3. Cloud Computing¶
- AWS / Azure / GCP
- Cloud-native ML Services
4. Containerization¶
- Docker
- Kubernetes
5. Machine Learning Fundamentals¶
6. Data Engineering Fundamentals¶
- Data Pipelines
- Data Lakes & Warehouses
- Data Ingestion Architecture
- Airflow
- Spark
- Kafka
- Flink
7. MLOps Principles¶
8. MLOps Components¶
- Version Control
- CI/CD
- Orchestration
- Experiment Tracking & Model Registry
- Data Lineage & Feature Stores
- Model Training & Serving
- Monitoring & Observability