Roadmap to becoming a developer in 2022
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# MLOps Principles
Awareness of MLOps principles and maturity factors is required.
- **Books:**
- _Designing Machine Learning Systems_ by Chip Huyen
- _Introducing MLOps_ by Mark Treveil and Dataiku
- **Assessment:** [MLOps maturity assessment](https://marvelousmlops.substack.com/p/mlops-maturity-assessment)
- **Great resource on MLOps:** [ml-ops.org](https://ml-ops.org)