Master MLFlow and Hugging Face, two powerful open-source platforms for MLOps:
MLflow : Streamline machine learning lifecycle
- Manage projects and models
- Use powerful tracking system
- Interact with registered models
- End-to-end lifecycle examples
Hugging Face:
- Collaborate and deploy models
- Store datasets and models
- Create live interactive demos
- Leverage community repositories
Key Takeaways:
- Understand MLOps fundamentals
- Fine-tune and deploy containerized models
- Apply MLOps concepts to real-world use cases
Ideal for aspiring MLOps professionals or experienced practitioners looking to enhance their skills. Break into the field or level up your proficiency in machine learning operations.
