MLOps
- The goal of MLOps
- Agile Manifesto
- DevOps
- Machine Learning Operations
- What is MLOps?
- MLOps community
- Silicon
- Off-line (batch) vs On-line (streaming) learning
- Security question of MLOps
- Data
- MLOps progress
- Reload modules in Jupyter Notebook
- Testing ML
- What to track?
- What are the inputs and what are the artifacts?
- Tooling for MLOps
- DVC
- Data Pipelines (Workflow management)
- MLFlow
- MLFLow Tracking server backends
- MLFlow Tracking
- MLFlow Projects
- MLFlow Models
- Resources
- Goals of SCM
- MLOps notes