Challenges For ML Deployment

Created: 2023-03-02 10:48
#quicknote

NOTE: Always keep reproducibility in mind.

Several challenges:

• data dependencies;
• configuration issues;
• data and feature preparation;
• testing -> model errors;
• ML System Contributors -> how to manage team members

Resources

1. ML Test Score
2. Software Engineering for ML
3. Deploying ML models in Shadow Mode
4. Monitoring ML Models in production
5. Hidden technical debt in ML systems

Tags

#mlops #deployment #course