Systems
What resources does the computer have? How to store and efficiently compute over large data? What is cloud?
Scalability
How to scale and parallelize data-intensive computations?
For Analytics
- Source: Data acquisition & preparation for ML
- Build: Model selection & deep learning systems
- Deploying ML models
Concerns
- accuracy
- runtime efficiency
- scalability
- usability
- manageability
- developability
Pareto Surfaces
