Simplify data science infrastructure to give data scientists an efficient path from prototype to production.
In Effective Data Science Infrastructure you will learn how to:
- Design data science infrastructure that boosts productivity
- Handle compute and orchestration in the cloud
- Deploy machine learning to production
- Monitor and manage performance and results
- Combine cloud-based tools into a cohesive data science environment
- Develop reproducible data science projects using Metaflow, Conda, and Docker
- Architect complex applications for multiple teams and large datasets
- Customize and grow data science infrastructure
Effective Data Science Infrastructure: How to make data scientists more productive is a hands-on guide to assembling infrastructure for data science and machine learning applications. It reveals the proc
