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Machine Learning Engineering for Production (MLOps) Specialization

Become a Machine Learning expert. Productionize your machine learning knowledge and expand your production engineering capabilities.

     
  • 4.6
  •  |
  • Reviews ( 3.4K )
Free

This Course Includes

  • iconcoursera
  • icon4.6 (3.4K reviews )
  • icon2 months at 10 hours a week
  • iconenglish
  • iconOnline - Self Paced
  • iconspecialization
  • iconDeepLearning.AI

About Machine Learning Engineering for Production (MLOps) Specialization

Learn in-demand skills from university and industry experts

Master a subject or tool with hands-on projects

Develop a deep understanding of key concepts

Earn a career certificate from DeepLearning.AI

What You Will Learn?

  • Design an ML production system end-to-end: project scoping, data needs, modeling strategies, and deployment requirements..
  • Establish a model baseline, address concept drift, and prototype how to develop, deploy, and continuously improve a productionized ML application..
  • Build data pipelines by gathering, cleaning, and validating datasets. Establish data lifecycle by using data lineage and provenance metadata tools..
  • Apply best practices and progressive delivery techniques to maintain and monitor a continuously operating production system..