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DevOps for Data Scientists: Deploying Data DevOps

DevOps for Data Scientists: Deploying Data DevOps


Overview/Description
Expected Duration
Lesson Objectives
Course Number
Expertise Level



Overview/Description

Explore deploying data models into production through serialization, packaging, deployment, and rollback.



Expected Duration (hours)
0.6

Lesson Objectives

DevOps for Data Scientists: Deploying Data DevOps

  • serialize models using Python and pickle
  • describe tools and approaches to model packaging and deployment
  • describe the blue-green deployment strategy for Data DevOps
  • describe the canary deployment strategy for Data DevOps
  • describe approaches to rolling back model versions
  • explore approaches to deploying models to web APIs
  • use python and pandas to serialize a model
  • Course Number:
    it_dsdods_03_enus

    Expertise Level
    Intermediate