DevOps for Data Scientists: Deploying Data DevOps

DevOps    |    Intermediate
  • 8 Videos | 36m 28s
  • Includes Assessment
  • Earns a Badge
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In this course, learners will explore deploying data models into production through serialization, packaging, deployment, and rollback. You will begin by watching how to serialize models using Python and Pandas. Then the 8-video course takes a look at the tools and approaches to model packaging and deployment. Next, you will explore the concept of the blue-green deployment strategy for data DevOps, which is the strategy for upgrading running software. This leads into examining the concepts behind the Canary deployment strategy in terms of data DevOps. Canary deployments can be regarded as a phase or test rollout on updates and new features. Then take a look at versioning and approaches to rolling back models for machine learning with DevOps. Finally, you will learn about some of the considerations for deploying models to web APIs (application programming interfaces). The concluding exercise involves creating a model by using Python and Pandas, then serializing the results of the model to a file.

WHAT YOU WILL LEARN

  • 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

IN THIS COURSE

  • Playable
    1. 
    Course Overview
    1m 16s
    UP NEXT
  • Playable
    2. 
    Model Serialization
    5m 7s
  • Locked
    3. 
    Model Packaging and Deployment
    4m 10s
  • Locked
    4. 
    Blue-Green Deployment Strategy
    2m 44s
  • Locked
    5. 
    Canary Deployment Strategy
    5m 48s
  • Locked
    6. 
    Rolling Back Versions
    4m 24s
  • Locked
    7. 
    Web API Deployment Strategy
    3m 14s
  • Locked
    8. 
    Exercise: Serialize a Model
    6m 44s

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