MLOps tools

MLOps Concepts

Folkert Stijnman

ML Engineer

MLOps tools

MLOps tools landscape

1 https://www.datacamp.com/blog/infographic-data-and-machine-learning-tools-landscape
MLOps Concepts

Feature store

 

  • Both open-source
  • Feast: self-managed
  • Hopsworks: part of larger platform

Feature store tool logos

MLOps Concepts

Experiment tracking

 

  • MLFlow and ClearML: full machine learning lifecycle tools
  • Weights and Biases: tracking and visualizing experiments

Experiment tracking tools

MLOps Concepts

Containerization

  • Docker: containerizing applications
  • Kubernetes: running containerized applications
  • Cloud providers: provides Kubernetes-like services

Containerization tools

MLOps Concepts

CI/CD pipeline

  • Jenkins: open-source continuous integration tool
  • GitLab: code sharing and version control through repositories

Jenkins and GitLab

MLOps Concepts

Monitoring

  • Fiddler: machine learning model monitoring
  • Great expectations: data monitoring

Monitoring tool logos

MLOps Concepts

MLOps platforms

Tools for full machine learning lifecycle

  • AWS Sagemaker
  • Azure Machine Learning
  • Google Cloud AI platform

Machine learning platform tools

MLOps Concepts

Let's practice!

MLOps Concepts

Preparing Video For Download...