MLOps Foundations: 5-Week Implementation

Rackspace

5-week model factory implementation to operationalize machine learning across your entire business.

MLOps Foundations on Azure is delivered through a custom engagement where we first determine your infrastructure needs and then tailor your solution to meet your model development, operations and compliance requirements.

Rackspace Model Factory Framework features:​

  • Experiment tracking​
  • Project packaging​
  • Deploy models from anywhere​
  • Tracking UI​
  • Model storage​
  • Support major ML frameworks​ on Azure
  • CI/CD integration​

Engagement Activities

  • WEEK 1: Discovery & Planning
    • Review current state and design environment deployment
    • Outcome – Environment deployment scope and design complete
  • WEEK 2-3: Environment Implementation
    • Design, build, test, and validate environments and integrations with Azure, build ML pipelines and CI/CD integrations
    • Outcome – Dev, QA, and production environments complete
  • WEEK 4: Integration & Onboarding
    • Onboard, integrate, test and validate models into the Azure ML pipelines
    • Outcome – 1-2 working models and pipelines
  • WEEK 5: Knowledge Transfer
    • Provide Azure documentation and training to customer's teams
    • Outcome – Customer's data science teams enabled to onboard new models

Key benefits and business outcomes

  • Automated model deployment across development, Q/A and production environments
  • Reproducibility of models and predictions
  • Platform for collaboration
  • Standardized model development environment for your data science teams
  • Model explainability for governance and regulatory compliance
  • Tools for diagnostics, performance monitoring and addressing model drift
  • Accelerated ROI
https://store-images.s-microsoft.com/image/apps.46436.88c6ad5d-88af-4a88-a735-e5dc74b1990c.71565ac1-dfe4-433e-a92f-18ed8623d5fc.ab98a9c9-5f15-4b50-b30b-52b5211be79d
https://store-images.s-microsoft.com/image/apps.46436.88c6ad5d-88af-4a88-a735-e5dc74b1990c.71565ac1-dfe4-433e-a92f-18ed8623d5fc.ab98a9c9-5f15-4b50-b30b-52b5211be79d
https://store-images.s-microsoft.com/image/apps.48642.88c6ad5d-88af-4a88-a735-e5dc74b1990c.71565ac1-dfe4-433e-a92f-18ed8623d5fc.f813c0e6-4cee-4c55-94c0-528a5f10c310
https://store-images.s-microsoft.com/image/apps.33572.88c6ad5d-88af-4a88-a735-e5dc74b1990c.71565ac1-dfe4-433e-a92f-18ed8623d5fc.37c77a30-5762-47d2-8e48-ba13b164d03d
https://store-images.s-microsoft.com/image/apps.12345.88c6ad5d-88af-4a88-a735-e5dc74b1990c.71565ac1-dfe4-433e-a92f-18ed8623d5fc.81576996-342b-486f-a7c3-d8528ac42de7

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