Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.

ML Lifecycle & Architecture


Published on

Putting together my understanding of machine learning lifecycle & architecture

Published in: Data & Analytics
  • Be the first to comment

  • Be the first to like this

ML Lifecycle & Architecture

  1. 1. ACI Data Source Prepare Data Build & Train Deploy ML DevOps & Productionisation Data Movement Raw Data Lake LifecyleArchitectureTechnologies Transform Data Cleansing & Transformation Optimized Data Lake & Clean Data Stores Build & Train Track & Experiment ML Model Containerisation Dev/Test Deploy Prod Deploy Deploy ML DevOps (CI/CD) AI BI Data Layer Databricks Runtime AML VMs Data Lake Analytics Azure ML SDK DBFSData Lake Platform Databricks Workspace AML Workspace Extract Extract Extract Load Use Track Choose Register SDK Compute Machine Learning Lifecycle & Architecture created by Ryan Chen