Production cycle

  1. Project scoping
    • objectives
    • constraints
    • evaluation criteria
  2. Data management
    • data source
    • data format
    • data processing
    • data control
    • data storage
  3. Model Development
    • labeling
    • feature engineering
    • training
    • evaluation
  4. Deployment
  5. Monitoring and maintenance
  6. Business analysis
  • Iterative and incremental development
  • Cross-functional communication and collaboration are crucial