ML Examples #

Real-world examples demonstrate how ML lifecycle concepts apply in practice. These case studies show common challenges and solutions.

Featured Examples #

• Speech Recognition: End-to-end deployment with VAD, cloud inference, and monitoring
• Visual Inspection: Factory line defect detection with gradual automation
• User Profiling: Building recommendation systems with ML pipelines

stateDiagram-v2
    [*] --> SpeechRecognition
    SpeechRecognition --> VisualInspection
    VisualInspection --> UserProfiling
    UserProfiling --> [*]

    SpeechRecognition : VAD + ASR Pipeline
    VisualInspection : Shadow → Canary → Full
    UserProfiling : Clickstream → Profiles → Recs

Related Topics #

• ML Lifecycle
• Deployment Patterns
• Monitoring Strategies