MLops Engineer

1 week ago


Bengaluru, Karnataka, India Prophecy Technologies Full time ₹ 20,00,000 - ₹ 40,00,000 per year

Job Description – MLOps / Model Monitoring / Drift Detection Engineer (10+ Years Experience)

Experience Required:

  • 10+ years of total experience
    , with strong expertise in MLOps, model monitoring, and drift detection.

Technical Environment / Tools:

  • GCP (Google Cloud Platform)
  • Vertex AI

Capability Areas & Expected Proficiency

1. Data Drift & Model Drift Monitoring – Advanced

  • Statistical drift detection
  • Detect drift in incoming image data; quantify shifts in model confidence and accuracy
  • Propose retraining actions

2. Model Performance Tracking – Advanced

  • Performance metric computation (Confidence, Accuracy, Precision, Recall, F1)
  • Continuous model evaluation methods
  • Track model performance trends, degradation, and instability
  • Set up automated ML metrics dashboards on Looker Studio or other tools to get a complete view on underperforming / new / emerging classes

3. Observability & Traceability – Intermediate to Advanced

  • Maintain full traceability of inference flow; ensure reproducibility
  • Understanding of complete image classification pipelines

4. Model Behavior & Fairness Assessment – Intermediate

  • Explainable AI; provide interpretable explanations of model behavior
  • Bias detection frameworks; detect emerging bias and report bias trends

5. Alerts, Reporting & Retraining Automation

  • ML monitoring rules (threshold-based, anomaly detection)
  • Build automated alerts when the model is deteriorating
  • Summarize and report model performance as well as data/model drift trends to initiate retraining decisions or data collection needs

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