/apply workflows, validation, drift detection, and safe promotion between environments. Kubernetes / AKS automation Provision..., least-privilege patterns. Expectation: permissions are defined and tracked in Terraform to reduce configuration drift. Broad...
accelerators. Experience implementing version control, rollback strategies, and monitoring for latency, drift, and accuracy... monitoring and drift detection. Conduct root cause analysis for inspection failures and false-positive/false-negative risks...
Architecture Drift Detection & Telemetry Develop automated mechanisms to detect architectural drift across applications, platforms..., configuration, compliance signals, and architecture health indicators. Integrate drift-detection controls and telemetry...
the technical implementation of production monitoring solutions to track model performance, identify drift, and ensure the...
like Databricks and Palantir to visualize key model metrics like model drift, Shapley values etc. Productionize ML: Build repeatable...: Implement end-to-end monitoring, data validation, model/drift checks, and alerting SLA/SLOs. Governance & Risk: Enforce model...
Implement CI/CD pipelines for ML workflows Monitor model performance, drift, and reliability in production Cloud & Platform...
drift, and establish automated retraining processes. Enforce AI/ML governance, security, compliance, and responsible...
and operate Ansible roles and playbooks for configuration, patching, compliance baselines, application deployment, and drift...
infrastructure for performance, reliability, and cost Establish observability (monitoring, logging/tracing, data quality, drift... with Databricks Establish observability (monitoring, logging/tracing, data quality, drift alerting) and track SLO's Familiarity...
Strategy & Automation Implement modern MLOps practices-model tracking, versioning, monitoring, drift detection, automated...