Platform Architect (AI/ML Infrastructure, GCP-focused)
A USD 160K-275K (estimate) Senior-level Contract Full Time
Tasks
- Add lineage and reproducibility to pipelines
- Apply tenant isolation and workload placement
- Attribute inference cost across tenants
- Build and operate model serving infrastructure
- Build reproducible automated ML pipelines as code
- Configure inference providers and gateways
- Create ML infrastructure as code with Terraform
- Define inference SLOs and alerting
- Deploy and operate ML pipelines
- Detect model and data drift
- Ensure graceful degradation under load
- Execute rollout strategies and safe rollback
- Handle GPU and accelerator scheduling
- Implement autoscaling for inference services
- Implement guardrails and prompt version management
- Improve on call ergonomics and runbook culture
- Manage Kubernetes workloads on GKE
- Manage inference latency and throughput
- Manage model registry versioning and promotion
- Monitor ML reliability and observability
- Operate GitOps for ML workloads with ArgoCD
- Operate LLM and agentic workloads in production
- Optimize ML inference cost and capacity
- Right size accelerators and manage committed use and Spot capacity
Perks/Benefits
Skills/Tech-stack
A/B | A/B Testing | AI Pipelines | Airflow | Argo Workflows | ArgoCD | Autoscaler | Autoscaling | B testing | BigQuery | CI/CD | Canary | Cloud Build | Cloud Composer | Cloud Storage | Cloud platform | Committed Use | Committed Use Discounts | Compute Engine | Data Drift | Data Drift Detection | Dataflow | Dataproc | DevOps | Drift Detection | Feast | Feature Store | FinOps | GCP | GKE | GPU Time Sharing | GPU scheduling | Gemini API | GitHub Actions | GitLab CI | GitOps | Google Cloud | Google Cloud Platform | IAM | Inference | Kubeflow | Kubernetes | Latency | MLflow | Machine Learning | Model Drift | Model Drift Detection | Model Serving | Monitoring | Observability | Postmortem | PubSub | Reservation planning | RunBook | SLO | SLOs | SRE | Shadow Deployment | Spot VMs | Terraform | Throughput | VPC | Vertex AI | Vertex AI pipelines
Education
N/A
Roles
Architect | DevOps | DevOps Engineer | Engineer | Learning Engineer | Machine Learning Engineer | Platform | Platform Architect
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