Ml Engineer at Cloudxtreme in Bengaluru, Mumbai (All Areas)

Key / Primary Responsibilities: '

'* Design and manage CI/CD pipelines for ML model deployment.

* Provision and maintain scalable infrastructure using Kubernetes, Docker, AWS Lambda, or cloud services (AWS/GCP/Azure).

* Automate model deployment workflows, ensuring reproducibility and version control.

* Implement monitoring, alerting, and observability for ML systems (latency, throughput, data drift, failures).

* Integrate with model orchestration pipelines (Airflow, Prefect) to support retraining and inference workflows.

* Manage model registry, versioning, and rollout strategies (blue/green, canary deployments).

* Ensure security, compliance, and cost optimization for ML infra.

* Manage vector databases (Opensearch, Pinecone, FAISS, Milvus) for GenAI retrieval pipelines